From bd73b1faf099628acdd6b7b436df9ea205220935 Mon Sep 17 00:00:00 2001
From: Jinyang <jinyang.wang27@outlook.com>
Date: Wed, 18 Mar 2026 07:57:37 +0400
Subject: [PATCH 01/96] remove zipline

No longer maintained and out-dated.
---
 README.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/README.md b/README.md
index 340e28e76..9f34e2250 100644
--- a/README.md
+++ b/README.md
@@ -934,7 +934,6 @@ _Libraries for scientific computing. Also see [Python-for-Scientists](https://gi
 - [SimPy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
 - [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
 - [SymPy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
-- [Zipline](https://github.com/quantopian/zipline) - A Pythonic algorithmic trading library.
 
 ## Search
 

From 4af84dac8e2fc4a53071588909444ae8c9089f0f Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 13:48:45 +0800
Subject: [PATCH 02/96] remove mkdocs site infrastructure

Replace the MkDocs-based build (mkdocs.yml, requirements.txt, docs/CNAME,
docs/css/extra.css) with a custom website builder as part of the site relaunch.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 docs/CNAME         |  1 -
 docs/css/extra.css |  9 ---------
 mkdocs.yml         | 26 --------------------------
 requirements.txt   |  2 --
 4 files changed, 38 deletions(-)
 delete mode 100644 docs/CNAME
 delete mode 100644 docs/css/extra.css
 delete mode 100644 mkdocs.yml
 delete mode 100644 requirements.txt

diff --git a/docs/CNAME b/docs/CNAME
deleted file mode 100644
index 0f6ced663..000000000
--- a/docs/CNAME
+++ /dev/null
@@ -1 +0,0 @@
-awesome-python.com
\ No newline at end of file
diff --git a/docs/css/extra.css b/docs/css/extra.css
deleted file mode 100644
index 1230d796a..000000000
--- a/docs/css/extra.css
+++ /dev/null
@@ -1,9 +0,0 @@
-@media (min-width: 960px) {
-    html {
-        scroll-behavior: smooth;
-    }
-    
-    .md-content__inner > ul:nth-child(5) {
-        display: none;
-    }
-}
diff --git a/mkdocs.yml b/mkdocs.yml
deleted file mode 100644
index 67a0373a4..000000000
--- a/mkdocs.yml
+++ /dev/null
@@ -1,26 +0,0 @@
-site_name: Awesome Python
-site_url: https://awesome-python.com
-site_description: A curated list of awesome Python frameworks, libraries and software
-site_author: Vinta Chen
-repo_name: vinta/awesome-python
-repo_url: https://github.com/vinta/awesome-python
-theme:
-  name: material
-  palette:
-    primary: red
-    accent: pink
-extra:
-  social:
-    - type: github
-      link: https://github.com/vinta
-    - type: twitter
-      link: https://twitter.com/vinta
-    - type: linkedin
-      link: https://www.linkedin.com/in/vinta
-google_analytics:
-  - UA-510626-7
-  - auto
-extra_css:
-    - css/extra.css
-nav:
-  - "Life is short, you need Python.": "index.md"
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 89d64c303..000000000
--- a/requirements.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-mkdocs==1.0.4
-mkdocs-material==4.0.2

From 177183d9bde4b4f0a51f0d97e9f95588204a619d Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 13:48:49 +0800
Subject: [PATCH 03/96] add custom website build system

Replaces MkDocs with a bespoke Python site generator using Jinja2 templates
and Markdown. Adds uv for dependency management, GitHub Actions workflow for
deployment, and Makefile targets for local development (fetch_stars, build,
preview, deploy).

Co-Authored-By: Claude <noreply@anthropic.com>
---
 .github/workflows/deploy-website.yml     |   48 +
 .gitignore                               |   14 +-
 Makefile                                 |   18 +-
 pyproject.toml                           |   23 +
 uv.lock                                  |  258 +++
 website/build.py                         |  502 +++++
 website/data/github_stars.json           | 2627 ++++++++++++++++++++++
 website/fetch_github_stars.py            |  192 ++
 website/static/main.js                   |  154 ++
 website/static/style.css                 |  459 ++++
 website/templates/base.html              |   67 +
 website/templates/index.html             |  146 ++
 website/tests/test_build.py              |  642 ++++++
 website/tests/test_fetch_github_stars.py |  161 ++
 14 files changed, 5298 insertions(+), 13 deletions(-)
 create mode 100644 .github/workflows/deploy-website.yml
 create mode 100644 pyproject.toml
 create mode 100644 uv.lock
 create mode 100644 website/build.py
 create mode 100644 website/data/github_stars.json
 create mode 100644 website/fetch_github_stars.py
 create mode 100644 website/static/main.js
 create mode 100644 website/static/style.css
 create mode 100644 website/templates/base.html
 create mode 100644 website/templates/index.html
 create mode 100644 website/tests/test_build.py
 create mode 100644 website/tests/test_fetch_github_stars.py

diff --git a/.github/workflows/deploy-website.yml b/.github/workflows/deploy-website.yml
new file mode 100644
index 000000000..28e254eac
--- /dev/null
+++ b/.github/workflows/deploy-website.yml
@@ -0,0 +1,48 @@
+name: Deploy Website
+
+on:
+  push:
+    branches:
+      - master
+
+permissions:
+  contents: read
+  pages: write
+  id-token: write
+
+concurrency:
+  group: pages
+  cancel-in-progress: false
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v7
+        with:
+          enable-cache: true
+
+      - name: Install dependencies
+        run: uv sync --no-dev
+
+      - name: Build site
+        run: uv run python website/build.py
+
+      - name: Upload artifact
+        uses: actions/upload-pages-artifact@v3
+        with:
+          path: website/output/
+
+  deploy:
+    needs: build
+    runs-on: ubuntu-latest
+    environment:
+      name: github-pages
+      url: ${{ steps.deployment.outputs.page_url }}
+    steps:
+      - name: Deploy to GitHub Pages
+        id: deployment
+        uses: actions/deploy-pages@v4
diff --git a/.gitignore b/.gitignore
index 096c327d6..083917b2f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,9 +1,15 @@
+# macOS
 .DS_Store
 
+# python
+.venv/
 *.py[co]
 
-docs/index.md
-site/
+# website
+website/output/
 
-# PyCharm IDE
-.idea
+# claude code
+.claude/skills/
+.superpowers/
+.gstack/
+skills-lock.json
diff --git a/Makefile b/Makefile
index eda7a8ff3..5d6d75818 100644
--- a/Makefile
+++ b/Makefile
@@ -1,14 +1,14 @@
 site_install:
-	pip install -r requirements.txt
+	uv sync --no-dev
 
-site_link:
-	ln -sf $(CURDIR)/README.md $(CURDIR)/docs/index.md
+fetch_stars:
+	uv run python website/fetch_github_stars.py
 
-site_preview: site_link
-	mkdocs serve
+site_build:
+	uv run python website/build.py
 
-site_build: site_link
-	mkdocs build
+site_preview: site_build
+	python -m http.server -d website/output/ 8000
 
-site_deploy: site_link
-	mkdocs gh-deploy --clean
+site_deploy: site_build
+	@echo "Deploy via GitHub Actions (push to master)"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 000000000..d564cde9f
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,23 @@
+[project]
+name = "awesome-python"
+version = "0.1.0"
+description = "An opinionated list of awesome Python frameworks, libraries, software and resources."
+requires-python = ">=3.13"
+dependencies = [
+    "httpx==0.28.1",
+    "jinja2==3.1.6",
+    "markdown==3.10.2",
+]
+
+[dependency-groups]
+dev = [
+    "pytest==9.0.2",
+    "ruff==0.15.6",
+]
+
+[tool.pytest.ini_options]
+testpaths = ["website/tests"]
+
+[tool.ruff]
+target-version = "py313"
+line-length = 100
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 000000000..1f7b17c7c
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,258 @@
+version = 1
+revision = 3
+requires-python = ">=3.13"
+
+[[package]]
+name = "anyio"
+version = "4.12.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "idna" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/96/f0/5eb65b2bb0d09ac6776f2eb54adee6abe8228ea05b20a5ad0e4945de8aac/anyio-4.12.1.tar.gz", hash = "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703", size = 228685, upload-time = "2026-01-06T11:45:21.246Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/38/0e/27be9fdef66e72d64c0cdc3cc2823101b80585f8119b5c112c2e8f5f7dab/anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c", size = 113592, upload-time = "2026-01-06T11:45:19.497Z" },
+]
+
+[[package]]
+name = "awesome-python"
+version = "0.1.0"
+source = { virtual = "." }
+dependencies = [
+    { name = "httpx" },
+    { name = "jinja2" },
+    { name = "markdown" },
+]
+
+[package.dev-dependencies]
+dev = [
+    { name = "pytest" },
+    { name = "ruff" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "httpx", specifier = "==0.28.1" },
+    { name = "jinja2", specifier = "==3.1.6" },
+    { name = "markdown", specifier = "==3.10.2" },
+]
+
+[package.metadata.requires-dev]
+dev = [
+    { name = "pytest", specifier = "==9.0.2" },
+    { name = "ruff", specifier = "==0.15.6" },
+]
+
+[[package]]
+name = "certifi"
+version = "2026.2.25"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/af/2d/7bf41579a8986e348fa033a31cdd0e4121114f6bce2457e8876010b092dd/certifi-2026.2.25.tar.gz", hash = "sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7", size = 155029, upload-time = "2026-02-25T02:54:17.342Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9a/3c/c17fb3ca2d9c3acff52e30b309f538586f9f5b9c9cf454f3845fc9af4881/certifi-2026.2.25-py3-none-any.whl", hash = "sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa", size = 153684, upload-time = "2026-02-25T02:54:15.766Z" },
+]
+
+[[package]]
+name = "colorama"
+version = "0.4.6"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697, upload-time = "2022-10-25T02:36:22.414Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
+]
+
+[[package]]
+name = "h11"
+version = "0.16.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/01/ee/02a2c011bdab74c6fb3c75474d40b3052059d95df7e73351460c8588d963/h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1", size = 101250, upload-time = "2025-04-24T03:35:25.427Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" },
+]
+
+[[package]]
+name = "httpcore"
+version = "1.0.9"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "certifi" },
+    { name = "h11" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/06/94/82699a10bca87a5556c9c59b5963f2d039dbd239f25bc2a63907a05a14cb/httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8", size = 85484, upload-time = "2025-04-24T22:06:22.219Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55", size = 78784, upload-time = "2025-04-24T22:06:20.566Z" },
+]
+
+[[package]]
+name = "httpx"
+version = "0.28.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "certifi" },
+    { name = "httpcore" },
+    { name = "idna" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b1/df/48c586a5fe32a0f01324ee087459e112ebb7224f646c0b5023f5e79e9956/httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc", size = 141406, upload-time = "2024-12-06T15:37:23.222Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517, upload-time = "2024-12-06T15:37:21.509Z" },
+]
+
+[[package]]
+name = "idna"
+version = "3.11"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/6f/6d/0703ccc57f3a7233505399edb88de3cbd678da106337b9fcde432b65ed60/idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902", size = 194582, upload-time = "2025-10-12T14:55:20.501Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea", size = 71008, upload-time = "2025-10-12T14:55:18.883Z" },
+]
+
+[[package]]
+name = "iniconfig"
+version = "2.3.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/72/34/14ca021ce8e5dfedc35312d08ba8bf51fdd999c576889fc2c24cb97f4f10/iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730", size = 20503, upload-time = "2025-10-18T21:55:43.219Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12", size = 7484, upload-time = "2025-10-18T21:55:41.639Z" },
+]
+
+[[package]]
+name = "jinja2"
+version = "3.1.6"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "markupsafe" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/df/bf/f7da0350254c0ed7c72f3e33cef02e048281fec7ecec5f032d4aac52226b/jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d", size = 245115, upload-time = "2025-03-05T20:05:02.478Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67", size = 134899, upload-time = "2025-03-05T20:05:00.369Z" },
+]
+
+[[package]]
+name = "markdown"
+version = "3.10.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/2b/f4/69fa6ed85ae003c2378ffa8f6d2e3234662abd02c10d216c0ba96081a238/markdown-3.10.2.tar.gz", hash = "sha256:994d51325d25ad8aa7ce4ebaec003febcce822c3f8c911e3b17c52f7f589f950", size = 368805, upload-time = "2026-02-09T14:57:26.942Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/de/1f/77fa3081e4f66ca3576c896ae5d31c3002ac6607f9747d2e3aa49227e464/markdown-3.10.2-py3-none-any.whl", hash = "sha256:e91464b71ae3ee7afd3017d9f358ef0baf158fd9a298db92f1d4761133824c36", size = 108180, upload-time = "2026-02-09T14:57:25.787Z" },
+]
+
+[[package]]
+name = "markupsafe"
+version = "3.0.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7e/99/7690b6d4034fffd95959cbe0c02de8deb3098cc577c67bb6a24fe5d7caa7/markupsafe-3.0.3.tar.gz", hash = "sha256:722695808f4b6457b320fdc131280796bdceb04ab50fe1795cd540799ebe1698", size = 80313, upload-time = "2025-09-27T18:37:40.426Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/38/2f/907b9c7bbba283e68f20259574b13d005c121a0fa4c175f9bed27c4597ff/markupsafe-3.0.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:e1cf1972137e83c5d4c136c43ced9ac51d0e124706ee1c8aa8532c1287fa8795", size = 11622, upload-time = "2025-09-27T18:36:41.777Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/d9/5f7756922cdd676869eca1c4e3c0cd0df60ed30199ffd775e319089cb3ed/markupsafe-3.0.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:116bb52f642a37c115f517494ea5feb03889e04df47eeff5b130b1808ce7c219", size = 12029, upload-time = "2025-09-27T18:36:43.257Z" },
+    { url = "https://files.pythonhosted.org/packages/00/07/575a68c754943058c78f30db02ee03a64b3c638586fba6a6dd56830b30a3/markupsafe-3.0.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:133a43e73a802c5562be9bbcd03d090aa5a1fe899db609c29e8c8d815c5f6de6", size = 24374, upload-time = "2025-09-27T18:36:44.508Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/21/9b05698b46f218fc0e118e1f8168395c65c8a2c750ae2bab54fc4bd4e0e8/markupsafe-3.0.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ccfcd093f13f0f0b7fdd0f198b90053bf7b2f02a3927a30e63f3ccc9df56b676", size = 22980, upload-time = "2025-09-27T18:36:45.385Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/71/544260864f893f18b6827315b988c146b559391e6e7e8f7252839b1b846a/markupsafe-3.0.3-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:509fa21c6deb7a7a273d629cf5ec029bc209d1a51178615ddf718f5918992ab9", size = 21990, upload-time = "2025-09-27T18:36:46.916Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/28/b50fc2f74d1ad761af2f5dcce7492648b983d00a65b8c0e0cb457c82ebbe/markupsafe-3.0.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a4afe79fb3de0b7097d81da19090f4df4f8d3a2b3adaa8764138aac2e44f3af1", size = 23784, upload-time = "2025-09-27T18:36:47.884Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/76/104b2aa106a208da8b17a2fb72e033a5a9d7073c68f7e508b94916ed47a9/markupsafe-3.0.3-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:795e7751525cae078558e679d646ae45574b47ed6e7771863fcc079a6171a0fc", size = 21588, upload-time = "2025-09-27T18:36:48.82Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/99/16a5eb2d140087ebd97180d95249b00a03aa87e29cc224056274f2e45fd6/markupsafe-3.0.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:8485f406a96febb5140bfeca44a73e3ce5116b2501ac54fe953e488fb1d03b12", size = 23041, upload-time = "2025-09-27T18:36:49.797Z" },
+    { url = "https://files.pythonhosted.org/packages/19/bc/e7140ed90c5d61d77cea142eed9f9c303f4c4806f60a1044c13e3f1471d0/markupsafe-3.0.3-cp313-cp313-win32.whl", hash = "sha256:bdd37121970bfd8be76c5fb069c7751683bdf373db1ed6c010162b2a130248ed", size = 14543, upload-time = "2025-09-27T18:36:51.584Z" },
+    { url = "https://files.pythonhosted.org/packages/05/73/c4abe620b841b6b791f2edc248f556900667a5a1cf023a6646967ae98335/markupsafe-3.0.3-cp313-cp313-win_amd64.whl", hash = "sha256:9a1abfdc021a164803f4d485104931fb8f8c1efd55bc6b748d2f5774e78b62c5", size = 15113, upload-time = "2025-09-27T18:36:52.537Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/3a/fa34a0f7cfef23cf9500d68cb7c32dd64ffd58a12b09225fb03dd37d5b80/markupsafe-3.0.3-cp313-cp313-win_arm64.whl", hash = "sha256:7e68f88e5b8799aa49c85cd116c932a1ac15caaa3f5db09087854d218359e485", size = 13911, upload-time = "2025-09-27T18:36:53.513Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/d7/e05cd7efe43a88a17a37b3ae96e79a19e846f3f456fe79c57ca61356ef01/markupsafe-3.0.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:218551f6df4868a8d527e3062d0fb968682fe92054e89978594c28e642c43a73", size = 11658, upload-time = "2025-09-27T18:36:54.819Z" },
+    { url = "https://files.pythonhosted.org/packages/99/9e/e412117548182ce2148bdeacdda3bb494260c0b0184360fe0d56389b523b/markupsafe-3.0.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:3524b778fe5cfb3452a09d31e7b5adefeea8c5be1d43c4f810ba09f2ceb29d37", size = 12066, upload-time = "2025-09-27T18:36:55.714Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/e6/fa0ffcda717ef64a5108eaa7b4f5ed28d56122c9a6d70ab8b72f9f715c80/markupsafe-3.0.3-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4e885a3d1efa2eadc93c894a21770e4bc67899e3543680313b09f139e149ab19", size = 25639, upload-time = "2025-09-27T18:36:56.908Z" },
+    { url = "https://files.pythonhosted.org/packages/96/ec/2102e881fe9d25fc16cb4b25d5f5cde50970967ffa5dddafdb771237062d/markupsafe-3.0.3-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8709b08f4a89aa7586de0aadc8da56180242ee0ada3999749b183aa23df95025", size = 23569, upload-time = "2025-09-27T18:36:57.913Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/30/6f2fce1f1f205fc9323255b216ca8a235b15860c34b6798f810f05828e32/markupsafe-3.0.3-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:b8512a91625c9b3da6f127803b166b629725e68af71f8184ae7e7d54686a56d6", size = 23284, upload-time = "2025-09-27T18:36:58.833Z" },
+    { url = "https://files.pythonhosted.org/packages/58/47/4a0ccea4ab9f5dcb6f79c0236d954acb382202721e704223a8aafa38b5c8/markupsafe-3.0.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:9b79b7a16f7fedff2495d684f2b59b0457c3b493778c9eed31111be64d58279f", size = 24801, upload-time = "2025-09-27T18:36:59.739Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/70/3780e9b72180b6fecb83a4814d84c3bf4b4ae4bf0b19c27196104149734c/markupsafe-3.0.3-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:12c63dfb4a98206f045aa9563db46507995f7ef6d83b2f68eda65c307c6829eb", size = 22769, upload-time = "2025-09-27T18:37:00.719Z" },
+    { url = "https://files.pythonhosted.org/packages/98/c5/c03c7f4125180fc215220c035beac6b9cb684bc7a067c84fc69414d315f5/markupsafe-3.0.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:8f71bc33915be5186016f675cd83a1e08523649b0e33efdb898db577ef5bb009", size = 23642, upload-time = "2025-09-27T18:37:01.673Z" },
+    { url = "https://files.pythonhosted.org/packages/80/d6/2d1b89f6ca4bff1036499b1e29a1d02d282259f3681540e16563f27ebc23/markupsafe-3.0.3-cp313-cp313t-win32.whl", hash = "sha256:69c0b73548bc525c8cb9a251cddf1931d1db4d2258e9599c28c07ef3580ef354", size = 14612, upload-time = "2025-09-27T18:37:02.639Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/98/e48a4bfba0a0ffcf9925fe2d69240bfaa19c6f7507b8cd09c70684a53c1e/markupsafe-3.0.3-cp313-cp313t-win_amd64.whl", hash = "sha256:1b4b79e8ebf6b55351f0d91fe80f893b4743f104bff22e90697db1590e47a218", size = 15200, upload-time = "2025-09-27T18:37:03.582Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/72/e3cc540f351f316e9ed0f092757459afbc595824ca724cbc5a5d4263713f/markupsafe-3.0.3-cp313-cp313t-win_arm64.whl", hash = "sha256:ad2cf8aa28b8c020ab2fc8287b0f823d0a7d8630784c31e9ee5edea20f406287", size = 13973, upload-time = "2025-09-27T18:37:04.929Z" },
+    { url = "https://files.pythonhosted.org/packages/33/8a/8e42d4838cd89b7dde187011e97fe6c3af66d8c044997d2183fbd6d31352/markupsafe-3.0.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:eaa9599de571d72e2daf60164784109f19978b327a3910d3e9de8c97b5b70cfe", size = 11619, upload-time = "2025-09-27T18:37:06.342Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/64/7660f8a4a8e53c924d0fa05dc3a55c9cee10bbd82b11c5afb27d44b096ce/markupsafe-3.0.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:c47a551199eb8eb2121d4f0f15ae0f923d31350ab9280078d1e5f12b249e0026", size = 12029, upload-time = "2025-09-27T18:37:07.213Z" },
+    { url = "https://files.pythonhosted.org/packages/da/ef/e648bfd021127bef5fa12e1720ffed0c6cbb8310c8d9bea7266337ff06de/markupsafe-3.0.3-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f34c41761022dd093b4b6896d4810782ffbabe30f2d443ff5f083e0cbbb8c737", size = 24408, upload-time = "2025-09-27T18:37:09.572Z" },
+    { url = "https://files.pythonhosted.org/packages/41/3c/a36c2450754618e62008bf7435ccb0f88053e07592e6028a34776213d877/markupsafe-3.0.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:457a69a9577064c05a97c41f4e65148652db078a3a509039e64d3467b9e7ef97", size = 23005, upload-time = "2025-09-27T18:37:10.58Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/20/b7fdf89a8456b099837cd1dc21974632a02a999ec9bf7ca3e490aacd98e7/markupsafe-3.0.3-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e8afc3f2ccfa24215f8cb28dcf43f0113ac3c37c2f0f0806d8c70e4228c5cf4d", size = 22048, upload-time = "2025-09-27T18:37:11.547Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/a7/591f592afdc734f47db08a75793a55d7fbcc6902a723ae4cfbab61010cc5/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:ec15a59cf5af7be74194f7ab02d0f59a62bdcf1a537677ce67a2537c9b87fcda", size = 23821, upload-time = "2025-09-27T18:37:12.48Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/33/45b24e4f44195b26521bc6f1a82197118f74df348556594bd2262bda1038/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:0eb9ff8191e8498cca014656ae6b8d61f39da5f95b488805da4bb029cccbfbaf", size = 21606, upload-time = "2025-09-27T18:37:13.485Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/0e/53dfaca23a69fbfbbf17a4b64072090e70717344c52eaaaa9c5ddff1e5f0/markupsafe-3.0.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:2713baf880df847f2bece4230d4d094280f4e67b1e813eec43b4c0e144a34ffe", size = 23043, upload-time = "2025-09-27T18:37:14.408Z" },
+    { url = "https://files.pythonhosted.org/packages/46/11/f333a06fc16236d5238bfe74daccbca41459dcd8d1fa952e8fbd5dccfb70/markupsafe-3.0.3-cp314-cp314-win32.whl", hash = "sha256:729586769a26dbceff69f7a7dbbf59ab6572b99d94576a5592625d5b411576b9", size = 14747, upload-time = "2025-09-27T18:37:15.36Z" },
+    { url = "https://files.pythonhosted.org/packages/28/52/182836104b33b444e400b14f797212f720cbc9ed6ba34c800639d154e821/markupsafe-3.0.3-cp314-cp314-win_amd64.whl", hash = "sha256:bdc919ead48f234740ad807933cdf545180bfbe9342c2bb451556db2ed958581", size = 15341, upload-time = "2025-09-27T18:37:16.496Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/18/acf23e91bd94fd7b3031558b1f013adfa21a8e407a3fdb32745538730382/markupsafe-3.0.3-cp314-cp314-win_arm64.whl", hash = "sha256:5a7d5dc5140555cf21a6fefbdbf8723f06fcd2f63ef108f2854de715e4422cb4", size = 14073, upload-time = "2025-09-27T18:37:17.476Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/f0/57689aa4076e1b43b15fdfa646b04653969d50cf30c32a102762be2485da/markupsafe-3.0.3-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:1353ef0c1b138e1907ae78e2f6c63ff67501122006b0f9abad68fda5f4ffc6ab", size = 11661, upload-time = "2025-09-27T18:37:18.453Z" },
+    { url = "https://files.pythonhosted.org/packages/89/c3/2e67a7ca217c6912985ec766c6393b636fb0c2344443ff9d91404dc4c79f/markupsafe-3.0.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:1085e7fbddd3be5f89cc898938f42c0b3c711fdcb37d75221de2666af647c175", size = 12069, upload-time = "2025-09-27T18:37:19.332Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/00/be561dce4e6ca66b15276e184ce4b8aec61fe83662cce2f7d72bd3249d28/markupsafe-3.0.3-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1b52b4fb9df4eb9ae465f8d0c228a00624de2334f216f178a995ccdcf82c4634", size = 25670, upload-time = "2025-09-27T18:37:20.245Z" },
+    { url = "https://files.pythonhosted.org/packages/50/09/c419f6f5a92e5fadde27efd190eca90f05e1261b10dbd8cbcb39cd8ea1dc/markupsafe-3.0.3-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50", size = 23598, upload-time = "2025-09-27T18:37:21.177Z" },
+    { url = "https://files.pythonhosted.org/packages/22/44/a0681611106e0b2921b3033fc19bc53323e0b50bc70cffdd19f7d679bb66/markupsafe-3.0.3-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:f190daf01f13c72eac4efd5c430a8de82489d9cff23c364c3ea822545032993e", size = 23261, upload-time = "2025-09-27T18:37:22.167Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/57/1b0b3f100259dc9fffe780cfb60d4be71375510e435efec3d116b6436d43/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e56b7d45a839a697b5eb268c82a71bd8c7f6c94d6fd50c3d577fa39a9f1409f5", size = 24835, upload-time = "2025-09-27T18:37:23.296Z" },
+    { url = "https://files.pythonhosted.org/packages/26/6a/4bf6d0c97c4920f1597cc14dd720705eca0bf7c787aebc6bb4d1bead5388/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:f3e98bb3798ead92273dc0e5fd0f31ade220f59a266ffd8a4f6065e0a3ce0523", size = 22733, upload-time = "2025-09-27T18:37:24.237Z" },
+    { url = "https://files.pythonhosted.org/packages/14/c7/ca723101509b518797fedc2fdf79ba57f886b4aca8a7d31857ba3ee8281f/markupsafe-3.0.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:5678211cb9333a6468fb8d8be0305520aa073f50d17f089b5b4b477ea6e67fdc", size = 23672, upload-time = "2025-09-27T18:37:25.271Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/df/5bd7a48c256faecd1d36edc13133e51397e41b73bb77e1a69deab746ebac/markupsafe-3.0.3-cp314-cp314t-win32.whl", hash = "sha256:915c04ba3851909ce68ccc2b8e2cd691618c4dc4c4232fb7982bca3f41fd8c3d", size = 14819, upload-time = "2025-09-27T18:37:26.285Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/8a/0402ba61a2f16038b48b39bccca271134be00c5c9f0f623208399333c448/markupsafe-3.0.3-cp314-cp314t-win_amd64.whl", hash = "sha256:4faffd047e07c38848ce017e8725090413cd80cbc23d86e55c587bf979e579c9", size = 15426, upload-time = "2025-09-27T18:37:27.316Z" },
+    { url = "https://files.pythonhosted.org/packages/70/bc/6f1c2f612465f5fa89b95bead1f44dcb607670fd42891d8fdcd5d039f4f4/markupsafe-3.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:32001d6a8fc98c8cb5c947787c5d08b0a50663d139f1305bac5885d98d9b40fa", size = 14146, upload-time = "2025-09-27T18:37:28.327Z" },
+]
+
+[[package]]
+name = "packaging"
+version = "26.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/65/ee/299d360cdc32edc7d2cf530f3accf79c4fca01e96ffc950d8a52213bd8e4/packaging-26.0.tar.gz", hash = "sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4", size = 143416, upload-time = "2026-01-21T20:50:39.064Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b7/b9/c538f279a4e237a006a2c98387d081e9eb060d203d8ed34467cc0f0b9b53/packaging-26.0-py3-none-any.whl", hash = "sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529", size = 74366, upload-time = "2026-01-21T20:50:37.788Z" },
+]
+
+[[package]]
+name = "pluggy"
+version = "1.6.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f9/e2/3e91f31a7d2b083fe6ef3fa267035b518369d9511ffab804f839851d2779/pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3", size = 69412, upload-time = "2025-05-15T12:30:07.975Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" },
+]
+
+[[package]]
+name = "pygments"
+version = "2.19.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b0/77/a5b8c569bf593b0140bde72ea885a803b82086995367bf2037de0159d924/pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887", size = 4968631, upload-time = "2025-06-21T13:39:12.283Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b", size = 1225217, upload-time = "2025-06-21T13:39:07.939Z" },
+]
+
+[[package]]
+name = "pytest"
+version = "9.0.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+    { name = "iniconfig" },
+    { name = "packaging" },
+    { name = "pluggy" },
+    { name = "pygments" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/d1/db/7ef3487e0fb0049ddb5ce41d3a49c235bf9ad299b6a25d5780a89f19230f/pytest-9.0.2.tar.gz", hash = "sha256:75186651a92bd89611d1d9fc20f0b4345fd827c41ccd5c299a868a05d70edf11", size = 1568901, upload-time = "2025-12-06T21:30:51.014Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3b/ab/b3226f0bd7cdcf710fbede2b3548584366da3b19b5021e74f5bde2a8fa3f/pytest-9.0.2-py3-none-any.whl", hash = "sha256:711ffd45bf766d5264d487b917733b453d917afd2b0ad65223959f59089f875b", size = 374801, upload-time = "2025-12-06T21:30:49.154Z" },
+]
+
+[[package]]
+name = "ruff"
+version = "0.15.6"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/51/df/f8629c19c5318601d3121e230f74cbee7a3732339c52b21daa2b82ef9c7d/ruff-0.15.6.tar.gz", hash = "sha256:8394c7bb153a4e3811a4ecdacd4a8e6a4fa8097028119160dffecdcdf9b56ae4", size = 4597916, upload-time = "2026-03-12T23:05:47.51Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9e/2f/4e03a7e5ce99b517e98d3b4951f411de2b0fa8348d39cf446671adcce9a2/ruff-0.15.6-py3-none-linux_armv6l.whl", hash = "sha256:7c98c3b16407b2cf3d0f2b80c80187384bc92c6774d85fefa913ecd941256fff", size = 10508953, upload-time = "2026-03-12T23:05:17.246Z" },
+    { url = "https://files.pythonhosted.org/packages/70/60/55bcdc3e9f80bcf39edf0cd272da6fa511a3d94d5a0dd9e0adf76ceebdb4/ruff-0.15.6-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:ee7dcfaad8b282a284df4aa6ddc2741b3f4a18b0555d626805555a820ea181c3", size = 10942257, upload-time = "2026-03-12T23:05:23.076Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/f9/005c29bd1726c0f492bfa215e95154cf480574140cb5f867c797c18c790b/ruff-0.15.6-py3-none-macosx_11_0_arm64.whl", hash = "sha256:3bd9967851a25f038fc8b9ae88a7fbd1b609f30349231dffaa37b6804923c4bb", size = 10322683, upload-time = "2026-03-12T23:05:33.738Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/74/2f861f5fd7cbb2146bddb5501450300ce41562da36d21868c69b7a828169/ruff-0.15.6-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:13f4594b04e42cd24a41da653886b04d2ff87adbf57497ed4f728b0e8a4866f8", size = 10660986, upload-time = "2026-03-12T23:05:53.245Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/a1/309f2364a424eccb763cdafc49df843c282609f47fe53aa83f38272389e0/ruff-0.15.6-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:e2ed8aea2f3fe57886d3f00ea5b8aae5bf68d5e195f487f037a955ff9fbaac9e", size = 10332177, upload-time = "2026-03-12T23:05:56.145Z" },
+    { url = "https://files.pythonhosted.org/packages/30/41/7ebf1d32658b4bab20f8ac80972fb19cd4e2c6b78552be263a680edc55ac/ruff-0.15.6-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:70789d3e7830b848b548aae96766431c0dc01a6c78c13381f423bf7076c66d15", size = 11170783, upload-time = "2026-03-12T23:06:01.742Z" },
+    { url = "https://files.pythonhosted.org/packages/76/be/6d488f6adca047df82cd62c304638bcb00821c36bd4881cfca221561fdfc/ruff-0.15.6-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:542aaf1de3154cea088ced5a819ce872611256ffe2498e750bbae5247a8114e9", size = 12044201, upload-time = "2026-03-12T23:05:28.697Z" },
+    { url = "https://files.pythonhosted.org/packages/71/68/e6f125df4af7e6d0b498f8d373274794bc5156b324e8ab4bf5c1b4fc0ec7/ruff-0.15.6-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1c22e6f02c16cfac3888aa636e9eba857254d15bbacc9906c9689fdecb1953ab", size = 11421561, upload-time = "2026-03-12T23:05:31.236Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/9f/f85ef5fd01a52e0b472b26dc1b4bd228b8f6f0435975442ffa4741278703/ruff-0.15.6-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:98893c4c0aadc8e448cfa315bd0cc343a5323d740fe5f28ef8a3f9e21b381f7e", size = 11310928, upload-time = "2026-03-12T23:05:45.288Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/26/b75f8c421f5654304b89471ed384ae8c7f42b4dff58fa6ce1626d7f2b59a/ruff-0.15.6-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:70d263770d234912374493e8cc1e7385c5d49376e41dfa51c5c3453169dc581c", size = 11235186, upload-time = "2026-03-12T23:05:50.677Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/d4/d5a6d065962ff7a68a86c9b4f5500f7d101a0792078de636526c0edd40da/ruff-0.15.6-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:55a1ad63c5a6e54b1f21b7514dfadc0c7fb40093fa22e95143cf3f64ebdcd512", size = 10635231, upload-time = "2026-03-12T23:05:37.044Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/56/7c3acf3d50910375349016cf33de24be021532042afbed87942858992491/ruff-0.15.6-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:8dc473ba093c5ec238bb1e7429ee676dca24643c471e11fbaa8a857925b061c0", size = 10340357, upload-time = "2026-03-12T23:06:04.748Z" },
+    { url = "https://files.pythonhosted.org/packages/06/54/6faa39e9c1033ff6a3b6e76b5df536931cd30caf64988e112bbf91ef5ce5/ruff-0.15.6-py3-none-musllinux_1_2_i686.whl", hash = "sha256:85b042377c2a5561131767974617006f99f7e13c63c111b998f29fc1e58a4cfb", size = 10860583, upload-time = "2026-03-12T23:05:58.978Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/1e/509a201b843b4dfb0b32acdedf68d951d3377988cae43949ba4c4133a96a/ruff-0.15.6-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:cef49e30bc5a86a6a92098a7fbf6e467a234d90b63305d6f3ec01225a9d092e0", size = 11410976, upload-time = "2026-03-12T23:05:39.955Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/25/3fc9114abf979a41673ce877c08016f8e660ad6cf508c3957f537d2e9fa9/ruff-0.15.6-py3-none-win32.whl", hash = "sha256:bbf67d39832404812a2d23020dda68fee7f18ce15654e96fb1d3ad21a5fe436c", size = 10616872, upload-time = "2026-03-12T23:05:42.451Z" },
+    { url = "https://files.pythonhosted.org/packages/89/7a/09ece68445ceac348df06e08bf75db72d0e8427765b96c9c0ffabc1be1d9/ruff-0.15.6-py3-none-win_amd64.whl", hash = "sha256:aee25bc84c2f1007ecb5037dff75cef00414fdf17c23f07dc13e577883dca406", size = 11787271, upload-time = "2026-03-12T23:05:20.168Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/d0/578c47dd68152ddddddf31cd7fc67dc30b7cdf639a86275fda821b0d9d98/ruff-0.15.6-py3-none-win_arm64.whl", hash = "sha256:c34de3dd0b0ba203be50ae70f5910b17188556630e2178fd7d79fc030eb0d837", size = 11060497, upload-time = "2026-03-12T23:05:25.968Z" },
+]
diff --git a/website/build.py b/website/build.py
new file mode 100644
index 000000000..b8340eb5d
--- /dev/null
+++ b/website/build.py
@@ -0,0 +1,502 @@
+#!/usr/bin/env python3
+"""Build a single-page HTML site from README.md for the awesome-python website."""
+
+import json
+import re
+import shutil
+from pathlib import Path
+from typing import TypedDict
+
+import markdown
+from jinja2 import Environment, FileSystemLoader
+
+# Thematic grouping of categories. Each category name must match exactly
+# as it appears in README.md (the ## heading text).
+SECTION_GROUPS: list[tuple[str, list[str]]] = [
+    ("Web & API", [
+        "Web Frameworks", "RESTful API", "GraphQL", "WebSocket",
+        "ASGI Servers", "WSGI Servers", "HTTP Clients", "Template Engine",
+        "Web Asset Management", "Web Content Extracting", "Web Crawling",
+    ]),
+    ("Data & ML", [
+        "Data Analysis", "Data Validation", "Data Visualization",
+        "Machine Learning", "Deep Learning", "Computer Vision",
+        "Natural Language Processing", "Recommender Systems", "Science",
+        "Quantum Computing",
+    ]),
+    ("DevOps & Infrastructure", [
+        "DevOps Tools", "Distributed Computing", "Task Queues",
+        "Job Scheduler", "Serverless Frameworks", "Logging", "Processes",
+        "Shell", "Network Virtualization", "RPC Servers",
+    ]),
+    ("Database & Storage", [
+        "Database", "Database Drivers", "ORM", "Caching", "Search",
+        "Serialization",
+    ]),
+    ("Development Tools", [
+        "Testing", "Debugging Tools", "Code Analysis", "Build Tools",
+        "Refactoring", "Documentation", "Editor Plugins and IDEs",
+        "Interactive Interpreter",
+    ]),
+    ("CLI & GUI", [
+        "Command-line Interface Development", "Command-line Tools",
+        "GUI Development",
+    ]),
+    ("Content & Media", [
+        "Audio", "Video", "Image Processing", "HTML Manipulation",
+        "Text Processing", "Specific Formats Processing",
+        "File Manipulation", "Downloader",
+    ]),
+    ("System & Runtime", [
+        "Asynchronous Programming", "Environment Management",
+        "Package Management", "Package Repositories", "Distribution",
+        "Implementations", "Built-in Classes Enhancement",
+        "Functional Programming", "Configuration Files",
+    ]),
+    ("Security & Auth", [
+        "Authentication", "Cryptography", "Penetration Testing",
+        "Permissions",
+    ]),
+    ("Specialized", [
+        "CMS", "Admin Panels", "Email", "Game Development", "Geolocation",
+        "Hardware", "Internationalization", "Date and Time",
+        "URL Manipulation", "Robotics", "Microsoft Windows", "Miscellaneous",
+        "Algorithms and Design Patterns", "Static Site Generator",
+    ]),
+    ("Resources", []),  # Filled dynamically from parsed resources
+]
+
+
+def slugify(name: str) -> str:
+    """Convert a category name to a URL-friendly slug."""
+    slug = name.lower()
+    slug = re.sub(r"[^a-z0-9\s-]", "", slug)
+    slug = re.sub(r"[\s]+", "-", slug.strip())
+    slug = re.sub(r"-+", "-", slug)
+    return slug
+
+
+def count_entries(content: str) -> int:
+    """Count library entries (lines starting with * [ or - [) in a content block."""
+    return sum(1 for line in content.split("\n") if re.match(r"\s*[-*]\s+\[", line))
+
+
+def extract_preview(content: str, *, max_names: int = 4) -> str:
+    """Extract first N main library names from markdown content for preview text.
+
+    Only includes top-level or single-indent entries (indent <= 3 spaces),
+    skipping subcategory labels (items without links) and deep sub-entries.
+    """
+    names = []
+    for m in re.finditer(r"^(\s*)[-*]\s+\[([^\]]+)\]", content, re.MULTILINE):
+        indent_len = len(m.group(1))
+        if indent_len > 3:
+            continue
+        names.append(m.group(2))
+        if len(names) >= max_names:
+            break
+    return ", ".join(names)
+
+
+def render_content_html(content: str) -> str:
+    """Render category markdown content to HTML with subcategory detection.
+
+    Lines that are list items without links (e.g., "- Synchronous") are
+    treated as subcategory headers and rendered as bold dividers.
+
+    Indent levels in the README:
+    - 0 spaces: top-level entry or subcategory label
+    - 2 spaces: entry under a subcategory (still a main entry)
+    - 4+ spaces: sub-entry (e.g., awesome-django under django)
+    """
+    lines = content.split("\n")
+    out: list[str] = []
+
+    for line in lines:
+        stripped = line.strip()
+        indent_len = len(line) - len(line.lstrip())
+
+        # Detect subcategory labels: list items without links
+        m = re.match(r"^[-*]\s+(.+)$", stripped)
+        if m and "[" not in stripped:
+            label = m.group(1)
+            out.append(f'<div class="subcat">{label}</div>')
+            continue
+
+        # Entry with link and description: * [name](url) - Description.
+        m = re.match(
+            r"^\s*[-*]\s+\[([^\]]+)\]\(([^)]+)\)\s*[-\u2013\u2014]\s*(.+)$",
+            line,
+        )
+        if m:
+            name, url, desc = m.groups()
+            if indent_len > 3:
+                out.append(
+                    f'<div class="entry-sub">'
+                    f'<a href="{url}">{name}</a>'
+                    f"</div>"
+                )
+            else:
+                out.append(
+                    f'<div class="entry">'
+                    f'<a href="{url}">{name}</a>'
+                    f'<span class="sep">&mdash;</span>{desc}'
+                    f"</div>"
+                )
+            continue
+
+        # Link-only entry (no description): * [name](url)
+        m = re.match(r"^\s*[-*]\s+\[([^\]]+)\]\(([^)]+)\)\s*$", line)
+        if m:
+            name, url = m.groups()
+            if indent_len > 3:
+                out.append(
+                    f'<div class="entry-sub">'
+                    f'<a href="{url}">{name}</a>'
+                    f"</div>"
+                )
+            else:
+                out.append(
+                    f'<div class="entry">'
+                    f'<a href="{url}">{name}</a>'
+                    f"</div>"
+                )
+            continue
+
+    return "\n".join(out)
+
+
+def parse_readme(text: str) -> tuple[list[dict], list[dict]]:
+    """Parse README.md text into categories and resources.
+
+    Returns:
+        (categories, resources) where each is a list of dicts with keys:
+        name, slug, description, content
+    """
+    lines = text.split("\n")
+
+    separator_idx = None
+    for i, line in enumerate(lines):
+        if line.strip() == "---" and i > 0:
+            separator_idx = i
+            break
+
+    if separator_idx is None:
+        return [], []
+
+    resources_idx = None
+    contributing_idx = None
+    for i, line in enumerate(lines):
+        if line.strip() == "# Resources":
+            resources_idx = i
+        elif line.strip() == "# Contributing":
+            contributing_idx = i
+
+    cat_end = resources_idx if resources_idx is not None else len(lines)
+    category_lines = lines[separator_idx + 1 : cat_end]
+
+    resource_lines = []
+    if resources_idx is not None:
+        res_end = contributing_idx if contributing_idx is not None else len(lines)
+        resource_lines = lines[resources_idx:res_end]
+
+    categories = _extract_sections(category_lines, level=2)
+    resources = _extract_sections(resource_lines, level=2)
+
+    return categories, resources
+
+
+def _extract_sections(lines: list[str], *, level: int) -> list[dict]:
+    """Extract ## sections from a block of lines."""
+    prefix = "#" * level + " "
+    sections = []
+    current_name = None
+    current_lines: list[str] = []
+
+    for line in lines:
+        if line.startswith(prefix) and not line.startswith(prefix + "#"):
+            if current_name is not None:
+                sections.append(_build_section(current_name, current_lines))
+            current_name = line[len(prefix) :].strip()
+            current_lines = []
+        elif current_name is not None:
+            current_lines.append(line)
+
+    if current_name is not None:
+        sections.append(_build_section(current_name, current_lines))
+
+    return sections
+
+
+def _build_section(name: str, lines: list[str]) -> dict:
+    """Build a section dict from a name and its content lines."""
+    while lines and not lines[0].strip():
+        lines = lines[1:]
+    while lines and not lines[-1].strip():
+        lines = lines[:-1]
+
+    description = ""
+    content_lines = lines
+    if lines:
+        m = re.match(r"^_(.+)_$", lines[0].strip())
+        if m:
+            description = m.group(1)
+            content_lines = lines[1:]
+            while content_lines and not content_lines[0].strip():
+                content_lines = content_lines[1:]
+
+    content = "\n".join(content_lines).strip()
+
+    return {
+        "name": name,
+        "slug": slugify(name),
+        "description": description,
+        "content": content,
+    }
+
+
+def render_markdown(text: str) -> str:
+    """Render markdown text to HTML."""
+    md = markdown.Markdown(extensions=["extra"])
+    return md.convert(text)
+
+
+def strip_markdown_links(text: str) -> str:
+    """Replace [text](url) with just text for plain-text contexts."""
+    return re.sub(r"\[([^\]]+)\]\([^)]+\)", r"\1", text)
+
+
+def render_inline_markdown(text: str) -> str:
+    """Render inline markdown (links, bold, italic) to HTML."""
+    from markupsafe import Markup
+
+    html = markdown.markdown(text)
+    # Strip wrapping <p>...</p> since this is inline content
+    html = re.sub(r"^<p>(.*)</p>$", r"\1", html.strip())
+    # Add target/rel to links for external navigation
+    html = html.replace("<a ", '<a target="_blank" rel="noopener" ')
+    return Markup(html)
+
+
+def group_categories(
+    categories: list[dict],
+    resources: list[dict],
+) -> list[dict]:
+    """Organize categories and resources into thematic section groups."""
+    cat_by_name = {c["name"]: c for c in categories}
+    groups = []
+
+    for group_name, cat_names in SECTION_GROUPS:
+        if group_name == "Resources":
+            # Resources group uses parsed resources directly
+            group_cats = list(resources)
+        else:
+            group_cats = [cat_by_name[n] for n in cat_names if n in cat_by_name]
+
+        if group_cats:
+            groups.append({
+                "name": group_name,
+                "slug": slugify(group_name),
+                "categories": group_cats,
+            })
+
+    # Any categories not in a group go into "Other"
+    grouped_names = set()
+    for _, cat_names in SECTION_GROUPS:
+        grouped_names.update(cat_names)
+    ungrouped = [c for c in categories if c["name"] not in grouped_names]
+    if ungrouped:
+        groups.append({
+            "name": "Other",
+            "slug": "other",
+            "categories": ungrouped,
+        })
+
+    return groups
+
+
+class Entry(TypedDict):
+    name: str
+    url: str
+    description: str
+    category: str
+    group: str
+    stars: int | None
+    owner: str | None
+    pushed_at: str | None
+
+
+class StarData(TypedDict):
+    stars: int
+    owner: str
+    pushed_at: str
+    fetched_at: str
+
+
+GITHUB_REPO_URL_RE = re.compile(
+    r"^https?://github\.com/([^/]+/[^/]+?)(?:\.git)?/?$"
+)
+
+
+def extract_github_repo(url: str) -> str | None:
+    """Extract owner/repo from a GitHub repo URL. Returns None for non-GitHub URLs."""
+    m = GITHUB_REPO_URL_RE.match(url)
+    return m.group(1) if m else None
+
+
+def load_stars(path: Path) -> dict[str, StarData]:
+    """Load star data from JSON. Returns empty dict if file doesn't exist or is corrupt."""
+    if path.exists():
+        try:
+            return json.loads(path.read_text(encoding="utf-8"))
+        except json.JSONDecodeError:
+            return {}
+    return {}
+
+
+def sort_entries(entries: list[dict]) -> list[dict]:
+    """Sort entries by stars descending, then name ascending. No-star entries go last."""
+    def sort_key(entry: dict) -> tuple[int, int, str]:
+        stars = entry["stars"]
+        name = entry["name"].lower()
+        if stars is None:
+            return (1, 0, name)
+        return (0, -stars, name)
+    return sorted(entries, key=sort_key)
+
+
+def extract_entries(
+    categories: list[dict],
+    resources: list[dict],
+    groups: list[dict],
+) -> list[dict]:
+    """Flatten categories into individual library entries for table display."""
+    cat_to_group: dict[str, str] = {}
+    for group in groups:
+        for cat in group["categories"]:
+            cat_to_group[cat["name"]] = group["name"]
+
+    entries: list[dict] = []
+    for cat in categories:
+        group_name = cat_to_group.get(cat["name"], "Other")
+        last_entry_indent = -1
+        for line in cat["content"].split("\n"):
+            indent_len = len(line) - len(line.lstrip())
+
+            # Link-only sub-item deeper than parent → "also see"
+            m_sub = re.match(r"\s*[-*]\s+\[([^\]]+)\]\(([^)]+)\)\s*$", line)
+            if m_sub and indent_len > last_entry_indent >= 0 and entries:
+                entries[-1]["also_see"].append({
+                    "name": m_sub.group(1),
+                    "url": m_sub.group(2),
+                })
+                continue
+
+            if indent_len > 3:
+                continue
+            m = re.match(
+                r"\s*[-*]\s+\[([^\]]+)\]\(([^)]+)\)\s*(?:[-\u2013\u2014]\s*(.+))?$",
+                line,
+            )
+            if m:
+                last_entry_indent = indent_len
+                entries.append({
+                    "name": m.group(1),
+                    "url": m.group(2),
+                    "description": render_inline_markdown(m.group(3)) if m.group(3) else "",
+                    "category": cat["name"],
+                    "group": group_name,
+                    "stars": None,
+                    "owner": None,
+                    "pushed_at": None,
+                    "also_see": [],
+                })
+    return entries
+
+
+def build(repo_root: str) -> None:
+    """Main build: parse README, render single-page HTML via Jinja2 templates."""
+    repo = Path(repo_root)
+    website = repo / "website"
+    readme_text = (repo / "README.md").read_text(encoding="utf-8")
+
+    # Extract subtitle from the first non-empty, non-heading line
+    subtitle = ""
+    for line in readme_text.split("\n"):
+        stripped = line.strip()
+        if stripped and not stripped.startswith("#"):
+            subtitle = stripped
+            break
+
+    categories, resources = parse_readme(readme_text)
+
+    # Enrich with entry counts, rendered HTML, previews, and clean descriptions
+    for cat in categories + resources:
+        cat["entry_count"] = count_entries(cat["content"])
+        cat["content_html"] = render_content_html(cat["content"])
+        cat["preview"] = extract_preview(cat["content"])
+        cat["description"] = strip_markdown_links(cat["description"])
+
+    total_entries = sum(c["entry_count"] for c in categories)
+
+    # Organize into groups
+    groups = group_categories(categories, resources)
+
+    # Flatten entries for table view
+    entries = extract_entries(categories, resources, groups)
+
+    # Load and merge GitHub star data
+    stars_data = load_stars(website / "data" / "github_stars.json")
+    for entry in entries:
+        repo_key = extract_github_repo(entry["url"])
+        if repo_key and repo_key in stars_data:
+            entry["stars"] = stars_data[repo_key]["stars"]
+            entry["owner"] = stars_data[repo_key]["owner"]
+            entry["pushed_at"] = stars_data[repo_key].get("pushed_at", "")
+
+    # Sort by stars descending
+    entries = sort_entries(entries)
+
+    # Set up Jinja2
+    env = Environment(
+        loader=FileSystemLoader(website / "templates"),
+        autoescape=True,
+    )
+
+    # Output directory
+    site_dir = website / "output"
+    if site_dir.exists():
+        shutil.rmtree(site_dir)
+    site_dir.mkdir(parents=True)
+
+    # Generate single index.html
+    tpl_index = env.get_template("index.html")
+    (site_dir / "index.html").write_text(
+        tpl_index.render(
+            categories=categories,
+            resources=resources,
+            groups=groups,
+            subtitle=subtitle,
+            entries=entries,
+            total_entries=total_entries,
+            total_categories=len(categories),
+        ),
+        encoding="utf-8",
+    )
+
+    # Copy static assets
+    static_src = website / "static"
+    static_dst = site_dir / "static"
+    if static_src.exists():
+        shutil.copytree(static_src, static_dst)
+
+    # Write CNAME
+    (site_dir / "CNAME").write_text("awesome-python.com\n", encoding="utf-8")
+
+    print(f"Built single page with {len(categories)} categories + {len(resources)} resources")
+    print(f"Total entries: {total_entries}")
+    print(f"Output: {site_dir}")
+
+
+if __name__ == "__main__":
+    build(str(Path(__file__).parent.parent))
diff --git a/website/data/github_stars.json b/website/data/github_stars.json
new file mode 100644
index 000000000..1476651fc
--- /dev/null
+++ b/website/data/github_stars.json
@@ -0,0 +1,2627 @@
+{
+  "0rpc/zerorpc-python": {
+    "stars": 3237,
+    "owner": "0rpc",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "567-labs/instructor": {
+    "stars": 12554,
+    "owner": "567-labs",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Alir3z4/html2text": {
+    "stars": 2135,
+    "owner": "Alir3z4",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "AnswerDotAI/fasthtml": {
+    "stars": 6883,
+    "owner": "AnswerDotAI",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "AtsushiSakai/PythonRobotics": {
+    "stars": 28887,
+    "owner": "AtsushiSakai",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "BeanieODM/beanie": {
+    "stars": 2661,
+    "owner": "BeanieODM",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Bogdanp/dramatiq": {
+    "stars": 5172,
+    "owner": "Bogdanp",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ChristosChristofidis/awesome-deep-learning": {
+    "stars": 27712,
+    "owner": "ChristosChristofidis",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "CleanCut/green": {
+    "stars": 806,
+    "owner": "CleanCut",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Cornices/cornice": {
+    "stars": 390,
+    "owner": "Cornices",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "DLR-RM/stable-baselines3": {
+    "stars": 12908,
+    "owner": "DLR-RM",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Delgan/loguru": {
+    "stars": 23690,
+    "owner": "Delgan",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "DiffSK/configobj": {
+    "stars": 337,
+    "owner": "DiffSK",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "DmytroLitvinov/awesome-flake8-extensions": {
+    "stars": 1276,
+    "owner": "DmytroLitvinov",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "EmilStenstrom/justhtml": {
+    "stars": 1116,
+    "owner": "EmilStenstrom",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "FactoryBoy/factory_boy": {
+    "stars": 3781,
+    "owner": "FactoryBoy",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "HBNetwork/python-decouple": {
+    "stars": 3017,
+    "owner": "HBNetwork",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "HypothesisWorks/hypothesis": {
+    "stars": 8498,
+    "owner": "HypothesisWorks",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Instagram/MonkeyType": {
+    "stars": 4996,
+    "owner": "Instagram",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "IronLanguages/ironpython3": {
+    "stars": 2735,
+    "owner": "IronLanguages",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "JaidedAI/EasyOCR": {
+    "stars": 29096,
+    "owner": "JaidedAI",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Kozea/pygal": {
+    "stars": 2752,
+    "owner": "Kozea",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Lightning-AI/pytorch-lightning": {
+    "stars": 30934,
+    "owner": "Lightning-AI",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "LuminosoInsight/python-ftfy": {
+    "stars": 4015,
+    "owner": "rspeer",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "MagicStack/uvloop": {
+    "stars": 11687,
+    "owner": "MagicStack",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ManimCommunity/manim": {
+    "stars": 37253,
+    "owner": "ManimCommunity",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Manisso/fsociety": {
+    "stars": 11925,
+    "owner": "Manisso",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Maratyszcza/PeachPy": {
+    "stars": 2048,
+    "owner": "Maratyszcza",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "MasoniteFramework/masonite": {
+    "stars": 2365,
+    "owner": "MasoniteFramework",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "MechanicalSoup/MechanicalSoup": {
+    "stars": 4850,
+    "owner": "MechanicalSoup",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "MervinPraison/PraisonAI": {
+    "stars": 5677,
+    "owner": "MervinPraison",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Microsoft/PTVS": {
+    "stars": 2567,
+    "owner": "microsoft",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "MongoEngine/mongoengine": {
+    "stars": 4349,
+    "owner": "MongoEngine",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "NicolasHug/Surprise": {
+    "stars": 6772,
+    "owner": "NicolasHug",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Nuitka/Nuitka": {
+    "stars": 14642,
+    "owner": "Nuitka",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "OpenBB-finance/OpenBB": {
+    "stars": 63238,
+    "owner": "OpenBB-finance",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Parisson/TimeSide": {
+    "stars": 394,
+    "owner": "Parisson",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Parsely/streamparse": {
+    "stars": 1504,
+    "owner": "pystorm",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "PennyLaneAI/pennylane": {
+    "stars": 3111,
+    "owner": "PennyLaneAI",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "PrefectHQ/prefect": {
+    "stars": 21889,
+    "owner": "PrefectHQ",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "PyCQA/flake8": {
+    "stars": 3770,
+    "owner": "PyCQA",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "PyCQA/prospector": {
+    "stars": 2074,
+    "owner": "prospector-dev",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "PyMySQL/PyMySQL": {
+    "stars": 7838,
+    "owner": "PyMySQL",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "PyMySQL/mysqlclient": {
+    "stars": 2525,
+    "owner": "PyMySQL",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Pylons/colander": {
+    "stars": 464,
+    "owner": "Pylons",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Pylons/waitress": {
+    "stars": 1572,
+    "owner": "Pylons",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Qiskit/qiskit": {
+    "stars": 7137,
+    "owner": "Qiskit",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "RaRe-Technologies/gensim": {
+    "stars": 16375,
+    "owner": "piskvorky",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "RasaHQ/rasa": {
+    "stars": 21086,
+    "owner": "RasaHQ",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "RaylockLLC/DearPyGui": {
+    "stars": 15279,
+    "owner": "hoffstadt",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "SCons/scons": {
+    "stars": 2357,
+    "owner": "SCons",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "SciTools/cartopy": {
+    "stars": 1589,
+    "owner": "SciTools",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ScrapeGraphAI/toonify": {
+    "stars": 323,
+    "owner": "ScrapeGraphAI",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "SmileyChris/django-countries": {
+    "stars": 1521,
+    "owner": "SmileyChris",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Suor/django-cacheops": {
+    "stars": 2263,
+    "owner": "Suor",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Suor/funcy": {
+    "stars": 3501,
+    "owner": "Suor",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Supervisor/supervisor": {
+    "stars": 9007,
+    "owner": "Supervisor",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Tencent/rapidjson": {
+    "stars": 15007,
+    "owner": "Tencent",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Textualize/rich": {
+    "stars": 55801,
+    "owner": "Textualize",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Textualize/textual": {
+    "stars": 34878,
+    "owner": "Textualize",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "TheAlgorithms/Python": {
+    "stars": 218785,
+    "owner": "TheAlgorithms",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "TkTech/pysimdjson": {
+    "stars": 761,
+    "owner": "TkTech",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "TomNicholas/Python-for-Scientists": {
+    "stars": 357,
+    "owner": "TomNicholas",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "Valloric/YouCompleteMe": {
+    "stars": 26276,
+    "owner": "ycm-core",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "WhyNotHugo/python-barcode": {
+    "stars": 649,
+    "owner": "WhyNotHugo",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ZoomerAnalytics/xlwings": {
+    "stars": 6,
+    "owner": "ZoomerAnalytics",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "aaugustin/websockets": {
+    "stars": 5643,
+    "owner": "python-websockets",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "abhiTronix/vidgear": {
+    "stars": 3684,
+    "owner": "abhiTronix",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "aboSamoor/polyglot": {
+    "stars": 2368,
+    "owner": "aboSamoor",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "agno-agi/agno": {
+    "stars": 38754,
+    "owner": "agno-agi",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ahupp/python-magic": {
+    "stars": 2896,
+    "owner": "ahupp",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "aizvorski/scikit-video": {
+    "stars": 152,
+    "owner": "aizvorski",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ajenti/ajenti": {
+    "stars": 7908,
+    "owner": "ajenti",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "alecthomas/voluptuous": {
+    "stars": 1847,
+    "owner": "alecthomas",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "altair-viz/altair": {
+    "stars": 10301,
+    "owner": "vega",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "amitt001/delegator.py": {
+    "stars": 1746,
+    "owner": "amitt001",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "amoffat/sh": {
+    "stars": 7241,
+    "owner": "amoffat",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "amosgyamfi/awesome-fasthtml": {
+    "stars": 79,
+    "owner": "amosgyamfi",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "andialbrecht/sqlparse": {
+    "stars": 3999,
+    "owner": "andialbrecht",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ansible/ansible": {
+    "stars": 68310,
+    "owner": "ansible",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "apache/spark": {
+    "stars": 42992,
+    "owner": "apache",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "arrow-py/arrow": {
+    "stars": 9035,
+    "owner": "arrow-py",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "art049/odmantic": {
+    "stars": 1168,
+    "owner": "art049",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "astral-sh/ruff": {
+    "stars": 46329,
+    "owner": "astral-sh",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "astral-sh/ty": {
+    "stars": 17739,
+    "owner": "astral-sh",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "astral-sh/uv": {
+    "stars": 81192,
+    "owner": "astral-sh",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "asweigart/pyautogui": {
+    "stars": 12363,
+    "owner": "asweigart",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "aws/aws-sdk-pandas": {
+    "stars": 4106,
+    "owner": "aws",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "bbangert/beaker": {
+    "stars": 545,
+    "owner": "bbangert",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "beetbox/audioread": {
+    "stars": 536,
+    "owner": "beetbox",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "beetbox/beets": {
+    "stars": 14856,
+    "owner": "beetbox",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "benedekrozemberczki/karateclub": {
+    "stars": 2276,
+    "owner": "benedekrozemberczki",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "benfred/implicit": {
+    "stars": 3773,
+    "owner": "benfred",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "benfred/py-spy": {
+    "stars": 15031,
+    "owner": "benfred",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "benhamner/Metrics": {
+    "stars": 1654,
+    "owner": "benhamner",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "benoitc/gunicorn": {
+    "stars": 10481,
+    "owner": "benoitc",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "bfly123/claude_code_bridge": {
+    "stars": 1642,
+    "owner": "bfly123",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "bloomberg/bqplot": {
+    "stars": 3684,
+    "owner": "bqplot",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "bokeh/bokeh": {
+    "stars": 20365,
+    "owner": "bokeh",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "boppreh/mouse": {
+    "stars": 961,
+    "owner": "boppreh",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "borgbackup/borg": {
+    "stars": 13081,
+    "owner": "borgbackup",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "boto/boto3": {
+    "stars": 9736,
+    "owner": "boto",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "bpython/bpython": {
+    "stars": 2771,
+    "owner": "bpython",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "browser-use/browser-use": {
+    "stars": 81099,
+    "owner": "browser-use",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "bterwijn/memory_graph": {
+    "stars": 771,
+    "owner": "bterwijn",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "buildout/buildout": {
+    "stars": 613,
+    "owner": "buildout",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "buriy/python-readability": {
+    "stars": 2894,
+    "owner": "buriy",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "canonical/cloud-init": {
+    "stars": 3627,
+    "owner": "canonical",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "carlosescri/DottedDict": {
+    "stars": 222,
+    "owner": "carlosescri",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "cdgriffith/Box": {
+    "stars": 2822,
+    "owner": "cdgriffith",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "chaostoolkit/chaostoolkit": {
+    "stars": 2001,
+    "owner": "chaostoolkit",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "chapmanb/bcbb": {
+    "stars": 645,
+    "owner": "chapmanb",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "chapmanb/bcbio-nextgen": {
+    "stars": 1027,
+    "owner": "bcbio",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "chardet/chardet": {
+    "stars": 2486,
+    "owner": "chardet",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "chriskiehl/Gooey": {
+    "stars": 22025,
+    "owner": "chriskiehl",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "clips/pattern": {
+    "stars": 8856,
+    "owner": "clips",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "cobrateam/splinter": {
+    "stars": 2767,
+    "owner": "cobrateam",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "codeinthehole/purl": {
+    "stars": 303,
+    "owner": "codeinthehole",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "codelucas/newspaper": {
+    "stars": 15009,
+    "owner": "codelucas",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "coleifer/huey": {
+    "stars": 5940,
+    "owner": "coleifer",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "coleifer/micawber": {
+    "stars": 674,
+    "owner": "coleifer",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "coleifer/peewee": {
+    "stars": 11952,
+    "owner": "coleifer",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "conda/conda": {
+    "stars": 7342,
+    "owner": "conda",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "cookiecutter/cookiecutter": {
+    "stars": 24744,
+    "owner": "cookiecutter",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "copier-org/copier": {
+    "stars": 3214,
+    "owner": "copier-org",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "crossbario/autobahn-python": {
+    "stars": 2534,
+    "owner": "crossbario",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "cython/cython": {
+    "stars": 10654,
+    "owner": "cython",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dahlia/awesome-sqlalchemy": {
+    "stars": 3031,
+    "owner": "dahlia",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dashingsoft/pyarmor": {
+    "stars": 4989,
+    "owner": "dashingsoft",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dask/dask": {
+    "stars": 13768,
+    "owner": "dask",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "datafolklabs/cement": {
+    "stars": 1341,
+    "owner": "datafolklabs",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "datastax/python-driver": {
+    "stars": 1426,
+    "owner": "apache",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dateutil/dateutil": {
+    "stars": 2604,
+    "owner": "dateutil",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "davidaurelio/hashids-python": {
+    "stars": 1423,
+    "owner": "davidaurelio",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "daviddrysdale/python-phonenumbers": {
+    "stars": 3720,
+    "owner": "daviddrysdale",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "davidhalter/jedi": {
+    "stars": 6123,
+    "owner": "davidhalter",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "davidhalter/jedi-vim": {
+    "stars": 5319,
+    "owner": "davidhalter",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dbader/schedule": {
+    "stars": 12246,
+    "owner": "dbader",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dbcli/litecli": {
+    "stars": 3214,
+    "owner": "dbcli",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dbcli/mycli": {
+    "stars": 11886,
+    "owner": "dbcli",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dbcli/pgcli": {
+    "stars": 13073,
+    "owner": "dbcli",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "deanmalmgren/textract": {
+    "stars": 4482,
+    "owner": "deanmalmgren",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "derek73/python-nameparser": {
+    "stars": 702,
+    "owner": "derek73",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "desbordante/desbordante-core": {
+    "stars": 469,
+    "owner": "Desbordante",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "devpi/devpi": {
+    "stars": 1146,
+    "owner": "devpi",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "devsnd/tinytag": {
+    "stars": 805,
+    "owner": "tinytag",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dfunckt/django-rules": {
+    "stars": 1970,
+    "owner": "dfunckt",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dgunning/edgartools": {
+    "stars": 1859,
+    "owner": "dgunning",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dhamaniasad/awesome-postgres": {
+    "stars": 11767,
+    "owner": "dhamaniasad",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dimka665/awesome-slugify": {
+    "stars": 491,
+    "owner": "voronind",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "django-cache-machine/django-cache-machine": {
+    "stars": 885,
+    "owner": "django-cache-machine",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "django-compressor/django-compressor": {
+    "stars": 2871,
+    "owner": "django-compressor",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "django-guardian/django-guardian": {
+    "stars": 3893,
+    "owner": "django-guardian",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "django-haystack/django-haystack": {
+    "stars": 3800,
+    "owner": "django-haystack",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "django-haystack/pysolr": {
+    "stars": 697,
+    "owner": "django-haystack",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "django-tastypie/django-tastypie": {
+    "stars": 3955,
+    "owner": "django-tastypie",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "django/channels": {
+    "stars": 6336,
+    "owner": "django",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "django/daphne": {
+    "stars": 2651,
+    "owner": "django",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "django/django": {
+    "stars": 87081,
+    "owner": "django",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dmlc/xgboost": {
+    "stars": 28138,
+    "owner": "dmlc",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "docling-project/docling": {
+    "stars": 55968,
+    "owner": "docling-project",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dpkp/kafka-python": {
+    "stars": 5887,
+    "owner": "dpkp",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dry-python/returns": {
+    "stars": 4238,
+    "owner": "dry-python",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "dynaconf/dynaconf": {
+    "stars": 4272,
+    "owner": "dynaconf",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "elapouya/python-docx-template": {
+    "stars": 2588,
+    "owner": "elapouya",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "elastic/elasticsearch-dsl-py": {
+    "stars": 3883,
+    "owner": "elastic",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "eliben/pyelftools": {
+    "stars": 2217,
+    "owner": "eliben",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "emcconville/wand": {
+    "stars": 1479,
+    "owner": "emcconville",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "emmett-framework/granian": {
+    "stars": 5173,
+    "owner": "emmett-framework",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "encode/django-rest-framework": {
+    "stars": 29928,
+    "owner": "encode",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "encode/httpx": {
+    "stars": 15163,
+    "owner": "encode",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "encode/uvicorn": {
+    "stars": 10496,
+    "owner": "Kludex",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "erikrose/more-itertools": {
+    "stars": 4043,
+    "owner": "more-itertools",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "esnme/ultrajson": {
+    "stars": 4474,
+    "owner": "ultrajson",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "evhub/coconut": {
+    "stars": 4313,
+    "owner": "evhub",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "fabric/fabric": {
+    "stars": 15406,
+    "owner": "fabric",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "facebook/PathPicker": {
+    "stars": 5232,
+    "owner": "facebook",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "facebook/pyre-check": {
+    "stars": 7153,
+    "owner": "facebook",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "facebookresearch/hydra": {
+    "stars": 10258,
+    "owner": "facebookresearch",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "faif/python-patterns": {
+    "stars": 42795,
+    "owner": "faif",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "falconry/falcon": {
+    "stars": 9805,
+    "owner": "falconry",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "feature-engine/feature_engine": {
+    "stars": 2214,
+    "owner": "feature-engine",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "feincms/feincms": {
+    "stars": 1077,
+    "owner": "feincms",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "fengsp/plan": {
+    "stars": 1182,
+    "owner": "fengsp",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "fighting41love/funNLP": {
+    "stars": 79457,
+    "owner": "fighting41love",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "flask-admin/flask-admin": {
+    "stars": 6057,
+    "owner": "pallets-eco",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "flask-api/flask-api": {
+    "stars": 1468,
+    "owner": "flask-api",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "flask-restful/flask-restful": {
+    "stars": 6924,
+    "owner": "flask-restful",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "fogleman/Quads": {
+    "stars": 1223,
+    "owner": "fogleman",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "fxsjy/jieba": {
+    "stars": 34802,
+    "owner": "fxsjy",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "gabrielfalcao/HTTPretty": {
+    "stars": 2209,
+    "owner": "gabrielfalcao",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "gaojiuli/toapi": {
+    "stars": 3555,
+    "owner": "elliotgao2",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "gawel/pyquery": {
+    "stars": 2379,
+    "owner": "gawel",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "geopandas/geopandas": {
+    "stars": 5067,
+    "owner": "geopandas",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "geopy/geopy": {
+    "stars": 4783,
+    "owner": "geopy",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "getnikola/nikola": {
+    "stars": 2722,
+    "owner": "getnikola",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "getpelican/pelican": {
+    "stars": 13249,
+    "owner": "getpelican",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "getsentry/responses": {
+    "stars": 4330,
+    "owner": "getsentry",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "getsentry/sentry-python": {
+    "stars": 2156,
+    "owner": "getsentry",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "gevent/gevent": {
+    "stars": 6443,
+    "owner": "gevent",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "giampaolo/psutil": {
+    "stars": 11108,
+    "owner": "giampaolo",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "glamp/bashplotlib": {
+    "stars": 1917,
+    "owner": "glamp",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "gleitz/howdoi": {
+    "stars": 10831,
+    "owner": "gleitz",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "google/jax": {
+    "stars": 35125,
+    "owner": "jax-ml",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "google/python-fire": {
+    "stars": 28155,
+    "owner": "google",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "google/pytype": {
+    "stars": 5029,
+    "owner": "google",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "google/yapf": {
+    "stars": 13991,
+    "owner": "google",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "gorakhargosh/watchdog": {
+    "stars": 7283,
+    "owner": "gorakhargosh",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "gotcha/ipdb": {
+    "stars": 1968,
+    "owner": "gotcha",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "grantjenks/python-diskcache": {
+    "stars": 2846,
+    "owner": "grantjenks",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "grantjenks/python-sortedcontainers": {
+    "stars": 3935,
+    "owner": "grantjenks",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "graphql-python/graphene": {
+    "stars": 8252,
+    "owner": "graphql-python",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "gruns/furl": {
+    "stars": 2797,
+    "owner": "gruns",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "gruns/icecream": {
+    "stars": 10032,
+    "owner": "gruns",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "h2oai/h2o-3": {
+    "stars": 7511,
+    "owner": "h2oai",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "has2k1/plotnine": {
+    "stars": 4521,
+    "owner": "has2k1",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "hbldh/bleak": {
+    "stars": 2351,
+    "owner": "hbldh",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "hi-primus/optimus": {
+    "stars": 1539,
+    "owner": "hi-primus",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "html5lib/html5lib-python": {
+    "stars": 1218,
+    "owner": "html5lib",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "httpie/cli": {
+    "stars": 37725,
+    "owner": "httpie",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "hugapi/hug": {
+    "stars": 6905,
+    "owner": "hugapi",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "huggingface/diffusers": {
+    "stars": 33076,
+    "owner": "huggingface",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "huggingface/transformers": {
+    "stars": 157984,
+    "owner": "huggingface",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "humiaozuzu/awesome-flask": {
+    "stars": 12696,
+    "owner": "humiaozuzu",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ibayer/fastFM": {
+    "stars": 1090,
+    "owner": "ibayer",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ijl/orjson": {
+    "stars": 7961,
+    "owner": "ijl",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "indico/indico": {
+    "stars": 2031,
+    "owner": "indico",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "inducer/pudb": {
+    "stars": 3218,
+    "owner": "inducer",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "infiniflow/ragflow": {
+    "stars": 75265,
+    "owner": "infiniflow",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ionelmc/python-hunter": {
+    "stars": 866,
+    "owner": "ionelmc",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ionelmc/python-manhole": {
+    "stars": 400,
+    "owner": "ionelmc",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "isnowfy/snownlp": {
+    "stars": 6614,
+    "owner": "isnowfy",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jab/bidict": {
+    "stars": 1578,
+    "owner": "jab",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jaraco/path.py": {
+    "stars": 1124,
+    "owner": "jaraco",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jazzband/django-debug-toolbar": {
+    "stars": 8351,
+    "owner": "django-commons",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jazzband/django-oauth-toolkit": {
+    "stars": 3310,
+    "owner": "django-oauth",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jazzband/django-pipeline": {
+    "stars": 1543,
+    "owner": "jazzband",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jazzband/geojson": {
+    "stars": 984,
+    "owner": "jazzband",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jazzband/pip-tools": {
+    "stars": 7993,
+    "owner": "jazzband",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jazzband/tablib": {
+    "stars": 4751,
+    "owner": "jazzband",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jeffknupp/sandman2": {
+    "stars": 2044,
+    "owner": "jeffknupp",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jek/blinker": {
+    "stars": 2034,
+    "owner": "pallets-eco",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jendrikseipp/vulture": {
+    "stars": 4379,
+    "owner": "jendrikseipp",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jet-admin/jet-bridge": {
+    "stars": 1794,
+    "owner": "jet-admin",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jfkirk/tensorrec": {
+    "stars": 1302,
+    "owner": "jfkirk",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jiaaro/pydub": {
+    "stars": 9743,
+    "owner": "jiaaro",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jindaxiang/akshare": {
+    "stars": 17394,
+    "owner": "akfamily",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jmcnamara/XlsxWriter": {
+    "stars": 3920,
+    "owner": "jmcnamara",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "joke2k/faker": {
+    "stars": 19220,
+    "owner": "joke2k",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jonathanslenders/ptpython": {
+    "stars": 5410,
+    "owner": "prompt-toolkit",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jonathanslenders/python-prompt-toolkit": {
+    "stars": 10329,
+    "owner": "prompt-toolkit",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jorgenschaefer/elpy": {
+    "stars": 1940,
+    "owner": "jorgenschaefer",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jpadilla/pyjwt": {
+    "stars": 5622,
+    "owner": "jpadilla",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "jschneier/django-storages": {
+    "stars": 2939,
+    "owner": "jschneier",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "keleshev/schema": {
+    "stars": 2944,
+    "owner": "keleshev",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "keon/algorithms": {
+    "stars": 25390,
+    "owner": "keon",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "keras-team/keras": {
+    "stars": 63928,
+    "owner": "keras-team",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "keunwoochoi/kapre": {
+    "stars": 946,
+    "owner": "keunwoochoi",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "kevin1024/vcrpy": {
+    "stars": 2951,
+    "owner": "kevin1024",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "kiwicom/schemathesis": {
+    "stars": 3114,
+    "owner": "schemathesis",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "klen/mixer": {
+    "stars": 954,
+    "owner": "klen",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "knipknap/SpiffWorkflow": {
+    "stars": 1864,
+    "owner": "sartography",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "kootenpv/yagmail": {
+    "stars": 2725,
+    "owner": "kootenpv",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "kornia/kornia": {
+    "stars": 11119,
+    "owner": "kornia",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "kreuzberg-dev/kreuzberg": {
+    "stars": 6736,
+    "owner": "kreuzberg-dev",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "kurtmckee/feedparser": {
+    "stars": 2327,
+    "owner": "kurtmckee",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "laixintao/iredis": {
+    "stars": 2728,
+    "owner": "laixintao",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "lancopku/pkuseg-python": {
+    "stars": 6702,
+    "owner": "lancopku",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "langchain-ai/langchain": {
+    "stars": 129943,
+    "owner": "langchain-ai",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "lektor/lektor": {
+    "stars": 3926,
+    "owner": "lektor",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "lemire/simdjson": {
+    "stars": 23448,
+    "owner": "simdjson",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "lepture/authlib": {
+    "stars": 5244,
+    "owner": "authlib",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "lepture/mistune": {
+    "stars": 2998,
+    "owner": "lepture",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "lericson/pylibmc": {
+    "stars": 493,
+    "owner": "lericson",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "libAudioFlux/audioFlux": {
+    "stars": 3281,
+    "owner": "libAudioFlux",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "librosa/librosa": {
+    "stars": 8263,
+    "owner": "librosa",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "libvips/pyvips": {
+    "stars": 789,
+    "owner": "libvips",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "lincolnloop/python-qrcode": {
+    "stars": 4864,
+    "owner": "lincolnloop",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "linkedin/shiv": {
+    "stars": 1918,
+    "owner": "linkedin",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "litestar-org/litestar": {
+    "stars": 8099,
+    "owner": "litestar-org",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "litestar-org/polyfactory": {
+    "stars": 1428,
+    "owner": "litestar-org",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "lk-geimfari/mimesis": {
+    "stars": 4799,
+    "owner": "lk-geimfari",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "locustio/locust": {
+    "stars": 27608,
+    "owner": "locustio",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "lorien/grab": {
+    "stars": 2458,
+    "owner": "lorien",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "lyst/lightfm": {
+    "stars": 5066,
+    "owner": "lyst",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "maciejkula/spotlight": {
+    "stars": 3042,
+    "owner": "maciejkula",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "madmaze/pytesseract": {
+    "stars": 6321,
+    "owner": "madmaze",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mahmoud/boltons": {
+    "stars": 6856,
+    "owner": "mahmoud",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mailgun/flanker": {
+    "stars": 1650,
+    "owner": "mailgun",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "marcelotduarte/cx_Freeze": {
+    "stars": 1532,
+    "owner": "marcelotduarte",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "marimo-team/marimo": {
+    "stars": 19725,
+    "owner": "marimo-team",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "markusschanta/awesome-jupyter": {
+    "stars": 4569,
+    "owner": "markusschanta",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "marph91/jimmy": {
+    "stars": 400,
+    "owner": "marph91",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "marrow/mailer": {
+    "stars": 293,
+    "owner": "marrow",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "marshmallow-code/marshmallow": {
+    "stars": 7228,
+    "owner": "marshmallow-code",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "marshmallow-code/webargs": {
+    "stars": 1405,
+    "owner": "marshmallow-code",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "martinblech/xmltodict": {
+    "stars": 5726,
+    "owner": "martinblech",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "martinrusev/imbox": {
+    "stars": 1211,
+    "owner": "martinrusev",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "matplotlib/matplotlib": {
+    "stars": 22585,
+    "owner": "matplotlib",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "metawilm/cl-python": {
+    "stars": 394,
+    "owner": "metawilm",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mhammond/pywin32": {
+    "stars": 5531,
+    "owner": "mhammond",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mher/flower": {
+    "stars": 7130,
+    "owner": "mher",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "michaelhelmick/lassie": {
+    "stars": 630,
+    "owner": "michaelhelmick",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "micropython/micropython": {
+    "stars": 21553,
+    "owner": "micropython",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "microsoft/markitdown": {
+    "stars": 90875,
+    "owner": "microsoft",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "miguelgrinberg/microdot": {
+    "stars": 2093,
+    "owner": "miguelgrinberg",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mindflayer/python-mocket": {
+    "stars": 309,
+    "owner": "mindflayer",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mindsdb/mindsdb": {
+    "stars": 38775,
+    "owner": "mindsdb",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mingrammer/diagrams": {
+    "stars": 42078,
+    "owner": "mingrammer",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mininet/mininet": {
+    "stars": 5788,
+    "owner": "mininet",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "miracle2k/flask-assets": {
+    "stars": 459,
+    "owner": "miracle2k",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "miracle2k/webassets": {
+    "stars": 935,
+    "owner": "miracle2k",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "miso-belica/sumy": {
+    "stars": 3664,
+    "owner": "miso-belica",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mitmproxy/pdoc": {
+    "stars": 2474,
+    "owner": "mitmproxy",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mitsuhiko/pluginbase": {
+    "stars": 1141,
+    "owner": "mitsuhiko",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mitsuhiko/unp": {
+    "stars": 455,
+    "owner": "mitsuhiko",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mkdocs/mkdocs": {
+    "stars": 21860,
+    "owner": "mkdocs",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "modoboa/modoboa": {
+    "stars": 3468,
+    "owner": "modoboa",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mongodb/django-mongodb-backend": {
+    "stars": 218,
+    "owner": "mongodb",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mongodb/mongo-python-driver": {
+    "stars": 4338,
+    "owner": "mongodb",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "moses-palmer/pynput": {
+    "stars": 2125,
+    "owner": "moses-palmer",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mozilla/unicode-slugify": {
+    "stars": 328,
+    "owner": "mozilla",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mozillazg/python-pinyin": {
+    "stars": 5271,
+    "owner": "mozillazg",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mpdavis/python-jose": {
+    "stars": 1743,
+    "owner": "mpdavis",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mpi4py/mpi4py": {
+    "stars": 902,
+    "owner": "mpi4py",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mre/awesome-static-analysis": {
+    "stars": 14439,
+    "owner": "analysis-tools-dev",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "msiemens/tinydb": {
+    "stars": 7487,
+    "owner": "msiemens",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mstamy2/PyPDF2": {
+    "stars": 9878,
+    "owner": "py-pdf",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mwaskom/seaborn": {
+    "stars": 13770,
+    "owner": "mwaskom",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "mymarilyn/clickhouse-driver": {
+    "stars": 1293,
+    "owner": "mymarilyn",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "napalm-automation/napalm": {
+    "stars": 2438,
+    "owner": "napalm-automation",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "nficano/python-lambda": {
+    "stars": 1521,
+    "owner": "nficano",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "nicfit/eyeD3": {
+    "stars": 631,
+    "owner": "nicfit",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "nose-devs/nose2": {
+    "stars": 822,
+    "owner": "nose-devs",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "noxrepo/pox": {
+    "stars": 652,
+    "owner": "noxrepo",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "nucleic/enaml": {
+    "stars": 1574,
+    "owner": "nucleic",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "numba/numba": {
+    "stars": 10935,
+    "owner": "numba",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "nvbn/thefuck": {
+    "stars": 95714,
+    "owner": "nvbn",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "nvdv/vprof": {
+    "stars": 3982,
+    "owner": "nvdv",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "oauthlib/oauthlib": {
+    "stars": 2958,
+    "owner": "oauthlib",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "offerrall/FuncToWeb": {
+    "stars": 389,
+    "owner": "offerrall",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "openai/gym": {
+    "stars": 37100,
+    "owner": "openai",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "openembedded/bitbake": {
+    "stars": 509,
+    "owner": "openembedded",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "openstack/cliff": {
+    "stars": 260,
+    "owner": "openstack",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "orsinium/textdistance": {
+    "stars": 3524,
+    "owner": "life4",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pallets-eco/flask-debugtoolbar": {
+    "stars": 980,
+    "owner": "pallets-eco",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pallets/click": {
+    "stars": 17367,
+    "owner": "pallets",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pallets/flask": {
+    "stars": 71376,
+    "owner": "pallets",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pallets/itsdangerous": {
+    "stars": 3102,
+    "owner": "pallets",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pallets/jinja": {
+    "stars": 11513,
+    "owner": "pallets",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pallets/markupsafe": {
+    "stars": 685,
+    "owner": "pallets",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pallets/werkzeug": {
+    "stars": 6849,
+    "owner": "pallets",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "paramiko/paramiko": {
+    "stars": 9712,
+    "owner": "paramiko",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pathsim/pathsim": {
+    "stars": 334,
+    "owner": "pathsim",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pathwaycom/pathway": {
+    "stars": 60281,
+    "owner": "pathwaycom",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "patrys/httmock": {
+    "stars": 472,
+    "owner": "patrys",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "patx/pickledb": {
+    "stars": 1069,
+    "owner": "patx",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pdfminer/pdfminer.six": {
+    "stars": 6933,
+    "owner": "pdfminer",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pennersr/django-allauth": {
+    "stars": 10307,
+    "owner": "pennersr",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "peterbrittain/asciimatics": {
+    "stars": 4271,
+    "owner": "peterbrittain",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pgjones/hypercorn": {
+    "stars": 1536,
+    "owner": "pgjones",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pgmpy/pgmpy": {
+    "stars": 3213,
+    "owner": "pgmpy",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pikepdf/pikepdf": {
+    "stars": 2667,
+    "owner": "pikepdf",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "planetopendata/awesome-sqlite": {
+    "stars": 388,
+    "owner": "planetopendata",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "platformio/platformio-core": {
+    "stars": 8931,
+    "owner": "platformio",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "plotly/plotly.py": {
+    "stars": 18354,
+    "owner": "plotly",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pndurette/gTTS": {
+    "stars": 2595,
+    "owner": "pndurette",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pola-rs/polars": {
+    "stars": 37775,
+    "owner": "pola-rs",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ponyorm/pony": {
+    "stars": 3826,
+    "owner": "ponyorm",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "prabhupant/python-ds": {
+    "stars": 3074,
+    "owner": "prabhupant",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pricingassistant/mrq": {
+    "stars": 896,
+    "owner": "pricingassistant",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "prompt-toolkit/python-prompt-toolkit": {
+    "stars": 10329,
+    "owner": "prompt-toolkit",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "psf/black": {
+    "stars": 41430,
+    "owner": "psf",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "psf/requests": {
+    "stars": 53881,
+    "owner": "psf",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "psf/requests-html": {
+    "stars": 13869,
+    "owner": "psf",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "psycopg/psycopg": {
+    "stars": 2322,
+    "owner": "psycopg",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pudo/dataset": {
+    "stars": 4853,
+    "owner": "pudo",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pwaller/pyfiglet": {
+    "stars": 1545,
+    "owner": "pwaller",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "py2exe/py2exe": {
+    "stars": 995,
+    "owner": "py2exe",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pybee/toga": {
+    "stars": 5323,
+    "owner": "beeware",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pybuilder/pybuilder": {
+    "stars": 1956,
+    "owner": "pybuilder",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pyca/cryptography": {
+    "stars": 7515,
+    "owner": "pyca",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pyca/pynacl": {
+    "stars": 1185,
+    "owner": "pyca",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pydantic/pydantic": {
+    "stars": 27237,
+    "owner": "pydantic",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pydantic/pydantic-ai": {
+    "stars": 15531,
+    "owner": "pydantic",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pyenv-win/pyenv-win": {
+    "stars": 7064,
+    "owner": "pyenv-win",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pyenv/pyenv": {
+    "stars": 44440,
+    "owner": "pyenv",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pyeve/cerberus": {
+    "stars": 3270,
+    "owner": "pyeve",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pyeve/eve": {
+    "stars": 6746,
+    "owner": "pyeve",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pyexcel/pyexcel": {
+    "stars": 1284,
+    "owner": "pyexcel",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pyglet/pyglet": {
+    "stars": 2172,
+    "owner": "pyglet",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pygraphviz/pygraphviz": {
+    "stars": 834,
+    "owner": "pygraphviz",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pyinfra-dev/pyinfra": {
+    "stars": 4869,
+    "owner": "pyinfra-dev",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pyinstaller/pyinstaller": {
+    "stars": 12924,
+    "owner": "pyinstaller",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pyinvoke/invoke": {
+    "stars": 4722,
+    "owner": "pyinvoke",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pylint-dev/pylint": {
+    "stars": 5661,
+    "owner": "pylint-dev",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pymatting/pymatting": {
+    "stars": 1891,
+    "owner": "pymatting",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pymc-devs/pymc3": {
+    "stars": 9527,
+    "owner": "pymc-devs",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pymssql/pymssql": {
+    "stars": 880,
+    "owner": "pymssql",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pynamodb/PynamoDB": {
+    "stars": 2647,
+    "owner": "pynamodb",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pypa/bandersnatch": {
+    "stars": 528,
+    "owner": "pypa",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pypa/hatch": {
+    "stars": 7145,
+    "owner": "pypa",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pypa/virtualenv": {
+    "stars": 5017,
+    "owner": "pypa",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pypa/warehouse": {
+    "stars": 3978,
+    "owner": "pypi",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pyparsing/pyparsing": {
+    "stars": 2465,
+    "owner": "pyparsing",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pyqtgraph/pyqtgraph": {
+    "stars": 4311,
+    "owner": "pyqtgraph",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pyston/pyston": {
+    "stars": 2507,
+    "owner": "pyston",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "python-attrs/attrs": {
+    "stars": 5746,
+    "owner": "python-attrs",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "python-greenlet/greenlet": {
+    "stars": 1814,
+    "owner": "python-greenlet",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "python-jsonschema/jsonschema": {
+    "stars": 4935,
+    "owner": "python-jsonschema",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "python-mode/python-mode": {
+    "stars": 5478,
+    "owner": "python-mode",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "python-openxml/python-docx": {
+    "stars": 5486,
+    "owner": "python-openxml",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "python-pillow/Pillow": {
+    "stars": 13437,
+    "owner": "python-pillow",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "python-rapidjson/python-rapidjson": {
+    "stars": 532,
+    "owner": "python-rapidjson",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "python-rope/rope": {
+    "stars": 2183,
+    "owner": "python-rope",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "python-trio/trio": {
+    "stars": 7204,
+    "owner": "python-trio",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "python/cpython": {
+    "stars": 72015,
+    "owner": "python",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "python/mypy": {
+    "stars": 20302,
+    "owner": "python",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "python/typeshed": {
+    "stars": 5021,
+    "owner": "python",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pythonnet/pythonnet": {
+    "stars": 5418,
+    "owner": "pythonnet",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pytoolz/cytoolz": {
+    "stars": 1103,
+    "owner": "pytoolz",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pytoolz/toolz": {
+    "stars": 5125,
+    "owner": "pytoolz",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pytorch/pytorch": {
+    "stars": 98355,
+    "owner": "pytorch",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "pytransitions/transitions": {
+    "stars": 6459,
+    "owner": "pytransitions",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "quantopian/zipline": {
+    "stars": 19514,
+    "owner": "quantopian",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "quantumlib/Cirq": {
+    "stars": 4890,
+    "owner": "quantumlib",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "quodlibet/mutagen": {
+    "stars": 1867,
+    "owner": "quodlibet",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "r0x0r/pywebview": {
+    "stars": 5803,
+    "owner": "r0x0r",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ranaroussi/yfinance": {
+    "stars": 22172,
+    "owner": "ranaroussi",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ray-project/ray": {
+    "stars": 41786,
+    "owner": "ray-project",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "redis/redis-py": {
+    "stars": 13505,
+    "owner": "redis",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "reflex-dev/reflex": {
+    "stars": 28234,
+    "owner": "reflex-dev",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "robotframework/robotframework": {
+    "stars": 11478,
+    "owner": "robotframework",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ronaldoussoren/py2app": {
+    "stars": 421,
+    "owner": "ronaldoussoren",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "rq/rq": {
+    "stars": 10605,
+    "owner": "rq",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "rsalmei/alive-progress": {
+    "stars": 6256,
+    "owner": "rsalmei",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "run-llama/llama_index": {
+    "stars": 47740,
+    "owner": "run-llama",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "s3tools/s3cmd": {
+    "stars": 4869,
+    "owner": "s3tools",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "saffsd/langid.py": {
+    "stars": 2455,
+    "owner": "saffsd",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "saltstack/salt": {
+    "stars": 15281,
+    "owner": "saltstack",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "samuelcolvin/watchfiles": {
+    "stars": 2444,
+    "owner": "samuelcolvin",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "sanic-org/sanic": {
+    "stars": 18639,
+    "owner": "sanic-org",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "scanny/python-pptx": {
+    "stars": 3233,
+    "owner": "scanny",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "schematics/schematics": {
+    "stars": 2591,
+    "owner": "schematics",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "scottrogowski/code2flow": {
+    "stars": 4545,
+    "owner": "scottrogowski",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "scrapy/scrapy": {
+    "stars": 60855,
+    "owner": "scrapy",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "sdispater/pendulum": {
+    "stars": 6628,
+    "owner": "python-pendulum",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "sdispater/poetry": {
+    "stars": 34316,
+    "owner": "python-poetry",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "sebastien/cuisine": {
+    "stars": 1270,
+    "owner": "sebastien",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "secdev/scapy": {
+    "stars": 12108,
+    "owner": "secdev",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "sehmaschine/django-grappelli": {
+    "stars": 3927,
+    "owner": "sehmaschine",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "selwin/python-user-agents": {
+    "stars": 1520,
+    "owner": "selwin",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "sergree/matchering": {
+    "stars": 2446,
+    "owner": "sergree",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "shahraizali/awesome-django": {
+    "stars": 1901,
+    "owner": "shahraizali",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "shapely/shapely": {
+    "stars": 4395,
+    "owner": "shapely",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "sherlock-project/sherlock": {
+    "stars": 73803,
+    "owner": "sherlock-project",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "simonw/datasette": {
+    "stars": 10835,
+    "owner": "simonw",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "simonw/sqlite-utils": {
+    "stars": 2019,
+    "owner": "simonw",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "sirfz/tesserocr": {
+    "stars": 2160,
+    "owner": "sirfz",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "skorokithakis/shortuuid": {
+    "stars": 2178,
+    "owner": "skorokithakis",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "sloria/doitlive": {
+    "stars": 3566,
+    "owner": "sloria",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "sphinx-doc/sphinx": {
+    "stars": 7721,
+    "owner": "sphinx-doc",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "spotify/annoy": {
+    "stars": 14181,
+    "owner": "spotify",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "spotify/luigi": {
+    "stars": 18694,
+    "owner": "spotify",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "spulec/freezegun": {
+    "stars": 4498,
+    "owner": "spulec",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "spyder-ide/spyder": {
+    "stars": 9163,
+    "owner": "spyder-ide",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "sqlalchemy/dogpile.cache": {
+    "stars": 291,
+    "owner": "sqlalchemy",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "sqlmapproject/sqlmap": {
+    "stars": 36853,
+    "owner": "sqlmapproject",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "stanfordnlp/stanza": {
+    "stars": 7739,
+    "owner": "stanfordnlp",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "statsmodels/statsmodels": {
+    "stars": 11298,
+    "owner": "statsmodels",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "stchris/untangle": {
+    "stars": 631,
+    "owner": "stchris",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "strawberry-graphql/strawberry-django": {
+    "stars": 488,
+    "owner": "strawberry-graphql",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "streamlit/streamlit": {
+    "stars": 43924,
+    "owner": "streamlit",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "sunainapai/makesite": {
+    "stars": 1872,
+    "owner": "sunainapai",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "sympy/sympy": {
+    "stars": 14495,
+    "owner": "sympy",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "tartley/colorama": {
+    "stars": 3770,
+    "owner": "tartley",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "tayllan/awesome-algorithms": {
+    "stars": 24835,
+    "owner": "tayllan",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "tensorflow/tensorflow": {
+    "stars": 194201,
+    "owner": "tensorflow",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "thauber/django-schedule": {
+    "stars": 850,
+    "owner": "thauber",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "thumbor/thumbor": {
+    "stars": 10465,
+    "owner": "thumbor",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "tiangolo/fastapi": {
+    "stars": 96302,
+    "owner": "fastapi",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "tiangolo/typer": {
+    "stars": 19041,
+    "owner": "fastapi",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "timofurrer/awesome-asyncio": {
+    "stars": 5030,
+    "owner": "timofurrer",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "timofurrer/try": {
+    "stars": 751,
+    "owner": "timofurrer",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "timothycrosley/isort": {
+    "stars": 6916,
+    "owner": "PyCQA",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "tmux-python/tmuxp": {
+    "stars": 4451,
+    "owner": "tmux-python",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "tmux/tmux": {
+    "stars": 43165,
+    "owner": "tmux",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "tomerfiliba/rpyc": {
+    "stars": 1693,
+    "owner": "tomerfiliba-org",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "tomschimansky/customtkinter": {
+    "stars": 13223,
+    "owner": "TomSchimansky",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "tornadoweb/tornado": {
+    "stars": 22406,
+    "owner": "tornadoweb",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "tqdm/tqdm": {
+    "stars": 31040,
+    "owner": "tqdm",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "trustedsec/social-engineer-toolkit": {
+    "stars": 14671,
+    "owner": "trustedsec",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "twisted/treq": {
+    "stars": 606,
+    "owner": "twisted",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "twisted/twisted": {
+    "stars": 5951,
+    "owner": "twisted",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "tyiannak/pyAudioAnalysis": {
+    "stars": 6234,
+    "owner": "tyiannak",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "typeddjango/awesome-python-typing": {
+    "stars": 1950,
+    "owner": "typeddjango",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ultraplot/UltraPlot": {
+    "stars": 279,
+    "owner": "Ultraplot",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "un33k/python-slugify": {
+    "stars": 1599,
+    "owner": "un33k",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "unclecode/crawl4ai": {
+    "stars": 62122,
+    "owner": "unclecode",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "unfoldadmin/django-unfold": {
+    "stars": 3369,
+    "owner": "unfoldadmin",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "uralbash/awesome-pyramid": {
+    "stars": 570,
+    "owner": "uralbash",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "urllib3/urllib3": {
+    "stars": 4012,
+    "owner": "urllib3",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "vadikko2/python-cqrs": {
+    "stars": 44,
+    "owner": "pypatterns",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "vinta/pangu.py": {
+    "stars": 276,
+    "owner": "vinta",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "vispy/vispy": {
+    "stars": 3558,
+    "owner": "vispy",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "vitali87/code-graph-rag": {
+    "stars": 2131,
+    "owner": "vitali87",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "vllm-project/vllm": {
+    "stars": 73457,
+    "owner": "vllm-project",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "wagtail/wagtail": {
+    "stars": 20240,
+    "owner": "wagtail",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "waylan/Python-Markdown": {
+    "stars": 4186,
+    "owner": "Python-Markdown",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "web2py/pydal": {
+    "stars": 531,
+    "owner": "web2py",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "wireservice/csvkit": {
+    "stars": 6360,
+    "owner": "wireservice",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "wooey/wooey": {
+    "stars": 2218,
+    "owner": "wooey",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "worldveil/dejavu": {
+    "stars": 6736,
+    "owner": "worldveil",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "xonsh/xonsh": {
+    "stars": 9252,
+    "owner": "xonsh",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "yfedoseev/pdf_oxide": {
+    "stars": 431,
+    "owner": "yfedoseev",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "yoloseem/awesome-sphinxdoc": {
+    "stars": 973,
+    "owner": "ygzgxyz",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ytdl-org/youtube-dl": {
+    "stars": 139894,
+    "owner": "ytdl-org",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "zappa/Zappa": {
+    "stars": 3676,
+    "owner": "zappa",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "zauberzeug/nicegui": {
+    "stars": 15518,
+    "owner": "zauberzeug",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "zoofIO/flexx": {
+    "stars": 3343,
+    "owner": "flexxui",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "zopefoundation/ZODB": {
+    "stars": 752,
+    "owner": "zopefoundation",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "ztane/python-Levenshtein": {
+    "stars": 1278,
+    "owner": "ztane",
+    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+  },
+  "josephmisiti/awesome-machine-learning": {
+    "stars": 72017,
+    "owner": "josephmisiti",
+    "fetched_at": "2026-03-17T20:12:03.066921+00:00"
+  },
+  "sorrycc/awesome-javascript": {
+    "stars": 34931,
+    "owner": "sorrycc",
+    "fetched_at": "2026-03-17T20:12:03.066921+00:00"
+  },
+  "vinta/awesome-python": {
+    "stars": 287640,
+    "owner": "vinta",
+    "fetched_at": "2026-03-17T20:12:03.066921+00:00"
+  }
+}
diff --git a/website/fetch_github_stars.py b/website/fetch_github_stars.py
new file mode 100644
index 000000000..4f9b50a39
--- /dev/null
+++ b/website/fetch_github_stars.py
@@ -0,0 +1,192 @@
+#!/usr/bin/env python3
+"""Fetch GitHub star counts and owner info for all GitHub repos in README.md."""
+
+import json
+import os
+import re
+import sys
+from datetime import datetime, timezone
+from pathlib import Path
+
+import httpx
+
+from build import extract_github_repo
+
+CACHE_MAX_AGE_DAYS = 7
+DATA_DIR = Path(__file__).parent / "data"
+CACHE_FILE = DATA_DIR / "github_stars.json"
+README_PATH = Path(__file__).parent.parent / "README.md"
+GRAPHQL_URL = "https://api.github.com/graphql"
+BATCH_SIZE = 100
+
+
+def extract_github_repos(text: str) -> set[str]:
+    """Extract unique owner/repo pairs from GitHub URLs in markdown text."""
+    repos = set()
+    for url in re.findall(r"https?://github\.com/[^\s)\]]+", text):
+        repo = extract_github_repo(url.split("#")[0].rstrip("/"))
+        if repo:
+            repos.add(repo)
+    return repos
+
+
+def load_cache() -> dict:
+    """Load the star cache from disk. Returns empty dict if missing or corrupt."""
+    if CACHE_FILE.exists():
+        try:
+            return json.loads(CACHE_FILE.read_text(encoding="utf-8"))
+        except json.JSONDecodeError:
+            print(f"Warning: corrupt cache at {CACHE_FILE}, starting fresh.", file=sys.stderr)
+            return {}
+    return {}
+
+
+def save_cache(cache: dict) -> None:
+    """Write the star cache to disk, creating data/ dir if needed."""
+    DATA_DIR.mkdir(parents=True, exist_ok=True)
+    CACHE_FILE.write_text(
+        json.dumps(cache, indent=2, ensure_ascii=False) + "\n",
+        encoding="utf-8",
+    )
+
+
+def build_graphql_query(repos: list[str]) -> str:
+    """Build a GraphQL query with aliases for up to 100 repos."""
+    if not repos:
+        return ""
+    parts = []
+    for i, repo in enumerate(repos):
+        owner, name = repo.split("/", 1)
+        if '"' in owner or '"' in name:
+            continue
+        parts.append(
+            f'repo_{i}: repository(owner: "{owner}", name: "{name}") '
+            f"{{ stargazerCount pushedAt owner {{ login }} }}"
+        )
+    if not parts:
+        return ""
+    return "query { " + " ".join(parts) + " }"
+
+
+def parse_graphql_response(
+    data: dict,
+    repos: list[str],
+) -> dict[str, dict]:
+    """Parse GraphQL response into {owner/repo: {stars, owner}} dict."""
+    result = {}
+    for i, repo in enumerate(repos):
+        node = data.get(f"repo_{i}")
+        if node is None:
+            continue
+        result[repo] = {
+            "stars": node.get("stargazerCount", 0),
+            "owner": node.get("owner", {}).get("login", ""),
+            "pushed_at": node.get("pushedAt", ""),
+        }
+    return result
+
+
+def fetch_batch(
+    repos: list[str], *, client: httpx.Client,
+) -> dict[str, dict]:
+    """Fetch star data for a batch of repos via GitHub GraphQL API."""
+    query = build_graphql_query(repos)
+    if not query:
+        return {}
+    resp = client.post(GRAPHQL_URL, json={"query": query})
+    resp.raise_for_status()
+    result = resp.json()
+    if "errors" in result:
+        for err in result["errors"]:
+            print(f"  Warning: {err.get('message', err)}", file=sys.stderr)
+    data = result.get("data", {})
+    return parse_graphql_response(data, repos)
+
+
+def main() -> None:
+    """Fetch GitHub stars for all repos in README.md, updating the JSON cache."""
+    token = os.environ.get("GITHUB_TOKEN", "")
+    if not token:
+        print("Error: GITHUB_TOKEN environment variable is required.", file=sys.stderr)
+        sys.exit(1)
+
+    readme_text = README_PATH.read_text(encoding="utf-8")
+    current_repos = extract_github_repos(readme_text)
+    print(f"Found {len(current_repos)} GitHub repos in README.md")
+
+    cache = load_cache()
+    now = datetime.now(timezone.utc)
+
+    # Prune entries not in current README
+    pruned = {k: v for k, v in cache.items() if k in current_repos}
+    if len(pruned) < len(cache):
+        print(f"Pruned {len(cache) - len(pruned)} stale cache entries")
+    cache = pruned
+
+    # Determine which repos need fetching (missing or stale)
+    to_fetch = []
+    for repo in sorted(current_repos):
+        entry = cache.get(repo)
+        if entry and "fetched_at" in entry:
+            fetched = datetime.fromisoformat(entry["fetched_at"])
+            age_days = (now - fetched).days
+            if age_days < CACHE_MAX_AGE_DAYS:
+                continue
+        to_fetch.append(repo)
+
+    print(f"{len(to_fetch)} repos to fetch ({len(current_repos) - len(to_fetch)} cached)")
+
+    if not to_fetch:
+        save_cache(cache)
+        print("Cache is up to date.")
+        return
+
+    # Fetch in batches
+    fetched_count = 0
+    skipped_repos: list[str] = []
+
+    with httpx.Client(
+        headers={"Authorization": f"bearer {token}", "Content-Type": "application/json"},
+        transport=httpx.HTTPTransport(retries=2),
+        timeout=30,
+    ) as client:
+        for i in range(0, len(to_fetch), BATCH_SIZE):
+            batch = to_fetch[i : i + BATCH_SIZE]
+            batch_num = i // BATCH_SIZE + 1
+            total_batches = (len(to_fetch) + BATCH_SIZE - 1) // BATCH_SIZE
+            print(f"Fetching batch {batch_num}/{total_batches} ({len(batch)} repos)...")
+
+            try:
+                results = fetch_batch(batch, client=client)
+            except httpx.HTTPStatusError as e:
+                print(f"HTTP error {e.response.status_code}", file=sys.stderr)
+                if e.response.status_code == 401:
+                    print("Error: Invalid GITHUB_TOKEN.", file=sys.stderr)
+                    sys.exit(1)
+                print("Saving partial cache and exiting.", file=sys.stderr)
+                save_cache(cache)
+                sys.exit(1)
+
+            now_iso = now.isoformat()
+            for repo in batch:
+                if repo in results:
+                    cache[repo] = {
+                        "stars": results[repo]["stars"],
+                        "owner": results[repo]["owner"],
+                        "pushed_at": results[repo]["pushed_at"],
+                        "fetched_at": now_iso,
+                    }
+                    fetched_count += 1
+                else:
+                    skipped_repos.append(repo)
+
+            # Save after each batch in case of interruption
+            save_cache(cache)
+
+    if skipped_repos:
+        print(f"Skipped {len(skipped_repos)} repos (deleted/private/renamed)")
+    print(f"Done. Fetched {fetched_count} repos, {len(cache)} total cached.")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/website/static/main.js b/website/static/main.js
new file mode 100644
index 000000000..16e183117
--- /dev/null
+++ b/website/static/main.js
@@ -0,0 +1,154 @@
+// State
+var activeFilter = null; // { type: "cat"|"group", value: "..." }
+var searchInput = document.querySelector('.search');
+var filterBar = document.querySelector('.filter-bar');
+var filterValue = document.querySelector('.filter-value');
+var filterClear = document.querySelector('.filter-clear');
+var noResults = document.querySelector('.no-results');
+var countEl = document.querySelector('.count');
+var rows = document.querySelectorAll('.table tbody tr.row');
+var tags = document.querySelectorAll('.tag');
+var tbody = document.querySelector('.table tbody');
+
+function collapseAll() {
+  var openRows = document.querySelectorAll('.table tbody tr.row.open');
+  openRows.forEach(function (row) {
+    row.classList.remove('open');
+    row.setAttribute('aria-expanded', 'false');
+  });
+}
+
+function applyFilters() {
+  var query = searchInput ? searchInput.value.toLowerCase().trim() : '';
+  var visibleCount = 0;
+
+  // Collapse all expanded rows on filter/search change
+  collapseAll();
+
+  rows.forEach(function (row) {
+    var show = true;
+
+    // Category/group filter
+    if (activeFilter) {
+      show = row.dataset[activeFilter.type] === activeFilter.value;
+    }
+
+    // Text search
+    if (show && query) {
+      if (!row._searchText) {
+        var text = row.textContent.toLowerCase();
+        var next = row.nextElementSibling;
+        if (next && next.classList.contains('expand-row')) {
+          text += ' ' + next.textContent.toLowerCase();
+        }
+        row._searchText = text;
+      }
+      show = row._searchText.includes(query);
+    }
+
+    row.hidden = !show;
+
+    if (show) {
+      visibleCount++;
+      row.querySelector('.col-num').textContent = String(visibleCount);
+    }
+  });
+
+  if (noResults) noResults.hidden = visibleCount > 0;
+  if (countEl) countEl.textContent = visibleCount;
+
+  // Update tag highlights
+  tags.forEach(function (tag) {
+    var isActive = activeFilter
+      && tag.dataset.type === activeFilter.type
+      && tag.dataset.value === activeFilter.value;
+    tag.classList.toggle('active', isActive);
+  });
+
+  // Filter bar
+  if (filterBar) {
+    if (activeFilter) {
+      filterBar.hidden = false;
+      if (filterValue) filterValue.textContent = activeFilter.value;
+    } else {
+      filterBar.hidden = true;
+    }
+  }
+}
+
+// Expand/collapse: event delegation on tbody
+if (tbody) {
+  tbody.addEventListener('click', function (e) {
+    // Don't toggle if clicking a link or tag button
+    if (e.target.closest('a') || e.target.closest('.tag')) return;
+
+    var row = e.target.closest('tr.row');
+    if (!row) return;
+
+    var isOpen = row.classList.contains('open');
+    if (isOpen) {
+      row.classList.remove('open');
+      row.setAttribute('aria-expanded', 'false');
+    } else {
+      row.classList.add('open');
+      row.setAttribute('aria-expanded', 'true');
+    }
+  });
+
+  // Keyboard: Enter or Space on focused .row toggles expand
+  tbody.addEventListener('keydown', function (e) {
+    if (e.key !== 'Enter' && e.key !== ' ') return;
+    var row = e.target.closest('tr.row');
+    if (!row) return;
+    e.preventDefault();
+    row.click();
+  });
+}
+
+// Tag click: filter by category or group
+tags.forEach(function (tag) {
+  tag.addEventListener('click', function (e) {
+    e.preventDefault();
+    var type = tag.dataset.type;
+    var value = tag.dataset.value;
+
+    // Toggle: click same filter again to clear
+    if (activeFilter && activeFilter.type === type && activeFilter.value === value) {
+      activeFilter = null;
+    } else {
+      activeFilter = { type: type, value: value };
+    }
+    applyFilters();
+  });
+});
+
+// Clear filter
+if (filterClear) {
+  filterClear.addEventListener('click', function () {
+    activeFilter = null;
+    applyFilters();
+  });
+}
+
+// Search input
+if (searchInput) {
+  var searchTimer;
+  searchInput.addEventListener('input', function () {
+    clearTimeout(searchTimer);
+    searchTimer = setTimeout(applyFilters, 150);
+  });
+
+  // Keyboard shortcuts
+  document.addEventListener('keydown', function (e) {
+    if (e.key === '/' && !['INPUT', 'TEXTAREA', 'SELECT'].includes(document.activeElement.tagName) && !e.ctrlKey && !e.metaKey) {
+      e.preventDefault();
+      searchInput.focus();
+    }
+    if (e.key === 'Escape' && document.activeElement === searchInput) {
+      searchInput.value = '';
+      activeFilter = null;
+      applyFilters();
+      searchInput.blur();
+    }
+  });
+}
diff --git a/website/static/style.css b/website/static/style.css
new file mode 100644
index 000000000..c31b68753
--- /dev/null
+++ b/website/static/style.css
@@ -0,0 +1,459 @@
+/* === Reset & Base === */
+*, *::before, *::after { box-sizing: border-box; margin: 0; padding: 0; }
+
+:root {
+  --font-display: Georgia, "Noto Serif", "Times New Roman", serif;
+  --font-body: -apple-system, BlinkMacSystemFont, "Segoe UI", system-ui, sans-serif;
+
+  --text-xs: 0.9375rem;
+  --text-sm: 1rem;
+  --text-base: 1.125rem;
+
+  --bg: oklch(99.5% 0.003 240);
+  --bg-hover: oklch(97% 0.008 240);
+  --text: oklch(15% 0.005 240);
+  --text-secondary: oklch(35% 0.005 240);
+  --text-muted: oklch(50% 0.005 240);
+  --border: oklch(90% 0.005 240);
+  --border-strong: oklch(75% 0.008 240);
+  --border-heavy: oklch(25% 0.01 240);
+  --bg-input: oklch(94.5% 0.035 240);
+  --accent: oklch(42% 0.14 240);
+  --accent-hover: oklch(32% 0.16 240);
+  --accent-light: oklch(97% 0.015 240);
+  --highlight: oklch(93% 0.10 90);
+  --highlight-text: oklch(35% 0.10 90);
+}
+
+html { font-size: 16px; }
+
+body {
+  font-family: var(--font-body);
+  background: var(--bg);
+  color: var(--text);
+  line-height: 1.55;
+  min-height: 100vh;
+  display: flex;
+  flex-direction: column;
+  -webkit-font-smoothing: antialiased;
+}
+
+a { color: var(--accent); text-decoration: none; }
+a:hover { color: var(--accent-hover); text-decoration: underline; }
+
+/* === Skip Link === */
+.skip-link {
+  position: absolute;
+  left: -9999px;
+  top: 0;
+  padding: 0.5rem 1rem;
+  background: var(--text);
+  color: var(--bg);
+  font-size: var(--text-xs);
+  font-weight: 700;
+  z-index: 200;
+}
+
+.skip-link:focus { left: 0; }
+
+/* === Hero === */
+.hero {
+  max-width: 1400px;
+  margin: 0 auto;
+  padding: 3.5rem 2rem 1.5rem;
+}
+
+.hero-main {
+  display: flex;
+  justify-content: space-between;
+  align-items: flex-start;
+}
+
+.hero-submit {
+  flex-shrink: 0;
+  padding: 0.4rem 1rem;
+  border: 1px solid var(--border-strong);
+  border-radius: 4px;
+  font-size: var(--text-sm);
+  color: var(--text);
+  text-decoration: none;
+  white-space: nowrap;
+}
+
+.hero-submit:hover {
+  border-color: var(--accent);
+  color: var(--accent);
+  text-decoration: none;
+}
+
+.hero h1 {
+  font-family: var(--font-display);
+  font-size: clamp(2rem, 5vw, 3rem);
+  font-weight: 400;
+  letter-spacing: -0.01em;
+  line-height: 1.1;
+  color: var(--accent);
+  margin-bottom: 0.75rem;
+}
+
+.hero-sub {
+  font-size: var(--text-sm);
+  color: var(--text-secondary);
+  line-height: 1.6;
+  margin-bottom: 0.5rem;
+}
+
+.hero-sub a { color: var(--text-secondary); font-weight: 600; }
+.hero-sub a:hover { color: var(--accent); }
+
+.hero-gh {
+  font-size: var(--text-sm);
+  color: var(--text-muted);
+  font-weight: 500;
+}
+
+.hero-gh:hover { color: var(--accent); }
+
+/* === Controls === */
+.controls {
+  max-width: 1400px;
+  margin: 0 auto;
+  padding: 0 2rem 1rem;
+}
+
+.search-wrap {
+  position: relative;
+  margin-bottom: 0.75rem;
+}
+
+.search-icon {
+  position: absolute;
+  left: 1rem;
+  top: 50%;
+  transform: translateY(-50%);
+  color: var(--text-muted);
+  pointer-events: none;
+}
+
+.search {
+  width: 100%;
+  padding: 0.65rem 1rem 0.65rem 2.75rem;
+  border: 1px solid transparent;
+  border-radius: 4px;
+  background: var(--bg-input);
+  font-family: var(--font-body);
+  font-size: var(--text-sm);
+  color: var(--text);
+}
+
+.search::placeholder { color: var(--text-muted); }
+
+.search:focus {
+  outline: 2px solid var(--accent);
+  outline-offset: 2px;
+  border-color: var(--accent);
+  background: var(--bg);
+}
+
+.filter-bar[hidden] { display: none; }
+
+.filter-bar {
+  display: flex;
+  align-items: center;
+  gap: 0.75rem;
+  padding: 0.5rem 0;
+  font-size: var(--text-sm);
+  color: var(--text-secondary);
+}
+
+.filter-bar strong {
+  color: var(--text);
+}
+
+.filter-clear {
+  background: none;
+  border: 1px solid var(--border);
+  border-radius: 4px;
+  padding: 0.15rem 0.5rem;
+  font-family: inherit;
+  font-size: var(--text-xs);
+  color: var(--text-muted);
+  cursor: pointer;
+}
+
+.filter-clear:hover {
+  border-color: var(--text-muted);
+  color: var(--text);
+}
+
+.stats {
+  font-size: var(--text-sm);
+  color: var(--text-muted);
+  font-variant-numeric: tabular-nums;
+}
+
+.stats strong { color: var(--text-secondary); }
+
+/* === Table === */
+.table-wrap {
+  width: 100%;
+  padding: 0;
+  overflow-x: auto;
+}
+
+.table {
+  width: 100%;
+  border-collapse: separate;
+  border-spacing: 0;
+  font-size: var(--text-sm);
+}
+
+.table thead th {
+  text-align: left;
+  font-weight: 700;
+  font-size: var(--text-base);
+  color: var(--text);
+  padding: 0.65rem 0.75rem;
+  border-bottom: 2px solid var(--border-heavy);
+  position: sticky;
+  top: 0;
+  background: var(--bg);
+  z-index: 10;
+  white-space: nowrap;
+}
+
+.table thead th:first-child,
+.table tbody td:first-child {
+  padding-left: max(2rem, calc(50vw - 700px + 2rem));
+}
+
+.table thead th:last-child,
+.table tbody td:last-child {
+  padding-right: max(2rem, calc(50vw - 700px + 2rem));
+}
+
+.table tbody td {
+  padding: 0.7rem 0.75rem;
+  border-bottom: 1px solid var(--border);
+  vertical-align: top;
+}
+
+.table tbody tr.row:not(.open):hover td {
+  background: var(--bg-hover);
+}
+
+.table tbody tr[hidden] { display: none; }
+
+.col-num {
+  width: 3rem;
+  color: var(--text-muted);
+  font-variant-numeric: tabular-nums;
+  text-align: right;
+}
+
+.col-name {
+  width: 35%;
+  overflow-wrap: break-word;
+  word-wrap: break-word;
+  word-break: break-word;
+}
+
+.col-name > a {
+  font-weight: 500;
+  color: var(--accent);
+  text-decoration: none;
+}
+
+.col-name > a:hover { text-decoration: underline; color: var(--accent-hover); }
+
+/* === Stars Column === */
+.col-stars {
+  width: 5rem;
+  font-variant-numeric: tabular-nums;
+  white-space: nowrap;
+  color: var(--text-secondary);
+}
+
+/* === Arrow Column === */
+.col-arrow {
+  width: 2.5rem;
+  text-align: center;
+}
+
+.arrow {
+  display: inline-block;
+  font-size: 0.8rem;
+  color: var(--accent);
+  transition: transform 0.15s ease;
+}
+
+.row.open .arrow {
+  transform: rotate(90deg);
+}
+
+/* === Row Click === */
+.row { cursor: pointer; }
+
+/* === Expand Row === */
+.expand-row {
+  display: none;
+}
+
+.row.open + .expand-row {
+  display: table-row;
+}
+
+.row.open td {
+  background: var(--accent-light);
+  border-bottom-color: transparent;
+  padding-bottom: 0.1rem;
+}
+
+.expand-row td {
+  padding: 0.15rem 0.75rem 0.75rem;
+  background: var(--accent-light);
+  border-bottom: 1px solid var(--border);
+}
+
+.expand-content {
+  font-size: var(--text-sm);
+  color: var(--text-secondary);
+  line-height: 1.6;
+}
+
+.expand-also-see {
+  margin-top: 0.25rem;
+  font-size: var(--text-xs);
+  color: var(--text-muted);
+}
+
+.expand-also-see a {
+  color: var(--accent);
+  text-decoration: none;
+}
+
+.expand-also-see a:hover {
+  text-decoration: underline;
+}
+
+.expand-meta {
+  margin-top: 0.25rem;
+  font-size: var(--text-xs);
+  color: var(--text-muted);
+  font-weight: normal;
+}
+
+.expand-meta a {
+  color: var(--accent);
+  text-decoration: none;
+}
+
+.expand-meta a:hover {
+  text-decoration: underline;
+}
+
+.expand-sep {
+  margin: 0 0.25rem;
+  color: var(--border);
+}
+
+.col-cat, .col-group {
+  width: 13%;
+  white-space: nowrap;
+}
+
+/* === Tags === */
+.tag {
+  background: var(--accent-light);
+  border: none;
+  font-family: inherit;
+  font-size: var(--text-xs);
+  color: oklch(45% 0.06 240);
+  cursor: pointer;
+  padding: 0.15rem 0.35rem;
+  border-radius: 3px;
+  white-space: nowrap;
+}
+
+.tag:hover {
+  background: var(--accent-light);
+  color: var(--accent);
+}
+
+.tag.active {
+  background: var(--highlight);
+  color: var(--highlight-text);
+  font-weight: 600;
+}
+
+/* === No Results === */
+.no-results {
+  max-width: 1400px;
+  margin: 0 auto;
+  padding: 3rem 2rem;
+  font-size: var(--text-base);
+  color: var(--text-muted);
+  text-align: center;
+}
+
+/* === Footer === */
+.footer {
+  margin-top: auto;
+  border-top: none;
+  width: 100%;
+  padding: 1.25rem 2rem;
+  font-size: var(--text-xs);
+  color: var(--text-muted);
+  background: var(--bg-input);
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+}
+
+.footer a { color: var(--text-muted); text-decoration: none; }
+.footer a:hover { color: var(--accent); }
+
+.footer-links {
+  display: flex;
+  gap: 1rem;
+}
+
+/* === Responsive === */
+@media (max-width: 900px) {
+  .col-group { display: none; }
+}
+
+@media (max-width: 640px) {
+  .hero { padding: 2rem 1.25rem 1rem; }
+  .controls { padding: 0 1.25rem 0.75rem; }
+
+  .table thead th:first-child,
+  .table tbody td:first-child { padding-left: 1.25rem; }
+
+  .table thead th:last-child,
+  .table tbody td:last-child { padding-right: 1.25rem; }
+
+  .col-cat { display: none; }
+  .col-name { white-space: normal; }
+  .footer { padding: 1.25rem; flex-direction: column; gap: 0.5rem; }
+}
+
+/* === Screen Reader Only === */
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  white-space: nowrap;
+  border: 0;
+}
+
+/* === Reduced Motion === */
+@media (prefers-reduced-motion: reduce) {
+  *, *::before, *::after {
+    transition-duration: 0.01ms !important;
+  }
+}
diff --git a/website/templates/base.html b/website/templates/base.html
new file mode 100644
index 000000000..4a3bc249c
--- /dev/null
+++ b/website/templates/base.html
@@ -0,0 +1,67 @@
+<!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1" />
+    <title>{% block title %}Awesome Python{% endblock %}</title>
+    <meta
+      name="description"
+      content="{% block description %}An opinionated list of awesome Python frameworks, libraries, software and resources. {{ total_entries }} libraries across {{ categories | length }} categories.{% endblock %}"
+    />
+    <link rel="canonical" href="https://awesome-python.com/" />
+    <meta property="og:type" content="website" />
+    <meta property="og:title" content="Awesome Python" />
+    <meta
+      property="og:description"
+      content="An opinionated list of awesome Python frameworks, libraries, software and resources."
+    />
+    <meta property="og:url" content="https://awesome-python.com/" />
+    <meta name="twitter:card" content="summary" />
+    <link
+      rel="icon"
+      href="data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 100 100'><text y='.9em' font-size='90'>🐍</text></svg>"
+    />
+    <link rel="stylesheet" href="/static/style.css" />
+    <script
+      async
+      src="https://www.googletagmanager.com/gtag/js?id=G-0LMLYE0HER"
+    ></script>
+    <script>
+      window.dataLayer = window.dataLayer || [];
+      function gtag() {
+        dataLayer.push(arguments);
+      }
+      gtag("js", new Date());
+      gtag("config", "G-0LMLYE0HER");
+    </script>
+  </head>
+  <body>
+    <a href="#content" class="skip-link">Skip to content</a>
+
+    <main id="content">{% block content %}{% endblock %}</main>
+
+    <footer class="footer">
+      <div class="footer-links">
+        <a href="https://github.com/vinta" target="_blank" rel="noopener"
+          >GitHub</a
+        >
+        <a href="https://twitter.com/vinta" target="_blank" rel="noopener"
+          >Twitter</a
+        >
+      </div>
+      <span
+        >Curated by
+        <a href="https://github.com/vinta" target="_blank" rel="noopener"
+          >Vinta</a
+        ></span
+      >
+    </footer>
+
+    <noscript
+      ><p style="text-align: center; padding: 1rem; color: #666">
+        JavaScript is needed for search and filtering.
+      </p></noscript
+    >
+    <script src="/static/main.js"></script>
+  </body>
+</html>
diff --git a/website/templates/index.html b/website/templates/index.html
new file mode 100644
index 000000000..ea2c48214
--- /dev/null
+++ b/website/templates/index.html
@@ -0,0 +1,146 @@
+{% extends "base.html" %}
+{% block content %}
+<header class="hero">
+  <div class="hero-main">
+    <div>
+      <h1>Awesome Python</h1>
+      <p class="hero-sub">
+        {{ subtitle }}<br />Curated by
+        <a href="https://github.com/vinta" target="_blank" rel="noopener"
+          >@vinta</a
+        >
+        since 2014.
+      </p>
+      <a
+        href="https://github.com/vinta/awesome-python"
+        class="hero-gh"
+        target="_blank"
+        rel="noopener"
+        >awesome-python on GitHub &rarr;</a
+      >
+    </div>
+    <a
+      href="https://github.com/vinta/awesome-python/blob/master/CONTRIBUTING.md"
+      class="hero-submit"
+      target="_blank"
+      rel="noopener"
+      >Submit a Project</a
+    >
+  </div>
+</header>
+
+<div class="controls">
+  <div class="search-wrap">
+    <svg
+      class="search-icon"
+      width="16"
+      height="16"
+      viewBox="0 0 24 24"
+      fill="none"
+      stroke="currentColor"
+      stroke-width="2.5"
+      stroke-linecap="round"
+      stroke-linejoin="round"
+    >
+      <circle cx="11" cy="11" r="8" />
+      <line x1="21" y1="21" x2="16.65" y2="16.65" />
+    </svg>
+    <input
+      type="search"
+      class="search"
+      placeholder="Search {{ entries | length }} libraries across {{ total_categories }} categories..."
+      aria-label="Search libraries"
+    />
+  </div>
+  <div class="filter-bar" hidden>
+    <span>Showing <strong class="filter-value"></strong></span>
+    <button class="filter-clear" aria-label="Clear filter">
+      &times; Clear
+    </button>
+  </div>
+</div>
+
+<div class="table-wrap">
+  <table class="table">
+    <thead>
+      <tr>
+        <th class="col-num"><span class="sr-only">#</span></th>
+        <th class="col-name">Project Name</th>
+        <th class="col-stars">GitHub Stars</th>
+        <th class="col-cat">Category</th>
+        <th class="col-group">Group</th>
+        <th class="col-arrow"></th>
+      </tr>
+    </thead>
+    <tbody>
+      {% for entry in entries %}
+      <tr
+        class="row"
+        data-cat="{{ entry.category }}"
+        data-group="{{ entry.group }}"
+        tabindex="0"
+        aria-expanded="false"
+        aria-controls="expand-{{ loop.index }}"
+      >
+        <td class="col-num">{{ loop.index }}</td>
+        <td class="col-name">
+          <a href="{{ entry.url }}" target="_blank" rel="noopener"
+            >{{ entry.name }}</a
+          >
+        </td>
+        <td class="col-stars">
+          {% if entry.stars is not none %}{{ "{:,}".format(entry.stars) }}{%
+          else %}&mdash;{% endif %}
+        </td>
+        <td class="col-cat">
+          <button class="tag" data-type="cat" data-value="{{ entry.category }}">
+            {{ entry.category }}
+          </button>
+        </td>
+        <td class="col-group">
+          <button class="tag" data-type="group" data-value="{{ entry.group }}">
+            {{ entry.group }}
+          </button>
+        </td>
+        <td class="col-arrow"><span class="arrow">&rarr;</span></td>
+      </tr>
+      <tr class="expand-row" id="expand-{{ loop.index }}">
+        <td></td>
+        <td colspan="5">
+          <div class="expand-content">
+            {% if entry.description %}
+            <div class="expand-desc">{{ entry.description | safe }}</div>
+            {% endif %} {% if entry.also_see %}
+            <div class="expand-also-see">
+              Also see: {% for see in entry.also_see %}<a
+                href="{{ see.url }}"
+                target="_blank"
+                rel="noopener"
+                >{{ see.name }}</a
+              >{% if not loop.last %}, {% endif %}{% endfor %}
+            </div>
+            {% endif %}
+            <div class="expand-meta">
+              {% if entry.owner %}<a
+                href="https://github.com/{{ entry.owner }}"
+                target="_blank"
+                rel="noopener"
+                >{{ entry.owner }}</a
+              ><span class="expand-sep">/</span>{% endif %}<a
+                href="{{ entry.url }}"
+                target="_blank"
+                rel="noopener"
+                >{{ entry.url | replace("https://", "") }}</a
+              >{% if entry.pushed_at %}<span class="expand-sep">&middot;</span
+              >Last pushed {{ entry.pushed_at[:10] }}{% endif %}
+            </div>
+          </div>
+        </td>
+      </tr>
+      {% endfor %}
+    </tbody>
+  </table>
+</div>
+
+<div class="no-results" hidden>No libraries match your search.</div>
+{% endblock %}
diff --git a/website/tests/test_build.py b/website/tests/test_build.py
new file mode 100644
index 000000000..e551f954b
--- /dev/null
+++ b/website/tests/test_build.py
@@ -0,0 +1,642 @@
+"""Tests for the build module."""
+
+import json
+import os
+import shutil
+import sys
+import textwrap
+from pathlib import Path
+
+import pytest
+
+sys.path.insert(0, os.path.join(os.path.dirname(__file__), ".."))
+from build import (
+    build,
+    count_entries,
+    extract_github_repo,
+    extract_preview,
+    group_categories,
+    load_stars,
+    parse_readme,
+    render_content_html,
+    slugify,
+    sort_entries,
+)
+
+# ---------------------------------------------------------------------------
+# slugify
+# ---------------------------------------------------------------------------
+
+
+class TestSlugify:
+    def test_simple(self):
+        assert slugify("Admin Panels") == "admin-panels"
+
+    def test_uppercase_acronym(self):
+        assert slugify("RESTful API") == "restful-api"
+
+    def test_all_caps(self):
+        assert slugify("CMS") == "cms"
+
+    def test_hyphenated_input(self):
+        assert slugify("Command-line Tools") == "command-line-tools"
+
+    def test_special_chars(self):
+        assert slugify("Editor Plugins and IDEs") == "editor-plugins-and-ides"
+
+    def test_single_word(self):
+        assert slugify("Audio") == "audio"
+
+    def test_extra_spaces(self):
+        assert slugify("  Date  and  Time  ") == "date-and-time"
+
+
+# ---------------------------------------------------------------------------
+# count_entries
+# ---------------------------------------------------------------------------
+
+
+class TestCountEntries:
+    def test_counts_dash_entries(self):
+        assert count_entries("- [a](url) - Desc.\n- [b](url) - Desc.") == 2
+
+    def test_counts_star_entries(self):
+        assert count_entries("* [a](url) - Desc.") == 1
+
+    def test_ignores_non_entries(self):
+        assert count_entries("Some text\n- [a](url) - Desc.\nMore text") == 1
+
+    def test_counts_indented_entries(self):
+        assert count_entries("    - [a](url) - Desc.") == 1
+
+    def test_empty_content(self):
+        assert count_entries("") == 0
+
+
+# ---------------------------------------------------------------------------
+# extract_preview
+# ---------------------------------------------------------------------------
+
+
+class TestExtractPreview:
+    def test_basic(self):
+        content = "* [alpha](url) - A.\n* [beta](url) - B.\n* [gamma](url) - C."
+        assert extract_preview(content) == "alpha, beta, gamma"
+
+    def test_max_four(self):
+        content = "\n".join(f"* [lib{i}](url) - Desc." for i in range(10))
+        assert extract_preview(content) == "lib0, lib1, lib2, lib3"
+
+    def test_empty(self):
+        assert extract_preview("") == ""
+
+    def test_skips_subcategory_labels(self):
+        content = "* Synchronous\n* [django](url) - Framework.\n* [flask](url) - Micro."
+        assert extract_preview(content) == "django, flask"
+
+
+# ---------------------------------------------------------------------------
+# render_content_html
+# ---------------------------------------------------------------------------
+
+
+class TestRenderContentHtml:
+    def test_basic_entry(self):
+        content = "* [django](https://example.com) - A web framework."
+        html = render_content_html(content)
+        assert 'href="https://example.com"' in html
+        assert "django" in html
+        assert "A web framework." in html
+        assert 'class="entry"' in html
+
+    def test_subcategory_label(self):
+        content = "* Synchronous\n* [django](https://x.com) - Framework."
+        html = render_content_html(content)
+        assert 'class="subcat"' in html
+        assert "Synchronous" in html
+
+    def test_sub_entry(self):
+        content = "* [django](https://x.com) - Framework.\n    * [awesome-django](https://y.com)"
+        html = render_content_html(content)
+        assert 'class="entry-sub"' in html
+        assert "awesome-django" in html
+
+    def test_link_only_entry(self):
+        content = "* [tool](https://x.com)"
+        html = render_content_html(content)
+        assert 'href="https://x.com"' in html
+        assert "tool" in html
+
+
+# ---------------------------------------------------------------------------
+# parse_readme
+# ---------------------------------------------------------------------------
+
+MINIMAL_README = textwrap.dedent("""\
+    # Awesome Python
+
+    Some intro text.
+
+    ---
+
+    ## Alpha
+
+    _Libraries for alpha stuff._
+
+    - [lib-a](https://example.com/a) - Does A.
+    - [lib-b](https://example.com/b) - Does B.
+
+    ## Beta
+
+    _Tools for beta._
+
+    - [lib-c](https://example.com/c) - Does C.
+
+    # Resources
+
+    Where to discover resources.
+
+    ## Newsletters
+
+    - [News One](https://example.com/n1)
+    - [News Two](https://example.com/n2)
+
+    ## Podcasts
+
+    - [Pod One](https://example.com/p1)
+
+    # Contributing
+
+    Please contribute!
+""")
+
+
+class TestParseReadme:
+    def test_category_count(self):
+        cats, resources = parse_readme(MINIMAL_README)
+        assert len(cats) == 2
+
+    def test_resource_count(self):
+        cats, resources = parse_readme(MINIMAL_README)
+        assert len(resources) == 2
+
+    def test_category_names(self):
+        cats, _ = parse_readme(MINIMAL_README)
+        assert cats[0]["name"] == "Alpha"
+        assert cats[1]["name"] == "Beta"
+
+    def test_category_slugs(self):
+        cats, _ = parse_readme(MINIMAL_README)
+        assert cats[0]["slug"] == "alpha"
+        assert cats[1]["slug"] == "beta"
+
+    def test_category_description(self):
+        cats, _ = parse_readme(MINIMAL_README)
+        assert cats[0]["description"] == "Libraries for alpha stuff."
+        assert cats[1]["description"] == "Tools for beta."
+
+    def test_category_content_has_entries(self):
+        cats, _ = parse_readme(MINIMAL_README)
+        assert "lib-a" in cats[0]["content"]
+        assert "lib-b" in cats[0]["content"]
+
+    def test_resources_names(self):
+        _, resources = parse_readme(MINIMAL_README)
+        assert resources[0]["name"] == "Newsletters"
+        assert resources[1]["name"] == "Podcasts"
+
+    def test_resources_content(self):
+        _, resources = parse_readme(MINIMAL_README)
+        assert "News One" in resources[0]["content"]
+        assert "Pod One" in resources[1]["content"]
+
+    def test_contributing_skipped(self):
+        cats, resources = parse_readme(MINIMAL_README)
+        all_names = [c["name"] for c in cats] + [r["name"] for r in resources]
+        assert "Contributing" not in all_names
+
+    def test_no_separator(self):
+        cats, resources = parse_readme("# Just a heading\n\nSome text.\n")
+        assert cats == []
+        assert resources == []
+
+    def test_no_description(self):
+        readme = textwrap.dedent("""\
+            # Title
+
+            ---
+
+            ## NullDesc
+
+            - [item](https://x.com) - Thing.
+
+            # Resources
+
+            ## Tips
+
+            - [tip](https://x.com)
+
+            # Contributing
+
+            Done.
+        """)
+        cats, resources = parse_readme(readme)
+        assert cats[0]["description"] == ""
+        assert "item" in cats[0]["content"]
+
+
+# ---------------------------------------------------------------------------
+# parse_readme on real README
+# ---------------------------------------------------------------------------
+
+
+class TestParseRealReadme:
+    @pytest.fixture(autouse=True)
+    def load_readme(self):
+        readme_path = os.path.join(os.path.dirname(__file__), "..", "..", "README.md")
+        with open(readme_path, encoding="utf-8") as f:
+            self.readme_text = f.read()
+        self.cats, self.resources = parse_readme(self.readme_text)
+
+    def test_at_least_83_categories(self):
+        assert len(self.cats) >= 83
+
+    def test_resources_has_newsletters_and_podcasts(self):
+        names = [r["name"] for r in self.resources]
+        assert "Newsletters" in names
+        assert "Podcasts" in names
+
+    def test_contributing_not_in_results(self):
+        all_names = [c["name"] for c in self.cats] + [
+            r["name"] for r in self.resources
+        ]
+        assert "Contributing" not in all_names
+
+    def test_first_category_is_admin_panels(self):
+        assert self.cats[0]["name"] == "Admin Panels"
+        assert self.cats[0]["slug"] == "admin-panels"
+
+    def test_last_category_is_wsgi_servers(self):
+        assert self.cats[-1]["name"] == "WSGI Servers"
+        assert self.cats[-1]["slug"] == "wsgi-servers"
+
+    def test_restful_api_slug(self):
+        slugs = [c["slug"] for c in self.cats]
+        assert "restful-api" in slugs
+
+    def test_descriptions_extracted(self):
+        admin = self.cats[0]
+        assert admin["description"] == "Libraries for administrative interfaces."
+
+
+# ---------------------------------------------------------------------------
+# group_categories
+# ---------------------------------------------------------------------------
+
+
+class TestGroupCategories:
+    def test_groups_known_categories(self):
+        cats = [
+            {"name": "Web Frameworks", "slug": "web-frameworks"},
+            {"name": "Testing", "slug": "testing"},
+        ]
+        groups = group_categories(cats, [])
+        group_names = [g["name"] for g in groups]
+        assert "Web & API" in group_names
+        assert "Development Tools" in group_names
+
+    def test_ungrouped_go_to_other(self):
+        cats = [{"name": "Unknown Category", "slug": "unknown-category"}]
+        groups = group_categories(cats, [])
+        group_names = [g["name"] for g in groups]
+        assert "Other" in group_names
+
+    def test_resources_grouped(self):
+        resources = [{"name": "Newsletters", "slug": "newsletters"}]
+        groups = group_categories([], resources)
+        group_names = [g["name"] for g in groups]
+        assert "Resources" in group_names
+
+
+# ---------------------------------------------------------------------------
+# render_markdown (kept for compatibility)
+# ---------------------------------------------------------------------------
+
+
+class TestRenderMarkdown:
+    def test_renders_link_list(self):
+        from build import render_markdown
+
+        html = render_markdown("- [lib](https://example.com) - Does stuff.")
+        assert "<li>" in html
+        assert '<a href="https://example.com">lib</a>' in html
+
+    def test_renders_plain_text(self):
+        from build import render_markdown
+
+        html = render_markdown("Hello world")
+        assert "<p>Hello world</p>" in html
+
+
+# ---------------------------------------------------------------------------
+# build (integration)
+# ---------------------------------------------------------------------------
+
+
+class TestBuild:
+    def _make_repo(self, tmp_path, readme):
+        (tmp_path / "README.md").write_text(readme, encoding="utf-8")
+        tpl_dir = tmp_path / "website" / "templates"
+        tpl_dir.mkdir(parents=True)
+        (tpl_dir / "base.html").write_text(
+            "<!DOCTYPE html><html lang='en'><head><title>{% block title %}{% endblock %}</title>"
+            "<meta name='description' content='{% block description %}{% endblock %}'>"
+            "</head><body>{% block content %}{% endblock %}</body></html>",
+            encoding="utf-8",
+        )
+        (tpl_dir / "index.html").write_text(
+            '{% extends "base.html" %}{% block content %}'
+            "{% for group in groups %}"
+            '<section class="group">'
+            "<h2>{{ group.name }}</h2>"
+            "{% for cat in group.categories %}"
+            '<div class="row" id="{{ cat.slug }}">'
+            "<span>{{ cat.name }}</span>"
+            "<span>{{ cat.preview }}</span>"
+            "<span>{{ cat.entry_count }}</span>"
+            '<div class="row-content" hidden>{{ cat.content_html | safe }}</div>'
+            "</div>"
+            "{% endfor %}"
+            "</section>"
+            "{% endfor %}"
+            "{% endblock %}",
+            encoding="utf-8",
+        )
+
+    def test_build_creates_single_page(self, tmp_path):
+        readme = textwrap.dedent("""\
+            # Awesome Python
+
+            Intro.
+
+            ---
+
+            ## Widgets
+
+            _Widget libraries._
+
+            - [w1](https://example.com) - A widget.
+
+            ## Gadgets
+
+            _Gadget tools._
+
+            - [g1](https://example.com) - A gadget.
+
+            # Resources
+
+            Info.
+
+            ## Newsletters
+
+            - [NL](https://example.com)
+
+            # Contributing
+
+            Help!
+        """)
+        self._make_repo(tmp_path, readme)
+        build(str(tmp_path))
+
+        site = tmp_path / "website" / "output"
+        assert (site / "index.html").exists()
+        # No category sub-pages
+        assert not (site / "categories").exists()
+
+    def test_build_creates_cname(self, tmp_path):
+        readme = textwrap.dedent("""\
+            # T
+
+            ---
+
+            ## Only
+
+            - [x](https://x.com) - X.
+
+            # Contributing
+
+            Done.
+        """)
+        self._make_repo(tmp_path, readme)
+        build(str(tmp_path))
+
+        cname = tmp_path / "website" / "output" / "CNAME"
+        assert cname.exists()
+        assert "awesome-python.com" in cname.read_text()
+
+    def test_build_cleans_stale_output(self, tmp_path):
+        readme = textwrap.dedent("""\
+            # T
+
+            ---
+
+            ## Only
+
+            - [x](https://x.com) - X.
+
+            # Contributing
+
+            Done.
+        """)
+        self._make_repo(tmp_path, readme)
+
+        stale = tmp_path / "website" / "output" / "categories" / "stale"
+        stale.mkdir(parents=True)
+        (stale / "index.html").write_text("old", encoding="utf-8")
+
+        build(str(tmp_path))
+
+        assert not (tmp_path / "website" / "output" / "categories" / "stale").exists()
+
+    def test_index_contains_category_names(self, tmp_path):
+        readme = textwrap.dedent("""\
+            # T
+
+            ---
+
+            ## Alpha
+
+            - [a](https://x.com) - A.
+
+            ## Beta
+
+            - [b](https://x.com) - B.
+
+            # Contributing
+
+            Done.
+        """)
+        self._make_repo(tmp_path, readme)
+        build(str(tmp_path))
+
+        index_html = (tmp_path / "website" / "output" / "index.html").read_text()
+        assert "Alpha" in index_html
+        assert "Beta" in index_html
+
+    def test_index_contains_preview_text(self, tmp_path):
+        readme = textwrap.dedent("""\
+            # T
+
+            ---
+
+            ## Stuff
+
+            - [django](https://x.com) - A framework.
+            - [flask](https://x.com) - A micro.
+
+            # Contributing
+
+            Done.
+        """)
+        self._make_repo(tmp_path, readme)
+        build(str(tmp_path))
+
+        index_html = (tmp_path / "website" / "output" / "index.html").read_text()
+        assert "django" in index_html
+        assert "flask" in index_html
+
+    def test_build_with_stars_sorts_by_stars(self, tmp_path):
+        readme = textwrap.dedent("""\
+            # T
+
+            ---
+
+            ## Stuff
+
+            - [low-stars](https://github.com/org/low) - Low.
+            - [high-stars](https://github.com/org/high) - High.
+            - [no-stars](https://example.com/none) - None.
+
+            # Contributing
+
+            Done.
+        """)
+        (tmp_path / "README.md").write_text(readme, encoding="utf-8")
+
+        # Copy real templates
+        real_tpl = Path(__file__).parent / ".." / "templates"
+        tpl_dir = tmp_path / "website" / "templates"
+        shutil.copytree(real_tpl, tpl_dir)
+
+        # Create mock star data
+        data_dir = tmp_path / "website" / "data"
+        data_dir.mkdir(parents=True)
+        stars = {
+            "org/high": {"stars": 5000, "owner": "org", "fetched_at": "2026-01-01T00:00:00+00:00"},
+            "org/low": {"stars": 100, "owner": "org", "fetched_at": "2026-01-01T00:00:00+00:00"},
+        }
+        (data_dir / "github_stars.json").write_text(json.dumps(stars), encoding="utf-8")
+
+        build(str(tmp_path))
+
+        html = (tmp_path / "website" / "output" / "index.html").read_text(encoding="utf-8")
+        # Star-sorted: high-stars (5000) before low-stars (100) before no-stars (None)
+        assert html.index("high-stars") < html.index("low-stars")
+        assert html.index("low-stars") < html.index("no-stars")
+        # Formatted star counts
+        assert "5,000" in html
+        assert "100" in html
+        # Expand content present
+        assert "expand-content" in html
+
+
+# ---------------------------------------------------------------------------
+# extract_github_repo
+# ---------------------------------------------------------------------------
+
+
+class TestExtractGithubRepo:
+    def test_github_url(self):
+        assert extract_github_repo("https://github.com/psf/requests") == "psf/requests"
+
+    def test_non_github_url(self):
+        assert extract_github_repo("https://foss.heptapod.net/pypy/pypy") is None
+
+    def test_github_io_url(self):
+        assert extract_github_repo("https://user.github.io/proj") is None
+
+    def test_trailing_slash(self):
+        assert extract_github_repo("https://github.com/org/repo/") == "org/repo"
+
+    def test_deep_path(self):
+        assert extract_github_repo("https://github.com/org/repo/tree/main") is None
+
+    def test_dot_git_suffix(self):
+        assert extract_github_repo("https://github.com/org/repo.git") == "org/repo"
+
+    def test_org_only(self):
+        assert extract_github_repo("https://github.com/org") is None
+
+
+# ---------------------------------------------------------------------------
+# load_stars
+# ---------------------------------------------------------------------------
+
+
+class TestLoadStars:
+    def test_returns_empty_when_missing(self, tmp_path):
+        result = load_stars(tmp_path / "nonexistent.json")
+        assert result == {}
+
+    def test_loads_valid_json(self, tmp_path):
+        data = {"psf/requests": {"stars": 52467, "owner": "psf", "fetched_at": "2026-01-01T00:00:00+00:00"}}
+        f = tmp_path / "stars.json"
+        f.write_text(json.dumps(data), encoding="utf-8")
+        result = load_stars(f)
+        assert result["psf/requests"]["stars"] == 52467
+
+    def test_returns_empty_on_corrupt_json(self, tmp_path):
+        f = tmp_path / "stars.json"
+        f.write_text("not json", encoding="utf-8")
+        result = load_stars(f)
+        assert result == {}
+
+
+# ---------------------------------------------------------------------------
+# sort_entries
+# ---------------------------------------------------------------------------
+
+
+class TestSortEntries:
+    def test_sorts_by_stars_descending(self):
+        entries = [
+            {"name": "a", "stars": 100, "url": ""},
+            {"name": "b", "stars": 500, "url": ""},
+            {"name": "c", "stars": 200, "url": ""},
+        ]
+        result = sort_entries(entries)
+        assert [e["name"] for e in result] == ["b", "c", "a"]
+
+    def test_equal_stars_sorted_alphabetically(self):
+        entries = [
+            {"name": "beta", "stars": 100, "url": ""},
+            {"name": "alpha", "stars": 100, "url": ""},
+        ]
+        result = sort_entries(entries)
+        assert [e["name"] for e in result] == ["alpha", "beta"]
+
+    def test_no_stars_go_to_bottom(self):
+        entries = [
+            {"name": "no-stars", "stars": None, "url": ""},
+            {"name": "has-stars", "stars": 50, "url": ""},
+        ]
+        result = sort_entries(entries)
+        assert [e["name"] for e in result] == ["has-stars", "no-stars"]
+
+    def test_no_stars_sorted_alphabetically(self):
+        entries = [
+            {"name": "zebra", "stars": None, "url": ""},
+            {"name": "apple", "stars": None, "url": ""},
+        ]
+        result = sort_entries(entries)
+        assert [e["name"] for e in result] == ["apple", "zebra"]
diff --git a/website/tests/test_fetch_github_stars.py b/website/tests/test_fetch_github_stars.py
new file mode 100644
index 000000000..2465899ff
--- /dev/null
+++ b/website/tests/test_fetch_github_stars.py
@@ -0,0 +1,161 @@
+"""Tests for fetch_github_stars module."""
+
+import json
+import os
+import sys
+
+sys.path.insert(0, os.path.join(os.path.dirname(__file__), ".."))
+from fetch_github_stars import (
+    build_graphql_query,
+    extract_github_repos,
+    load_cache,
+    parse_graphql_response,
+    save_cache,
+)
+
+
+class TestExtractGithubRepos:
+    def test_extracts_owner_repo_from_github_url(self):
+        readme = "* [requests](https://github.com/psf/requests) - HTTP lib."
+        result = extract_github_repos(readme)
+        assert result == {"psf/requests"}
+
+    def test_multiple_repos(self):
+        readme = (
+            "* [requests](https://github.com/psf/requests) - HTTP.\n"
+            "* [flask](https://github.com/pallets/flask) - Micro."
+        )
+        result = extract_github_repos(readme)
+        assert result == {"psf/requests", "pallets/flask"}
+
+    def test_ignores_non_github_urls(self):
+        readme = "* [pypy](https://foss.heptapod.net/pypy/pypy) - Fast Python."
+        result = extract_github_repos(readme)
+        assert result == set()
+
+    def test_ignores_github_io_urls(self):
+        readme = "* [docs](https://user.github.io/project) - Docs site."
+        result = extract_github_repos(readme)
+        assert result == set()
+
+    def test_ignores_github_wiki_and_blob_urls(self):
+        readme = (
+            "* [wiki](https://github.com/org/repo/wiki) - Wiki.\n"
+            "* [file](https://github.com/org/repo/blob/main/f.py) - File."
+        )
+        result = extract_github_repos(readme)
+        assert result == set()
+
+    def test_handles_trailing_slash(self):
+        readme = "* [lib](https://github.com/org/repo/) - Lib."
+        result = extract_github_repos(readme)
+        assert result == {"org/repo"}
+
+    def test_deduplicates(self):
+        readme = (
+            "* [a](https://github.com/org/repo) - A.\n"
+            "* [b](https://github.com/org/repo) - B."
+        )
+        result = extract_github_repos(readme)
+        assert result == {"org/repo"}
+
+    def test_strips_fragment(self):
+        readme = "* [lib](https://github.com/org/repo#section) - Lib."
+        result = extract_github_repos(readme)
+        assert result == {"org/repo"}
+
+
+class TestLoadCache:
+    def test_returns_empty_when_missing(self, tmp_path, monkeypatch):
+        monkeypatch.setattr("fetch_github_stars.CACHE_FILE", tmp_path / "nonexistent.json")
+        result = load_cache()
+        assert result == {}
+
+    def test_loads_valid_cache(self, tmp_path, monkeypatch):
+        cache_file = tmp_path / "stars.json"
+        cache_file.write_text('{"a/b": {"stars": 1}}', encoding="utf-8")
+        monkeypatch.setattr("fetch_github_stars.CACHE_FILE", cache_file)
+        result = load_cache()
+        assert result == {"a/b": {"stars": 1}}
+
+    def test_returns_empty_on_corrupt_json(self, tmp_path, monkeypatch):
+        cache_file = tmp_path / "stars.json"
+        cache_file.write_text("not json", encoding="utf-8")
+        monkeypatch.setattr("fetch_github_stars.CACHE_FILE", cache_file)
+        result = load_cache()
+        assert result == {}
+
+
+class TestSaveCache:
+    def test_creates_directory_and_writes_json(self, tmp_path, monkeypatch):
+        data_dir = tmp_path / "data"
+        cache_file = data_dir / "stars.json"
+        monkeypatch.setattr("fetch_github_stars.DATA_DIR", data_dir)
+        monkeypatch.setattr("fetch_github_stars.CACHE_FILE", cache_file)
+        save_cache({"a/b": {"stars": 1}})
+        assert cache_file.exists()
+        assert json.loads(cache_file.read_text(encoding="utf-8")) == {"a/b": {"stars": 1}}
+
+
+class TestBuildGraphqlQuery:
+    def test_single_repo(self):
+        query = build_graphql_query(["psf/requests"])
+        assert "repository" in query
+        assert 'owner: "psf"' in query
+        assert 'name: "requests"' in query
+        assert "stargazerCount" in query
+
+    def test_multiple_repos_use_aliases(self):
+        query = build_graphql_query(["psf/requests", "pallets/flask"])
+        assert "repo_0:" in query
+        assert "repo_1:" in query
+
+    def test_empty_list(self):
+        query = build_graphql_query([])
+        assert query == ""
+
+    def test_skips_repos_with_quotes_in_name(self):
+        query = build_graphql_query(['org/"bad"'])
+        assert query == ""
+
+    def test_skips_only_bad_repos(self):
+        query = build_graphql_query(["good/repo", 'bad/"repo"'])
+        assert "good" in query
+        assert "bad" not in query
+
+
+class TestParseGraphqlResponse:
+    def test_parses_star_count_and_owner(self):
+        data = {
+            "repo_0": {
+                "stargazerCount": 52467,
+                "owner": {"login": "psf"},
+            }
+        }
+        repos = ["psf/requests"]
+        result = parse_graphql_response(data, repos)
+        assert result["psf/requests"]["stars"] == 52467
+        assert result["psf/requests"]["owner"] == "psf"
+
+    def test_skips_null_repos(self):
+        data = {"repo_0": None}
+        repos = ["deleted/repo"]
+        result = parse_graphql_response(data, repos)
+        assert result == {}
+
+    def test_handles_missing_owner(self):
+        data = {"repo_0": {"stargazerCount": 100}}
+        repos = ["org/repo"]
+        result = parse_graphql_response(data, repos)
+        assert result["org/repo"]["owner"] == ""
+
+    def test_multiple_repos(self):
+        data = {
+            "repo_0": {"stargazerCount": 100, "owner": {"login": "a"}},
+            "repo_1": {"stargazerCount": 200, "owner": {"login": "b"}},
+        }
+        repos = ["a/x", "b/y"]
+        result = parse_graphql_response(data, repos)
+        assert len(result) == 2
+        assert result["a/x"]["stars"] == 100
+        assert result["b/y"]["stars"] == 200

From cd7b8f6bb0692c46377b8c88d68975b186cff999 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 13:48:53 +0800
Subject: [PATCH 04/96] update README description and remove Resources section
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- Add 'tools' to the description tagline
- Remove the Resources TOC entry (Newsletters, Podcasts) and corresponding
  section — content is no longer relevant to the relaunched site
- Remove uv from the Environment Management section (it's now a dev dependency
  managed by pyproject.toml, not a curated list entry)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/README.md b/README.md
index 9f34e2250..d31fdfee4 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # Awesome Python
 
-An opinionated list of awesome Python frameworks, libraries, software and resources.
+An opinionated list of awesome Python frameworks, libraries, tools, software and resources.
 
 > The **#10 most-starred repo on GitHub**. Put your product where Python developers discover tools. [Become a sponsor](SPONSORSHIP.md).
 
@@ -87,9 +87,6 @@ An opinionated list of awesome Python frameworks, libraries, software and resour
 - [Web Frameworks](#web-frameworks)
 - [WebSocket](#websocket)
 - [WSGI Servers](#wsgi-servers)
-- [Resources](#resources)
-  - [Newsletters](#newsletters)
-  - [Podcasts](#podcasts)
 
 ---
 
@@ -534,7 +531,6 @@ _Libraries for Python version and virtual environment management._
 
 - [pyenv](https://github.com/pyenv/pyenv) - Simple Python version management.
 - [pyenv-win](https://github.com/pyenv-win/pyenv-win) - Pyenv for Windows, Simple Python version management.
-- [uv](https://github.com/astral-sh/uv) - An extremely fast Python package and project manager, written in Rust.
 - [virtualenv](https://github.com/pypa/virtualenv) - A tool to create isolated Python environments.
 
 ## File Manipulation

From 2fe0f5c2bd36652734425673e9d698e2b925cab4 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 13:57:26 +0800
Subject: [PATCH 05/96] ci: bump actions/checkout to v6 and
 upload-pages-artifact to v4

Co-Authored-By: Claude <noreply@anthropic.com>
---
 .github/workflows/deploy-website.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/deploy-website.yml b/.github/workflows/deploy-website.yml
index 28e254eac..66e7021e6 100644
--- a/.github/workflows/deploy-website.yml
+++ b/.github/workflows/deploy-website.yml
@@ -18,7 +18,7 @@ jobs:
   build:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v6
 
       - name: Install uv
         uses: astral-sh/setup-uv@v7
@@ -32,7 +32,7 @@ jobs:
         run: uv run python website/build.py
 
       - name: Upload artifact
-        uses: actions/upload-pages-artifact@v3
+        uses: actions/upload-pages-artifact@v4
         with:
           path: website/output/
 

From 87a16f47ead7ed523afc166eb3e73199b07c03a3 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 13:57:32 +0800
Subject: [PATCH 06/96] build: load .env in Makefile and rename fetch_stars to
 site_fetch_stats

Adds -include .env with export so environment variables (e.g. GitHub
token) are available to uv commands without manual export. Renames the
target to match the site_ prefix convention used by the other targets.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 Makefile | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/Makefile b/Makefile
index 5d6d75818..8cb7005ec 100644
--- a/Makefile
+++ b/Makefile
@@ -1,7 +1,10 @@
+-include .env
+export
+
 site_install:
 	uv sync --no-dev
 
-fetch_stars:
+site_fetch_stats:
 	uv run python website/fetch_github_stars.py
 
 site_build:

From 7eb9b11a67c523bbfb1227d0f50a2d3744a752d5 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 13:57:36 +0800
Subject: [PATCH 07/96] data: remove zipline entry from github_stars.json

Follows the removal of zipline from README.md (see bd73b1f).

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/data/github_stars.json | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/website/data/github_stars.json b/website/data/github_stars.json
index 1476651fc..c71287fd4 100644
--- a/website/data/github_stars.json
+++ b/website/data/github_stars.json
@@ -2119,11 +2119,6 @@
     "owner": "pytransitions",
     "fetched_at": "2026-03-17T20:08:08.973003+00:00"
   },
-  "quantopian/zipline": {
-    "stars": 19514,
-    "owner": "quantopian",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
-  },
   "quantumlib/Cirq": {
     "stars": 4890,
     "owner": "quantumlib",

From c5caa5a5e15e95652a70431c8eb7c2da19287a21 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 14:03:50 +0800
Subject: [PATCH 08/96] ci: hardcode deployment URL to
 https://awesome-python.com

The deploy-pages action outputs http:// despite HTTPS being enforced.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 .github/workflows/deploy-website.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/deploy-website.yml b/.github/workflows/deploy-website.yml
index 66e7021e6..e9fda8f6b 100644
--- a/.github/workflows/deploy-website.yml
+++ b/.github/workflows/deploy-website.yml
@@ -41,7 +41,7 @@ jobs:
     runs-on: ubuntu-latest
     environment:
       name: github-pages
-      url: ${{ steps.deployment.outputs.page_url }}
+      url: https://awesome-python.com/
     steps:
       - name: Deploy to GitHub Pages
         id: deployment

From 5fa7c7d1a670387dc04b6408a06e7b1a6dbbbf42 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 17:20:23 +0800
Subject: [PATCH 09/96] feat(website): add markdown-it-py README parser and
 inline renderer tests

Introduce readme_parser.py which parses README.md into structured
section data using the markdown-it-py AST. Includes TypedDicts for
ParsedEntry/ParsedSection, slugify(), render_inline_html(), and
render_inline_text(). Add test_readme_parser.py covering HTML escaping,
link rendering, emphasis, strong, and code_inline for both renderers.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/readme_parser.py            | 93 +++++++++++++++++++++++++++++
 website/tests/test_readme_parser.py | 69 +++++++++++++++++++++
 2 files changed, 162 insertions(+)
 create mode 100644 website/readme_parser.py
 create mode 100644 website/tests/test_readme_parser.py

diff --git a/website/readme_parser.py b/website/readme_parser.py
new file mode 100644
index 000000000..a98e0e0c6
--- /dev/null
+++ b/website/readme_parser.py
@@ -0,0 +1,93 @@
+"""Parse README.md into structured section data using markdown-it-py AST."""
+
+from __future__ import annotations
+
+import re
+from typing import TypedDict
+
+from markdown_it.tree import SyntaxTreeNode
+from markupsafe import escape
+
+
+class AlsoSee(TypedDict):
+    name: str
+    url: str
+
+
+class ParsedEntry(TypedDict):
+    name: str
+    url: str
+    description: str  # inline HTML, properly escaped
+    also_see: list[AlsoSee]
+
+
+class ParsedSection(TypedDict):
+    name: str
+    slug: str
+    description: str  # plain text, links resolved to text
+    content: str  # raw markdown (backward compat)
+    entries: list[ParsedEntry]
+    entry_count: int
+    preview: str
+    content_html: str  # rendered HTML, properly escaped
+
+
+# --- Slugify ----------------------------------------------------------------
+
+_SLUG_NON_ALNUM_RE = re.compile(r"[^a-z0-9\s-]")
+_SLUG_WHITESPACE_RE = re.compile(r"[\s]+")
+_SLUG_MULTI_DASH_RE = re.compile(r"-+")
+
+
+def slugify(name: str) -> str:
+    """Convert a category name to a URL-friendly slug."""
+    slug = name.lower()
+    slug = _SLUG_NON_ALNUM_RE.sub("", slug)
+    slug = _SLUG_WHITESPACE_RE.sub("-", slug.strip())
+    slug = _SLUG_MULTI_DASH_RE.sub("-", slug)
+    return slug
+
+
+# --- Inline renderers -------------------------------------------------------
+
+
+def render_inline_html(children: list[SyntaxTreeNode]) -> str:
+    """Render inline AST nodes to HTML with proper escaping."""
+    parts: list[str] = []
+    for child in children:
+        match child.type:
+            case "text":
+                parts.append(str(escape(child.content)))
+            case "softbreak":
+                parts.append(" ")
+            case "link":
+                href = str(escape(child.attrGet("href") or ""))
+                inner = render_inline_html(child.children)
+                parts.append(
+                    f'<a href="{href}" target="_blank" rel="noopener">{inner}</a>'
+                )
+            case "em":
+                parts.append(f"<em>{render_inline_html(child.children)}</em>")
+            case "strong":
+                parts.append(f"<strong>{render_inline_html(child.children)}</strong>")
+            case "code_inline":
+                parts.append(f"<code>{escape(child.content)}</code>")
+            case "html_inline":
+                parts.append(str(escape(child.content)))
+    return "".join(parts)
+
+
+def render_inline_text(children: list[SyntaxTreeNode]) -> str:
+    """Render inline AST nodes to plain text (links become their text)."""
+    parts: list[str] = []
+    for child in children:
+        match child.type:
+            case "text":
+                parts.append(child.content)
+            case "softbreak":
+                parts.append(" ")
+            case "code_inline":
+                parts.append(child.content)
+            case "em" | "strong" | "link":
+                parts.append(render_inline_text(child.children))
+    return "".join(parts)
diff --git a/website/tests/test_readme_parser.py b/website/tests/test_readme_parser.py
new file mode 100644
index 000000000..974143e51
--- /dev/null
+++ b/website/tests/test_readme_parser.py
@@ -0,0 +1,69 @@
+"""Tests for the readme_parser module."""
+
+import os
+import sys
+
+sys.path.insert(0, os.path.join(os.path.dirname(__file__), ".."))
+from readme_parser import render_inline_html, render_inline_text
+
+from markdown_it import MarkdownIt
+from markdown_it.tree import SyntaxTreeNode
+
+
+def _parse_inline(md_text: str) -> list[SyntaxTreeNode]:
+    """Helper: parse a single paragraph and return its inline children."""
+    md = MarkdownIt("commonmark")
+    root = SyntaxTreeNode(md.parse(md_text))
+    # root > paragraph > inline > children
+    return root.children[0].children[0].children
+
+
+class TestRenderInlineHtml:
+    def test_plain_text_escapes_html(self):
+        children = _parse_inline("Hello <world> & friends")
+        assert render_inline_html(children) == "Hello &lt;world&gt; &amp; friends"
+
+    def test_link_with_target(self):
+        children = _parse_inline("[name](https://example.com)")
+        html = render_inline_html(children)
+        assert 'href="https://example.com"' in html
+        assert 'target="_blank"' in html
+        assert 'rel="noopener"' in html
+        assert ">name</a>" in html
+
+    def test_emphasis(self):
+        children = _parse_inline("*italic* text")
+        assert "<em>italic</em>" in render_inline_html(children)
+
+    def test_strong(self):
+        children = _parse_inline("**bold** text")
+        assert "<strong>bold</strong>" in render_inline_html(children)
+
+    def test_code_inline(self):
+        children = _parse_inline("`some code`")
+        assert "<code>some code</code>" in render_inline_html(children)
+
+    def test_mixed_link_and_text(self):
+        children = _parse_inline("See [foo](https://x.com) for details.")
+        html = render_inline_html(children)
+        assert "See " in html
+        assert ">foo</a>" in html
+        assert " for details." in html
+
+
+class TestRenderInlineText:
+    def test_plain_text(self):
+        children = _parse_inline("Hello world")
+        assert render_inline_text(children) == "Hello world"
+
+    def test_link_becomes_text(self):
+        children = _parse_inline("See [awesome-algos](https://github.com/x/y).")
+        assert render_inline_text(children) == "See awesome-algos."
+
+    def test_emphasis_stripped(self):
+        children = _parse_inline("*italic* text")
+        assert render_inline_text(children) == "italic text"
+
+    def test_code_inline_kept(self):
+        children = _parse_inline("`code` here")
+        assert render_inline_text(children) == "code here"

From 1c67c9f0e68718cd23f885d11a9168d8d0d53980 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 17:21:49 +0800
Subject: [PATCH 10/96] feat: replace regex README parser with markdown-it-py
 AST parser

Introduce parse_readme() which uses MarkdownIt to build a full AST
instead of line-by-line regex matching. The function splits the document
at the thematic break, groups nodes by h2 heading, extracts category
descriptions from leading italic paragraphs, and separates the
Categories, Resources, and Contributing sections cleanly.

Add markdown-it-py==4.0.0 (+ mdurl) as a runtime dependency to support
the new parser.

Tests cover section counts, names, slugs, descriptions, content
presence, boundary conditions (no separator, no description), and mixed
description markup.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 pyproject.toml                      |   1 +
 uv.lock                             |  23 ++++
 website/readme_parser.py            | 167 ++++++++++++++++++++++++++++
 website/tests/test_readme_parser.py | 135 +++++++++++++++++++++-
 4 files changed, 325 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index d564cde9f..3f03420a4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,6 +7,7 @@ dependencies = [
     "httpx==0.28.1",
     "jinja2==3.1.6",
     "markdown==3.10.2",
+    "markdown-it-py==4.0.0",
 ]
 
 [dependency-groups]
diff --git a/uv.lock b/uv.lock
index 1f7b17c7c..51bd68225 100644
--- a/uv.lock
+++ b/uv.lock
@@ -22,6 +22,7 @@ dependencies = [
     { name = "httpx" },
     { name = "jinja2" },
     { name = "markdown" },
+    { name = "markdown-it-py" },
 ]
 
 [package.dev-dependencies]
@@ -35,6 +36,7 @@ requires-dist = [
     { name = "httpx", specifier = "==0.28.1" },
     { name = "jinja2", specifier = "==3.1.6" },
     { name = "markdown", specifier = "==3.10.2" },
+    { name = "markdown-it-py", specifier = "==4.0.0" },
 ]
 
 [package.metadata.requires-dev]
@@ -137,6 +139,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/1f/77fa3081e4f66ca3576c896ae5d31c3002ac6607f9747d2e3aa49227e464/markdown-3.10.2-py3-none-any.whl", hash = "sha256:e91464b71ae3ee7afd3017d9f358ef0baf158fd9a298db92f1d4761133824c36", size = 108180, upload-time = "2026-02-09T14:57:25.787Z" },
 ]
 
+[[package]]
+name = "markdown-it-py"
+version = "4.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "mdurl" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/5b/f5/4ec618ed16cc4f8fb3b701563655a69816155e79e24a17b651541804721d/markdown_it_py-4.0.0.tar.gz", hash = "sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3", size = 73070, upload-time = "2025-08-11T12:57:52.854Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl", hash = "sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147", size = 87321, upload-time = "2025-08-11T12:57:51.923Z" },
+]
+
 [[package]]
 name = "markupsafe"
 version = "3.0.3"
@@ -189,6 +203,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/70/bc/6f1c2f612465f5fa89b95bead1f44dcb607670fd42891d8fdcd5d039f4f4/markupsafe-3.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:32001d6a8fc98c8cb5c947787c5d08b0a50663d139f1305bac5885d98d9b40fa", size = 14146, upload-time = "2025-09-27T18:37:28.327Z" },
 ]
 
+[[package]]
+name = "mdurl"
+version = "0.1.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d6/54/cfe61301667036ec958cb99bd3efefba235e65cdeb9c84d24a8293ba1d90/mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba", size = 8729, upload-time = "2022-08-14T12:40:10.846Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8", size = 9979, upload-time = "2022-08-14T12:40:09.779Z" },
+]
+
 [[package]]
 name = "packaging"
 version = "26.0"
diff --git a/website/readme_parser.py b/website/readme_parser.py
index a98e0e0c6..62afd94c7 100644
--- a/website/readme_parser.py
+++ b/website/readme_parser.py
@@ -5,6 +5,7 @@
 import re
 from typing import TypedDict
 
+from markdown_it import MarkdownIt
 from markdown_it.tree import SyntaxTreeNode
 from markupsafe import escape
 
@@ -91,3 +92,169 @@ def render_inline_text(children: list[SyntaxTreeNode]) -> str:
             case "em" | "strong" | "link":
                 parts.append(render_inline_text(child.children))
     return "".join(parts)
+
+
+# --- AST helpers -------------------------------------------------------------
+
+
+def _heading_text(node: SyntaxTreeNode) -> str:
+    """Extract plain text from a heading node."""
+    for child in node.children:
+        if child.type == "inline":
+            return render_inline_text(child.children)
+    return ""
+
+
+def _extract_description(nodes: list[SyntaxTreeNode]) -> str:
+    """Extract description from the first paragraph if it's a single <em> block.
+
+    Pattern: _Libraries for foo._ -> "Libraries for foo."
+    """
+    if not nodes:
+        return ""
+    first = nodes[0]
+    if first.type != "paragraph":
+        return ""
+    for child in first.children:
+        if child.type == "inline" and len(child.children) == 1:
+            em = child.children[0]
+            if em.type == "em":
+                return render_inline_text(em.children)
+    return ""
+
+
+def _has_description(nodes: list[SyntaxTreeNode]) -> bool:
+    """Check if the first node is a description paragraph (_italic text_)."""
+    if not nodes:
+        return False
+    first = nodes[0]
+    if first.type != "paragraph":
+        return False
+    for child in first.children:
+        if child.type == "inline" and len(child.children) == 1:
+            if child.children[0].type == "em":
+                return True
+    return False
+
+
+def _nodes_to_raw_markdown(nodes: list[SyntaxTreeNode], source_lines: list[str]) -> str:
+    """Extract raw markdown text for AST nodes using source line mappings."""
+    if not nodes:
+        return ""
+    start_line = None
+    end_line = None
+    for node in nodes:
+        node_map = node.map
+        if node_map is not None:
+            if start_line is None or node_map[0] < start_line:
+                start_line = node_map[0]
+            if end_line is None or node_map[1] > end_line:
+                end_line = node_map[1]
+    if start_line is None:
+        return ""
+    return "\n".join(source_lines[start_line:end_line]).strip()
+
+
+# --- Stubs for Tasks 3 & 4 (replace in later tasks) -------------------------
+
+
+def _parse_section_entries(content_nodes: list[SyntaxTreeNode]) -> list[ParsedEntry]:
+    return []
+
+
+def _render_section_html(content_nodes: list[SyntaxTreeNode]) -> str:
+    return ""
+
+
+# --- Section splitting -------------------------------------------------------
+
+
+def _group_by_h2(
+    nodes: list[SyntaxTreeNode],
+    source_lines: list[str],
+) -> list[ParsedSection]:
+    """Group AST nodes into sections by h2 headings."""
+    sections: list[ParsedSection] = []
+    current_name: str | None = None
+    current_body: list[SyntaxTreeNode] = []
+
+    def flush() -> None:
+        nonlocal current_name
+        if current_name is None:
+            return
+        desc = _extract_description(current_body)
+        content_nodes = current_body[1:] if _has_description(current_body) else current_body
+        content = _nodes_to_raw_markdown(content_nodes, source_lines)
+        entries = _parse_section_entries(content_nodes)
+        entry_count = len(entries) + sum(len(e["also_see"]) for e in entries)
+        preview = ", ".join(e["name"] for e in entries[:4])
+        content_html = _render_section_html(content_nodes)
+
+        sections.append(ParsedSection(
+            name=current_name,
+            slug=slugify(current_name),
+            description=desc,
+            content=content,
+            entries=entries,
+            entry_count=entry_count,
+            preview=preview,
+            content_html=content_html,
+        ))
+        current_name = None
+
+    for node in nodes:
+        if node.type == "heading" and node.tag == "h2":
+            flush()
+            current_name = _heading_text(node)
+            current_body = []
+        elif current_name is not None:
+            current_body.append(node)
+
+    flush()
+    return sections
+
+
+def parse_readme(text: str) -> tuple[list[ParsedSection], list[ParsedSection]]:
+    """Parse README.md text into categories and resources.
+
+    Returns (categories, resources) where each is a list of ParsedSection dicts.
+    """
+    md = MarkdownIt("commonmark")
+    tokens = md.parse(text)
+    root = SyntaxTreeNode(tokens)
+    source_lines = text.split("\n")
+    children = root.children
+
+    # Find thematic break (---)
+    hr_idx = None
+    for i, node in enumerate(children):
+        if node.type == "hr":
+            hr_idx = i
+            break
+    if hr_idx is None:
+        return [], []
+
+    # Find # Resources and # Contributing boundaries
+    resources_idx = None
+    contributing_idx = None
+    for i, node in enumerate(children):
+        if node.type == "heading" and node.tag == "h1":
+            text_content = _heading_text(node)
+            if text_content == "Resources":
+                resources_idx = i
+            elif text_content == "Contributing":
+                contributing_idx = i
+
+    # Slice into category and resource ranges
+    cat_end = resources_idx or contributing_idx or len(children)
+    cat_nodes = children[hr_idx + 1 : cat_end]
+
+    res_nodes: list[SyntaxTreeNode] = []
+    if resources_idx is not None:
+        res_end = contributing_idx or len(children)
+        res_nodes = children[resources_idx + 1 : res_end]
+
+    categories = _group_by_h2(cat_nodes, source_lines)
+    resources = _group_by_h2(res_nodes, source_lines)
+
+    return categories, resources
diff --git a/website/tests/test_readme_parser.py b/website/tests/test_readme_parser.py
index 974143e51..3f32e8448 100644
--- a/website/tests/test_readme_parser.py
+++ b/website/tests/test_readme_parser.py
@@ -2,9 +2,10 @@
 
 import os
 import sys
+import textwrap
 
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), ".."))
-from readme_parser import render_inline_html, render_inline_text
+from readme_parser import parse_readme, render_inline_html, render_inline_text
 
 from markdown_it import MarkdownIt
 from markdown_it.tree import SyntaxTreeNode
@@ -67,3 +68,135 @@ def test_emphasis_stripped(self):
     def test_code_inline_kept(self):
         children = _parse_inline("`code` here")
         assert render_inline_text(children) == "code here"
+
+
+MINIMAL_README = textwrap.dedent("""\
+    # Awesome Python
+
+    Some intro text.
+
+    ---
+
+    ## Alpha
+
+    _Libraries for alpha stuff._
+
+    - [lib-a](https://example.com/a) - Does A.
+    - [lib-b](https://example.com/b) - Does B.
+
+    ## Beta
+
+    _Tools for beta._
+
+    - [lib-c](https://example.com/c) - Does C.
+
+    # Resources
+
+    Where to discover resources.
+
+    ## Newsletters
+
+    - [News One](https://example.com/n1)
+    - [News Two](https://example.com/n2)
+
+    ## Podcasts
+
+    - [Pod One](https://example.com/p1)
+
+    # Contributing
+
+    Please contribute!
+""")
+
+
+class TestParseReadmeSections:
+    def test_category_count(self):
+        cats, resources = parse_readme(MINIMAL_README)
+        assert len(cats) == 2
+
+    def test_resource_count(self):
+        cats, resources = parse_readme(MINIMAL_README)
+        assert len(resources) == 2
+
+    def test_category_names(self):
+        cats, _ = parse_readme(MINIMAL_README)
+        assert cats[0]["name"] == "Alpha"
+        assert cats[1]["name"] == "Beta"
+
+    def test_category_slugs(self):
+        cats, _ = parse_readme(MINIMAL_README)
+        assert cats[0]["slug"] == "alpha"
+        assert cats[1]["slug"] == "beta"
+
+    def test_category_description(self):
+        cats, _ = parse_readme(MINIMAL_README)
+        assert cats[0]["description"] == "Libraries for alpha stuff."
+        assert cats[1]["description"] == "Tools for beta."
+
+    def test_category_content_has_entries(self):
+        cats, _ = parse_readme(MINIMAL_README)
+        assert "lib-a" in cats[0]["content"]
+        assert "lib-b" in cats[0]["content"]
+
+    def test_resource_names(self):
+        _, resources = parse_readme(MINIMAL_README)
+        assert resources[0]["name"] == "Newsletters"
+        assert resources[1]["name"] == "Podcasts"
+
+    def test_resource_content(self):
+        _, resources = parse_readme(MINIMAL_README)
+        assert "News One" in resources[0]["content"]
+        assert "Pod One" in resources[1]["content"]
+
+    def test_contributing_skipped(self):
+        cats, resources = parse_readme(MINIMAL_README)
+        all_names = [c["name"] for c in cats] + [r["name"] for r in resources]
+        assert "Contributing" not in all_names
+
+    def test_no_separator(self):
+        cats, resources = parse_readme("# Just a heading\n\nSome text.\n")
+        assert cats == []
+        assert resources == []
+
+    def test_no_description(self):
+        readme = textwrap.dedent("""\
+            # Title
+
+            ---
+
+            ## NullDesc
+
+            - [item](https://x.com) - Thing.
+
+            # Resources
+
+            ## Tips
+
+            - [tip](https://x.com)
+
+            # Contributing
+
+            Done.
+        """)
+        cats, resources = parse_readme(readme)
+        assert cats[0]["description"] == ""
+        assert "item" in cats[0]["content"]
+
+    def test_description_with_link_stripped(self):
+        readme = textwrap.dedent("""\
+            # T
+
+            ---
+
+            ## Algos
+
+            _Algorithms. Also see [awesome-algos](https://example.com)._
+
+            - [lib](https://x.com) - Lib.
+
+            # Contributing
+
+            Done.
+        """)
+        cats, _ = parse_readme(readme)
+        assert cats[0]["description"] == "Algorithms. Also see awesome-algos."

From 3d015bc63026635087701358237d9ddb60fb67d7 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 17:23:11 +0800
Subject: [PATCH 11/96] feat(parser): implement entry extraction from bullet
 list AST nodes

Replace _parse_section_entries stub with full implementation that walks
bullet_list AST nodes to extract ParsedEntry records, including support
for subcategory labels (text-only list items) and also_see nested links.

Add _parse_list_entries, helper finders (_find_inline, _find_first_link,
_find_child), and _extract_description_html with separator stripping.

Extend test suite with TestParseSectionEntries covering flat entries,
link-only entries, subcategorized entries, also_see, entry_count, preview
first-four, and XSS escaping in description HTML.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/readme_parser.py            | 114 +++++++++++++++++++++++++++-
 website/tests/test_readme_parser.py | 105 ++++++++++++++++++++++++-
 2 files changed, 216 insertions(+), 3 deletions(-)

diff --git a/website/readme_parser.py b/website/readme_parser.py
index 62afd94c7..71a36742b 100644
--- a/website/readme_parser.py
+++ b/website/readme_parser.py
@@ -155,11 +155,121 @@ def _nodes_to_raw_markdown(nodes: list[SyntaxTreeNode], source_lines: list[str])
     return "\n".join(source_lines[start_line:end_line]).strip()
 
 
-# --- Stubs for Tasks 3 & 4 (replace in later tasks) -------------------------
+# --- Entry extraction --------------------------------------------------------
+
+_DESC_SEP_RE = re.compile(r"^\s*[-\u2013\u2014]\s*")
+
+
+def _find_inline(node: SyntaxTreeNode) -> SyntaxTreeNode | None:
+    """Find the inline node in a list_item's paragraph."""
+    for child in node.children:
+        if child.type == "paragraph":
+            for sub in child.children:
+                if sub.type == "inline":
+                    return sub
+    return None
+
+
+def _find_first_link(inline: SyntaxTreeNode) -> SyntaxTreeNode | None:
+    """Find the first link node among inline children."""
+    for child in inline.children:
+        if child.type == "link":
+            return child
+    return None
+
+
+def _find_child(node: SyntaxTreeNode, child_type: str) -> SyntaxTreeNode | None:
+    """Find first direct child of a given type."""
+    for child in node.children:
+        if child.type == child_type:
+            return child
+    return None
+
+
+def _extract_description_html(inline: SyntaxTreeNode, first_link: SyntaxTreeNode) -> str:
+    """Extract description HTML from inline content after the first link.
+
+    AST: [link("name"), text(" - Description.")]  ->  "Description."
+    The separator (- / en-dash / em-dash) is stripped.
+    """
+    link_idx = next((i for i, c in enumerate(inline.children) if c is first_link), None)
+    if link_idx is None:
+        return ""
+    desc_children = inline.children[link_idx + 1 :]
+    if not desc_children:
+        return ""
+    html = render_inline_html(desc_children)
+    return _DESC_SEP_RE.sub("", html)
+
+
+def _parse_list_entries(bullet_list: SyntaxTreeNode) -> list[ParsedEntry]:
+    """Extract entries from a bullet_list AST node.
+
+    Handles three patterns:
+    - Text-only list_item -> subcategory label -> recurse into nested list
+    - Link list_item with nested link-only items -> entry with also_see
+    - Link list_item without nesting -> simple entry
+    """
+    entries: list[ParsedEntry] = []
+
+    for list_item in bullet_list.children:
+        if list_item.type != "list_item":
+            continue
+
+        inline = _find_inline(list_item)
+        if inline is None:
+            continue
+
+        first_link = _find_first_link(inline)
+
+        if first_link is None:
+            # Subcategory label — recurse into nested bullet_list
+            nested = _find_child(list_item, "bullet_list")
+            if nested:
+                entries.extend(_parse_list_entries(nested))
+            continue
+
+        # Entry with a link
+        name = render_inline_text(first_link.children)
+        url = first_link.attrGet("href") or ""
+        desc_html = _extract_description_html(inline, first_link)
+
+        # Collect also_see from nested bullet_list
+        also_see: list[AlsoSee] = []
+        nested = _find_child(list_item, "bullet_list")
+        if nested:
+            for sub_item in nested.children:
+                if sub_item.type != "list_item":
+                    continue
+                sub_inline = _find_inline(sub_item)
+                if sub_inline:
+                    sub_link = _find_first_link(sub_inline)
+                    if sub_link:
+                        also_see.append(AlsoSee(
+                            name=render_inline_text(sub_link.children),
+                            url=sub_link.attrGet("href") or "",
+                        ))
+
+        entries.append(ParsedEntry(
+            name=name,
+            url=url,
+            description=desc_html,
+            also_see=also_see,
+        ))
+
+    return entries
 
 
 def _parse_section_entries(content_nodes: list[SyntaxTreeNode]) -> list[ParsedEntry]:
-    return []
+    """Extract all entries from a section's content nodes."""
+    entries: list[ParsedEntry] = []
+    for node in content_nodes:
+        if node.type == "bullet_list":
+            entries.extend(_parse_list_entries(node))
+    return entries
+
+
+# --- Content HTML rendering (stub for Task 4) --------------------------------
 
 
 def _render_section_html(content_nodes: list[SyntaxTreeNode]) -> str:
diff --git a/website/tests/test_readme_parser.py b/website/tests/test_readme_parser.py
index 3f32e8448..f0f53e92f 100644
--- a/website/tests/test_readme_parser.py
+++ b/website/tests/test_readme_parser.py
@@ -5,7 +5,7 @@
 import textwrap
 
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), ".."))
-from readme_parser import parse_readme, render_inline_html, render_inline_text
+from readme_parser import _parse_section_entries, parse_readme, render_inline_html, render_inline_text
 
 from markdown_it import MarkdownIt
 from markdown_it.tree import SyntaxTreeNode
@@ -200,3 +200,106 @@ def test_description_with_link_stripped(self):
         """)
         cats, _ = parse_readme(readme)
         assert cats[0]["description"] == "Algorithms. Also see awesome-algos."
+
+
+def _content_nodes(md_text: str) -> list[SyntaxTreeNode]:
+    """Helper: parse markdown and return all block nodes."""
+    md = MarkdownIt("commonmark")
+    root = SyntaxTreeNode(md.parse(md_text))
+    return root.children
+
+
+class TestParseSectionEntries:
+    def test_flat_entries(self):
+        nodes = _content_nodes(
+            "- [django](https://example.com/d) - A web framework.\n"
+            "- [flask](https://example.com/f) - A micro framework.\n"
+        )
+        entries = _parse_section_entries(nodes)
+        assert len(entries) == 2
+        assert entries[0]["name"] == "django"
+        assert entries[0]["url"] == "https://example.com/d"
+        assert "web framework" in entries[0]["description"]
+        assert entries[0]["also_see"] == []
+        assert entries[1]["name"] == "flask"
+
+    def test_link_only_entry(self):
+        nodes = _content_nodes("- [tool](https://x.com)\n")
+        entries = _parse_section_entries(nodes)
+        assert len(entries) == 1
+        assert entries[0]["name"] == "tool"
+        assert entries[0]["description"] == ""
+
+    def test_subcategorized_entries(self):
+        nodes = _content_nodes(
+            "- Algorithms\n"
+            "  - [algos](https://x.com/a) - Algo lib.\n"
+            "  - [sorts](https://x.com/s) - Sort lib.\n"
+            "- Design Patterns\n"
+            "  - [patterns](https://x.com/p) - Pattern lib.\n"
+        )
+        entries = _parse_section_entries(nodes)
+        assert len(entries) == 3
+        assert entries[0]["name"] == "algos"
+        assert entries[2]["name"] == "patterns"
+
+    def test_also_see_sub_entries(self):
+        nodes = _content_nodes(
+            "- [asyncio](https://docs.python.org/3/library/asyncio.html) - Async I/O.\n"
+            "  - [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)\n"
+            "- [trio](https://github.com/python-trio/trio) - Friendly async.\n"
+        )
+        entries = _parse_section_entries(nodes)
+        assert len(entries) == 2
+        assert entries[0]["name"] == "asyncio"
+        assert len(entries[0]["also_see"]) == 1
+        assert entries[0]["also_see"][0]["name"] == "awesome-asyncio"
+        assert entries[1]["name"] == "trio"
+        assert entries[1]["also_see"] == []
+
+    def test_entry_count_includes_also_see(self):
+        readme = textwrap.dedent("""\
+            # T
+
+            ---
+
+            ## Async
+
+            - [asyncio](https://x.com) - Async I/O.
+              - [awesome-asyncio](https://y.com)
+            - [trio](https://z.com) - Friendly async.
+
+            # Contributing
+
+            Done.
+        """)
+        cats, _ = parse_readme(readme)
+        # 2 main entries + 1 also_see = 3
+        assert cats[0]["entry_count"] == 3
+
+    def test_preview_first_four_names(self):
+        readme = textwrap.dedent("""\
+            # T
+
+            ---
+
+            ## Libs
+
+            - [alpha](https://x.com) - A.
+            - [beta](https://x.com) - B.
+            - [gamma](https://x.com) - C.
+            - [delta](https://x.com) - D.
+            - [epsilon](https://x.com) - E.
+
+            # Contributing
+
+            Done.
+        """)
+        cats, _ = parse_readme(readme)
+        assert cats[0]["preview"] == "alpha, beta, gamma, delta"
+
+    def test_description_html_escapes_xss(self):
+        nodes = _content_nodes('- [lib](https://x.com) - A <script>alert(1)</script> lib.\n')
+        entries = _parse_section_entries(nodes)
+        assert "<script>" not in entries[0]["description"]
+        assert "&lt;script&gt;" in entries[0]["description"]

From a83809886c3fe8281ebcb4c814ab3568e6a93cba Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 17:24:24 +0800
Subject: [PATCH 12/96] feat: implement HTML rendering for readme sections

Replace the _render_section_html stub with a working implementation that
converts parsed bullet-list nodes into classed div elements (entry,
entry-sub, subcat). Add _render_bullet_list_html to handle nested
structure and XSS escaping. Cover all cases with a new
TestRenderSectionHtml suite.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/readme_parser.py            | 60 ++++++++++++++++++++++++++++-
 website/tests/test_readme_parser.py | 53 ++++++++++++++++++++++++-
 2 files changed, 110 insertions(+), 3 deletions(-)

diff --git a/website/readme_parser.py b/website/readme_parser.py
index 71a36742b..2f4ac5c85 100644
--- a/website/readme_parser.py
+++ b/website/readme_parser.py
@@ -269,11 +269,67 @@ def _parse_section_entries(content_nodes: list[SyntaxTreeNode]) -> list[ParsedEn
     return entries
 
 
-# --- Content HTML rendering (stub for Task 4) --------------------------------
+# --- Content HTML rendering --------------------------------------------------
+
+
+def _render_bullet_list_html(
+    bullet_list: SyntaxTreeNode,
+    *,
+    is_sub: bool = False,
+) -> str:
+    """Render a bullet_list node to HTML with entry/entry-sub/subcat classes."""
+    out: list[str] = []
+
+    for list_item in bullet_list.children:
+        if list_item.type != "list_item":
+            continue
+
+        inline = _find_inline(list_item)
+        if inline is None:
+            continue
+
+        first_link = _find_first_link(inline)
+
+        if first_link is None:
+            # Subcategory label
+            label = str(escape(render_inline_text(inline.children)))
+            out.append(f'<div class="subcat">{label}</div>')
+            nested = _find_child(list_item, "bullet_list")
+            if nested:
+                out.append(_render_bullet_list_html(nested, is_sub=False))
+            continue
+
+        # Entry with a link
+        name = str(escape(render_inline_text(first_link.children)))
+        url = str(escape(first_link.attrGet("href") or ""))
+
+        if is_sub:
+            out.append(f'<div class="entry-sub"><a href="{url}">{name}</a></div>')
+        else:
+            desc = _extract_description_html(inline, first_link)
+            if desc:
+                out.append(
+                    f'<div class="entry"><a href="{url}">{name}</a>'
+                    f'<span class="sep">&mdash;</span>{desc}</div>'
+                )
+            else:
+                out.append(f'<div class="entry"><a href="{url}">{name}</a></div>')
+
+        # Nested items under an entry with a link are sub-entries
+        nested = _find_child(list_item, "bullet_list")
+        if nested:
+            out.append(_render_bullet_list_html(nested, is_sub=True))
+
+    return "\n".join(out)
 
 
 def _render_section_html(content_nodes: list[SyntaxTreeNode]) -> str:
-    return ""
+    """Render a section's content nodes to HTML."""
+    parts: list[str] = []
+    for node in content_nodes:
+        if node.type == "bullet_list":
+            parts.append(_render_bullet_list_html(node))
+    return "\n".join(parts)
 
 
 # --- Section splitting -------------------------------------------------------
diff --git a/website/tests/test_readme_parser.py b/website/tests/test_readme_parser.py
index f0f53e92f..06a29900a 100644
--- a/website/tests/test_readme_parser.py
+++ b/website/tests/test_readme_parser.py
@@ -5,7 +5,13 @@
 import textwrap
 
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), ".."))
-from readme_parser import _parse_section_entries, parse_readme, render_inline_html, render_inline_text
+from readme_parser import (
+    _parse_section_entries,
+    _render_section_html,
+    parse_readme,
+    render_inline_html,
+    render_inline_text,
+)
 
 from markdown_it import MarkdownIt
 from markdown_it.tree import SyntaxTreeNode
@@ -303,3 +309,48 @@ def test_description_html_escapes_xss(self):
         entries = _parse_section_entries(nodes)
         assert "<script>" not in entries[0]["description"]
         assert "&lt;script&gt;" in entries[0]["description"]
+
+
+class TestRenderSectionHtml:
+    def test_basic_entry(self):
+        nodes = _content_nodes("- [django](https://example.com) - A web framework.\n")
+        html = _render_section_html(nodes)
+        assert 'class="entry"' in html
+        assert 'href="https://example.com"' in html
+        assert "django" in html
+        assert "A web framework." in html
+
+    def test_subcategory_label(self):
+        nodes = _content_nodes(
+            "- Synchronous\n  - [django](https://x.com) - Framework.\n"
+        )
+        html = _render_section_html(nodes)
+        assert 'class="subcat"' in html
+        assert "Synchronous" in html
+        assert 'class="entry"' in html
+
+    def test_sub_entry(self):
+        nodes = _content_nodes(
+            "- [django](https://x.com) - Framework.\n"
+            "  - [awesome-django](https://y.com)\n"
+        )
+        html = _render_section_html(nodes)
+        assert 'class="entry-sub"' in html
+        assert "awesome-django" in html
+
+    def test_link_only_entry(self):
+        nodes = _content_nodes("- [tool](https://x.com)\n")
+        html = _render_section_html(nodes)
+        assert 'class="entry"' in html
+        assert 'href="https://x.com"' in html
+        assert "tool" in html
+
+    def test_xss_escaped_in_name(self):
+        nodes = _content_nodes('- [<img onerror=alert(1)>](https://x.com) - Bad.\n')
+        html = _render_section_html(nodes)
+        assert "onerror" not in html or "&" in html
+
+    def test_xss_escaped_in_subcat(self):
+        nodes = _content_nodes("- <script>alert(1)</script>\n")
+        html = _render_section_html(nodes)
+        assert "<script>" not in html

From 03ac212880d2e27bdeccfdcacfec0e090aafdfd4 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 17:25:12 +0800
Subject: [PATCH 13/96] test: add integration tests against the real README.md

Adds TestParseRealReadme covering category count, slug generation,
descriptions, entry counts, previews, content HTML, subcategory
rendering, also-see links, and description link stripping.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/tests/test_readme_parser.py | 66 +++++++++++++++++++++++++++++
 1 file changed, 66 insertions(+)

diff --git a/website/tests/test_readme_parser.py b/website/tests/test_readme_parser.py
index 06a29900a..41d71b5d1 100644
--- a/website/tests/test_readme_parser.py
+++ b/website/tests/test_readme_parser.py
@@ -4,6 +4,8 @@
 import sys
 import textwrap
 
+import pytest
+
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), ".."))
 from readme_parser import (
     _parse_section_entries,
@@ -354,3 +356,67 @@ def test_xss_escaped_in_subcat(self):
         nodes = _content_nodes("- <script>alert(1)</script>\n")
         html = _render_section_html(nodes)
         assert "<script>" not in html
+
+
+class TestParseRealReadme:
+    @pytest.fixture(autouse=True)
+    def load_readme(self):
+        readme_path = os.path.join(os.path.dirname(__file__), "..", "..", "README.md")
+        with open(readme_path, encoding="utf-8") as f:
+            self.readme_text = f.read()
+        self.cats, self.resources = parse_readme(self.readme_text)
+
+    def test_at_least_83_categories(self):
+        assert len(self.cats) >= 83
+
+    def test_resources_has_newsletters_and_podcasts(self):
+        names = [r["name"] for r in self.resources]
+        assert "Newsletters" in names
+        assert "Podcasts" in names
+
+    def test_contributing_not_in_results(self):
+        all_names = [c["name"] for c in self.cats] + [r["name"] for r in self.resources]
+        assert "Contributing" not in all_names
+
+    def test_first_category_is_admin_panels(self):
+        assert self.cats[0]["name"] == "Admin Panels"
+        assert self.cats[0]["slug"] == "admin-panels"
+
+    def test_last_category_is_wsgi_servers(self):
+        assert self.cats[-1]["name"] == "WSGI Servers"
+        assert self.cats[-1]["slug"] == "wsgi-servers"
+
+    def test_restful_api_slug(self):
+        slugs = [c["slug"] for c in self.cats]
+        assert "restful-api" in slugs
+
+    def test_descriptions_extracted(self):
+        admin = self.cats[0]
+        assert admin["description"] == "Libraries for administrative interfaces."
+
+    def test_entry_counts_nonzero(self):
+        for cat in self.cats:
+            assert cat["entry_count"] > 0, f"{cat['name']} has 0 entries"
+
+    def test_previews_nonempty(self):
+        for cat in self.cats:
+            assert cat["preview"], f"{cat['name']} has empty preview"
+
+    def test_content_html_nonempty(self):
+        for cat in self.cats:
+            assert cat["content_html"], f"{cat['name']} has empty content_html"
+
+    def test_algorithms_has_subcategories(self):
+        algos = next(c for c in self.cats if c["name"] == "Algorithms and Design Patterns")
+        assert 'class="subcat"' in algos["content_html"]
+
+    def test_async_has_also_see(self):
+        async_cat = next(c for c in self.cats if c["name"] == "Asynchronous Programming")
+        asyncio_entry = next(e for e in async_cat["entries"] if e["name"] == "asyncio")
+        assert len(asyncio_entry["also_see"]) >= 1
+        assert asyncio_entry["also_see"][0]["name"] == "awesome-asyncio"
+
+    def test_description_links_stripped_to_text(self):
+        algos = next(c for c in self.cats if c["name"] == "Algorithms and Design Patterns")
+        assert "awesome-algorithms" in algos["description"]
+        assert "https://" not in algos["description"]

From 0f374970dd6dce9c8827912a191da79fa0c3a5ec Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 17:27:14 +0800
Subject: [PATCH 14/96] refactor: extract parsing logic from build.py into
 readme_parser module

slugify, parse_readme, count_entries, extract_preview, render_content_html,
and related helpers are moved to a dedicated readme_parser module.
build.py now imports from readme_parser rather than defining these inline.
Tests for the removed functions are dropped from test_build.py since they
now live with the module they test.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/build.py            | 286 +++---------------------------------
 website/tests/test_build.py | 266 +--------------------------------
 2 files changed, 20 insertions(+), 532 deletions(-)

diff --git a/website/build.py b/website/build.py
index b8340eb5d..5d9290b9a 100644
--- a/website/build.py
+++ b/website/build.py
@@ -7,9 +7,10 @@
 from pathlib import Path
 from typing import TypedDict
 
-import markdown
 from jinja2 import Environment, FileSystemLoader
 
+from readme_parser import parse_readme, slugify
+
 # Thematic grouping of categories. Each category name must match exactly
 # as it appears in README.md (the ## heading text).
 SECTION_GROUPS: list[tuple[str, list[str]]] = [
@@ -67,217 +68,6 @@
 ]
 
 
-def slugify(name: str) -> str:
-    """Convert a category name to a URL-friendly slug."""
-    slug = name.lower()
-    slug = re.sub(r"[^a-z0-9\s-]", "", slug)
-    slug = re.sub(r"[\s]+", "-", slug.strip())
-    slug = re.sub(r"-+", "-", slug)
-    return slug
-
-
-def count_entries(content: str) -> int:
-    """Count library entries (lines starting with * [ or - [) in a content block."""
-    return sum(1 for line in content.split("\n") if re.match(r"\s*[-*]\s+\[", line))
-
-
-def extract_preview(content: str, *, max_names: int = 4) -> str:
-    """Extract first N main library names from markdown content for preview text.
-
-    Only includes top-level or single-indent entries (indent <= 3 spaces),
-    skipping subcategory labels (items without links) and deep sub-entries.
-    """
-    names = []
-    for m in re.finditer(r"^(\s*)[-*]\s+\[([^\]]+)\]", content, re.MULTILINE):
-        indent_len = len(m.group(1))
-        if indent_len > 3:
-            continue
-        names.append(m.group(2))
-        if len(names) >= max_names:
-            break
-    return ", ".join(names)
-
-
-def render_content_html(content: str) -> str:
-    """Render category markdown content to HTML with subcategory detection.
-
-    Lines that are list items without links (e.g., "- Synchronous") are
-    treated as subcategory headers and rendered as bold dividers.
-
-    Indent levels in the README:
-    - 0 spaces: top-level entry or subcategory label
-    - 2 spaces: entry under a subcategory (still a main entry)
-    - 4+ spaces: sub-entry (e.g., awesome-django under django)
-    """
-    lines = content.split("\n")
-    out: list[str] = []
-
-    for line in lines:
-        stripped = line.strip()
-        indent_len = len(line) - len(line.lstrip())
-
-        # Detect subcategory labels: list items without links
-        m = re.match(r"^[-*]\s+(.+)$", stripped)
-        if m and "[" not in stripped:
-            label = m.group(1)
-            out.append(f'<div class="subcat">{label}</div>')
-            continue
-
-        # Entry with link and description: * [name](url) - Description.
-        m = re.match(
-            r"^\s*[-*]\s+\[([^\]]+)\]\(([^)]+)\)\s*[-\u2013\u2014]\s*(.+)$",
-            line,
-        )
-        if m:
-            name, url, desc = m.groups()
-            if indent_len > 3:
-                out.append(
-                    f'<div class="entry-sub">'
-                    f'<a href="{url}">{name}</a>'
-                    f"</div>"
-                )
-            else:
-                out.append(
-                    f'<div class="entry">'
-                    f'<a href="{url}">{name}</a>'
-                    f'<span class="sep">&mdash;</span>{desc}'
-                    f"</div>"
-                )
-            continue
-
-        # Link-only entry (no description): * [name](url)
-        m = re.match(r"^\s*[-*]\s+\[([^\]]+)\]\(([^)]+)\)\s*$", line)
-        if m:
-            name, url = m.groups()
-            if indent_len > 3:
-                out.append(
-                    f'<div class="entry-sub">'
-                    f'<a href="{url}">{name}</a>'
-                    f"</div>"
-                )
-            else:
-                out.append(
-                    f'<div class="entry">'
-                    f'<a href="{url}">{name}</a>'
-                    f"</div>"
-                )
-            continue
-
-    return "\n".join(out)
-
-
-def parse_readme(text: str) -> tuple[list[dict], list[dict]]:
-    """Parse README.md text into categories and resources.
-
-    Returns:
-        (categories, resources) where each is a list of dicts with keys:
-        name, slug, description, content
-    """
-    lines = text.split("\n")
-
-    separator_idx = None
-    for i, line in enumerate(lines):
-        if line.strip() == "---" and i > 0:
-            separator_idx = i
-            break
-
-    if separator_idx is None:
-        return [], []
-
-    resources_idx = None
-    contributing_idx = None
-    for i, line in enumerate(lines):
-        if line.strip() == "# Resources":
-            resources_idx = i
-        elif line.strip() == "# Contributing":
-            contributing_idx = i
-
-    cat_end = resources_idx if resources_idx is not None else len(lines)
-    category_lines = lines[separator_idx + 1 : cat_end]
-
-    resource_lines = []
-    if resources_idx is not None:
-        res_end = contributing_idx if contributing_idx is not None else len(lines)
-        resource_lines = lines[resources_idx:res_end]
-
-    categories = _extract_sections(category_lines, level=2)
-    resources = _extract_sections(resource_lines, level=2)
-
-    return categories, resources
-
-
-def _extract_sections(lines: list[str], *, level: int) -> list[dict]:
-    """Extract ## sections from a block of lines."""
-    prefix = "#" * level + " "
-    sections = []
-    current_name = None
-    current_lines: list[str] = []
-
-    for line in lines:
-        if line.startswith(prefix) and not line.startswith(prefix + "#"):
-            if current_name is not None:
-                sections.append(_build_section(current_name, current_lines))
-            current_name = line[len(prefix) :].strip()
-            current_lines = []
-        elif current_name is not None:
-            current_lines.append(line)
-
-    if current_name is not None:
-        sections.append(_build_section(current_name, current_lines))
-
-    return sections
-
-
-def _build_section(name: str, lines: list[str]) -> dict:
-    """Build a section dict from a name and its content lines."""
-    while lines and not lines[0].strip():
-        lines = lines[1:]
-    while lines and not lines[-1].strip():
-        lines = lines[:-1]
-
-    description = ""
-    content_lines = lines
-    if lines:
-        m = re.match(r"^_(.+)_$", lines[0].strip())
-        if m:
-            description = m.group(1)
-            content_lines = lines[1:]
-            while content_lines and not content_lines[0].strip():
-                content_lines = content_lines[1:]
-
-    content = "\n".join(content_lines).strip()
-
-    return {
-        "name": name,
-        "slug": slugify(name),
-        "description": description,
-        "content": content,
-    }
-
-
-def render_markdown(text: str) -> str:
-    """Render markdown text to HTML."""
-    md = markdown.Markdown(extensions=["extra"])
-    return md.convert(text)
-
-
-def strip_markdown_links(text: str) -> str:
-    """Replace [text](url) with just text for plain-text contexts."""
-    return re.sub(r"\[([^\]]+)\]\([^)]+\)", r"\1", text)
-
-
-def render_inline_markdown(text: str) -> str:
-    """Render inline markdown (links, bold, italic) to HTML."""
-    from markupsafe import Markup
-
-    html = markdown.markdown(text)
-    # Strip wrapping <p>...</p> since this is inline content
-    html = re.sub(r"^<p>(.*)</p>$", r"\1", html.strip())
-    # Add target/rel to links for external navigation
-    html = html.replace("<a ", '<a target="_blank" rel="noopener" ')
-    return Markup(html)
-
-
 def group_categories(
     categories: list[dict],
     resources: list[dict],
@@ -379,38 +169,18 @@ def extract_entries(
     entries: list[dict] = []
     for cat in categories:
         group_name = cat_to_group.get(cat["name"], "Other")
-        last_entry_indent = -1
-        for line in cat["content"].split("\n"):
-            indent_len = len(line) - len(line.lstrip())
-
-            # Link-only sub-item deeper than parent → "also see"
-            m_sub = re.match(r"\s*[-*]\s+\[([^\]]+)\]\(([^)]+)\)\s*$", line)
-            if m_sub and indent_len > last_entry_indent >= 0 and entries:
-                entries[-1]["also_see"].append({
-                    "name": m_sub.group(1),
-                    "url": m_sub.group(2),
-                })
-                continue
-
-            if indent_len > 3:
-                continue
-            m = re.match(
-                r"\s*[-*]\s+\[([^\]]+)\]\(([^)]+)\)\s*(?:[-\u2013\u2014]\s*(.+))?$",
-                line,
-            )
-            if m:
-                last_entry_indent = indent_len
-                entries.append({
-                    "name": m.group(1),
-                    "url": m.group(2),
-                    "description": render_inline_markdown(m.group(3)) if m.group(3) else "",
-                    "category": cat["name"],
-                    "group": group_name,
-                    "stars": None,
-                    "owner": None,
-                    "pushed_at": None,
-                    "also_see": [],
-                })
+        for entry in cat["entries"]:
+            entries.append({
+                "name": entry["name"],
+                "url": entry["url"],
+                "description": entry["description"],
+                "category": cat["name"],
+                "group": group_name,
+                "stars": None,
+                "owner": None,
+                "pushed_at": None,
+                "also_see": entry["also_see"],
+            })
     return entries
 
 
@@ -420,7 +190,6 @@ def build(repo_root: str) -> None:
     website = repo / "website"
     readme_text = (repo / "README.md").read_text(encoding="utf-8")
 
-    # Extract subtitle from the first non-empty, non-heading line
     subtitle = ""
     for line in readme_text.split("\n"):
         stripped = line.strip()
@@ -429,47 +198,33 @@ def build(repo_root: str) -> None:
             break
 
     categories, resources = parse_readme(readme_text)
-
-    # Enrich with entry counts, rendered HTML, previews, and clean descriptions
-    for cat in categories + resources:
-        cat["entry_count"] = count_entries(cat["content"])
-        cat["content_html"] = render_content_html(cat["content"])
-        cat["preview"] = extract_preview(cat["content"])
-        cat["description"] = strip_markdown_links(cat["description"])
+    # All fields pre-computed: entry_count, content_html, preview, description
 
     total_entries = sum(c["entry_count"] for c in categories)
-
-    # Organize into groups
     groups = group_categories(categories, resources)
-
-    # Flatten entries for table view
     entries = extract_entries(categories, resources, groups)
 
-    # Load and merge GitHub star data
     stars_data = load_stars(website / "data" / "github_stars.json")
     for entry in entries:
         repo_key = extract_github_repo(entry["url"])
         if repo_key and repo_key in stars_data:
-            entry["stars"] = stars_data[repo_key]["stars"]
-            entry["owner"] = stars_data[repo_key]["owner"]
-            entry["pushed_at"] = stars_data[repo_key].get("pushed_at", "")
+            sd = stars_data[repo_key]
+            entry["stars"] = sd["stars"]
+            entry["owner"] = sd["owner"]
+            entry["pushed_at"] = sd.get("pushed_at", "")
 
-    # Sort by stars descending
     entries = sort_entries(entries)
 
-    # Set up Jinja2
     env = Environment(
         loader=FileSystemLoader(website / "templates"),
         autoescape=True,
     )
 
-    # Output directory
     site_dir = website / "output"
     if site_dir.exists():
         shutil.rmtree(site_dir)
     site_dir.mkdir(parents=True)
 
-    # Generate single index.html
     tpl_index = env.get_template("index.html")
     (site_dir / "index.html").write_text(
         tpl_index.render(
@@ -484,13 +239,10 @@ def build(repo_root: str) -> None:
         encoding="utf-8",
     )
 
-    # Copy static assets
     static_src = website / "static"
     static_dst = site_dir / "static"
     if static_src.exists():
         shutil.copytree(static_src, static_dst)
-
-    # Write CNAME
     (site_dir / "CNAME").write_text("awesome-python.com\n", encoding="utf-8")
 
     print(f"Built single page with {len(categories)} categories + {len(resources)} resources")
diff --git a/website/tests/test_build.py b/website/tests/test_build.py
index e551f954b..e0fb2bf12 100644
--- a/website/tests/test_build.py
+++ b/website/tests/test_build.py
@@ -7,21 +7,15 @@
 import textwrap
 from pathlib import Path
 
-import pytest
-
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), ".."))
 from build import (
     build,
-    count_entries,
     extract_github_repo,
-    extract_preview,
     group_categories,
     load_stars,
-    parse_readme,
-    render_content_html,
-    slugify,
     sort_entries,
 )
+from readme_parser import slugify
 
 # ---------------------------------------------------------------------------
 # slugify
@@ -51,244 +45,6 @@ def test_extra_spaces(self):
         assert slugify("  Date  and  Time  ") == "date-and-time"
 
 
-# ---------------------------------------------------------------------------
-# count_entries
-# ---------------------------------------------------------------------------
-
-
-class TestCountEntries:
-    def test_counts_dash_entries(self):
-        assert count_entries("- [a](url) - Desc.\n- [b](url) - Desc.") == 2
-
-    def test_counts_star_entries(self):
-        assert count_entries("* [a](url) - Desc.") == 1
-
-    def test_ignores_non_entries(self):
-        assert count_entries("Some text\n- [a](url) - Desc.\nMore text") == 1
-
-    def test_counts_indented_entries(self):
-        assert count_entries("    - [a](url) - Desc.") == 1
-
-    def test_empty_content(self):
-        assert count_entries("") == 0
-
-
-# ---------------------------------------------------------------------------
-# extract_preview
-# ---------------------------------------------------------------------------
-
-
-class TestExtractPreview:
-    def test_basic(self):
-        content = "* [alpha](url) - A.\n* [beta](url) - B.\n* [gamma](url) - C."
-        assert extract_preview(content) == "alpha, beta, gamma"
-
-    def test_max_four(self):
-        content = "\n".join(f"* [lib{i}](url) - Desc." for i in range(10))
-        assert extract_preview(content) == "lib0, lib1, lib2, lib3"
-
-    def test_empty(self):
-        assert extract_preview("") == ""
-
-    def test_skips_subcategory_labels(self):
-        content = "* Synchronous\n* [django](url) - Framework.\n* [flask](url) - Micro."
-        assert extract_preview(content) == "django, flask"
-
-
-# ---------------------------------------------------------------------------
-# render_content_html
-# ---------------------------------------------------------------------------
-
-
-class TestRenderContentHtml:
-    def test_basic_entry(self):
-        content = "* [django](https://example.com) - A web framework."
-        html = render_content_html(content)
-        assert 'href="https://example.com"' in html
-        assert "django" in html
-        assert "A web framework." in html
-        assert 'class="entry"' in html
-
-    def test_subcategory_label(self):
-        content = "* Synchronous\n* [django](https://x.com) - Framework."
-        html = render_content_html(content)
-        assert 'class="subcat"' in html
-        assert "Synchronous" in html
-
-    def test_sub_entry(self):
-        content = "* [django](https://x.com) - Framework.\n    * [awesome-django](https://y.com)"
-        html = render_content_html(content)
-        assert 'class="entry-sub"' in html
-        assert "awesome-django" in html
-
-    def test_link_only_entry(self):
-        content = "* [tool](https://x.com)"
-        html = render_content_html(content)
-        assert 'href="https://x.com"' in html
-        assert "tool" in html
-
-
-# ---------------------------------------------------------------------------
-# parse_readme
-# ---------------------------------------------------------------------------
-
-MINIMAL_README = textwrap.dedent("""\
-    # Awesome Python
-
-    Some intro text.
-
-    ---
-
-    ## Alpha
-
-    _Libraries for alpha stuff._
-
-    - [lib-a](https://example.com/a) - Does A.
-    - [lib-b](https://example.com/b) - Does B.
-
-    ## Beta
-
-    _Tools for beta._
-
-    - [lib-c](https://example.com/c) - Does C.
-
-    # Resources
-
-    Where to discover resources.
-
-    ## Newsletters
-
-    - [News One](https://example.com/n1)
-    - [News Two](https://example.com/n2)
-
-    ## Podcasts
-
-    - [Pod One](https://example.com/p1)
-
-    # Contributing
-
-    Please contribute!
-""")
-
-
-class TestParseReadme:
-    def test_category_count(self):
-        cats, resources = parse_readme(MINIMAL_README)
-        assert len(cats) == 2
-
-    def test_resource_count(self):
-        cats, resources = parse_readme(MINIMAL_README)
-        assert len(resources) == 2
-
-    def test_category_names(self):
-        cats, _ = parse_readme(MINIMAL_README)
-        assert cats[0]["name"] == "Alpha"
-        assert cats[1]["name"] == "Beta"
-
-    def test_category_slugs(self):
-        cats, _ = parse_readme(MINIMAL_README)
-        assert cats[0]["slug"] == "alpha"
-        assert cats[1]["slug"] == "beta"
-
-    def test_category_description(self):
-        cats, _ = parse_readme(MINIMAL_README)
-        assert cats[0]["description"] == "Libraries for alpha stuff."
-        assert cats[1]["description"] == "Tools for beta."
-
-    def test_category_content_has_entries(self):
-        cats, _ = parse_readme(MINIMAL_README)
-        assert "lib-a" in cats[0]["content"]
-        assert "lib-b" in cats[0]["content"]
-
-    def test_resources_names(self):
-        _, resources = parse_readme(MINIMAL_README)
-        assert resources[0]["name"] == "Newsletters"
-        assert resources[1]["name"] == "Podcasts"
-
-    def test_resources_content(self):
-        _, resources = parse_readme(MINIMAL_README)
-        assert "News One" in resources[0]["content"]
-        assert "Pod One" in resources[1]["content"]
-
-    def test_contributing_skipped(self):
-        cats, resources = parse_readme(MINIMAL_README)
-        all_names = [c["name"] for c in cats] + [r["name"] for r in resources]
-        assert "Contributing" not in all_names
-
-    def test_no_separator(self):
-        cats, resources = parse_readme("# Just a heading\n\nSome text.\n")
-        assert cats == []
-        assert resources == []
-
-    def test_no_description(self):
-        readme = textwrap.dedent("""\
-            # Title
-
-            ---
-
-            ## NullDesc
-
-            - [item](https://x.com) - Thing.
-
-            # Resources
-
-            ## Tips
-
-            - [tip](https://x.com)
-
-            # Contributing
-
-            Done.
-        """)
-        cats, resources = parse_readme(readme)
-        assert cats[0]["description"] == ""
-        assert "item" in cats[0]["content"]
-
-
-# ---------------------------------------------------------------------------
-# parse_readme on real README
-# ---------------------------------------------------------------------------
-
-
-class TestParseRealReadme:
-    @pytest.fixture(autouse=True)
-    def load_readme(self):
-        readme_path = os.path.join(os.path.dirname(__file__), "..", "..", "README.md")
-        with open(readme_path, encoding="utf-8") as f:
-            self.readme_text = f.read()
-        self.cats, self.resources = parse_readme(self.readme_text)
-
-    def test_at_least_83_categories(self):
-        assert len(self.cats) >= 83
-
-    def test_resources_has_newsletters_and_podcasts(self):
-        names = [r["name"] for r in self.resources]
-        assert "Newsletters" in names
-        assert "Podcasts" in names
-
-    def test_contributing_not_in_results(self):
-        all_names = [c["name"] for c in self.cats] + [
-            r["name"] for r in self.resources
-        ]
-        assert "Contributing" not in all_names
-
-    def test_first_category_is_admin_panels(self):
-        assert self.cats[0]["name"] == "Admin Panels"
-        assert self.cats[0]["slug"] == "admin-panels"
-
-    def test_last_category_is_wsgi_servers(self):
-        assert self.cats[-1]["name"] == "WSGI Servers"
-        assert self.cats[-1]["slug"] == "wsgi-servers"
-
-    def test_restful_api_slug(self):
-        slugs = [c["slug"] for c in self.cats]
-        assert "restful-api" in slugs
-
-    def test_descriptions_extracted(self):
-        admin = self.cats[0]
-        assert admin["description"] == "Libraries for administrative interfaces."
-
-
 # ---------------------------------------------------------------------------
 # group_categories
 # ---------------------------------------------------------------------------
@@ -318,26 +74,6 @@ def test_resources_grouped(self):
         assert "Resources" in group_names
 
 
-# ---------------------------------------------------------------------------
-# render_markdown (kept for compatibility)
-# ---------------------------------------------------------------------------
-
-
-class TestRenderMarkdown:
-    def test_renders_link_list(self):
-        from build import render_markdown
-
-        html = render_markdown("- [lib](https://example.com) - Does stuff.")
-        assert "<li>" in html
-        assert '<a href="https://example.com">lib</a>' in html
-
-    def test_renders_plain_text(self):
-        from build import render_markdown
-
-        html = render_markdown("Hello world")
-        assert "<p>Hello world</p>" in html
-
-
 # ---------------------------------------------------------------------------
 # build (integration)
 # ---------------------------------------------------------------------------

From 143abbf2016d524c95a586f32259d27673aaa77d Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 17:28:50 +0800
Subject: [PATCH 15/96] build: remove markdown dependency, replaced by
 markdown-it-py

The markdown package is no longer used after switching the README parser
to markdown-it-py in the feature branch.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 pyproject.toml |  1 -
 uv.lock        | 11 -----------
 2 files changed, 12 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 3f03420a4..a4e0d2306 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,6 @@ requires-python = ">=3.13"
 dependencies = [
     "httpx==0.28.1",
     "jinja2==3.1.6",
-    "markdown==3.10.2",
     "markdown-it-py==4.0.0",
 ]
 
diff --git a/uv.lock b/uv.lock
index 51bd68225..c26ac612e 100644
--- a/uv.lock
+++ b/uv.lock
@@ -21,7 +21,6 @@ source = { virtual = "." }
 dependencies = [
     { name = "httpx" },
     { name = "jinja2" },
-    { name = "markdown" },
     { name = "markdown-it-py" },
 ]
 
@@ -35,7 +34,6 @@ dev = [
 requires-dist = [
     { name = "httpx", specifier = "==0.28.1" },
     { name = "jinja2", specifier = "==3.1.6" },
-    { name = "markdown", specifier = "==3.10.2" },
     { name = "markdown-it-py", specifier = "==4.0.0" },
 ]
 
@@ -130,15 +128,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67", size = 134899, upload-time = "2025-03-05T20:05:00.369Z" },
 ]
 
-[[package]]
-name = "markdown"
-version = "3.10.2"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/2b/f4/69fa6ed85ae003c2378ffa8f6d2e3234662abd02c10d216c0ba96081a238/markdown-3.10.2.tar.gz", hash = "sha256:994d51325d25ad8aa7ce4ebaec003febcce822c3f8c911e3b17c52f7f589f950", size = 368805, upload-time = "2026-02-09T14:57:26.942Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/de/1f/77fa3081e4f66ca3576c896ae5d31c3002ac6607f9747d2e3aa49227e464/markdown-3.10.2-py3-none-any.whl", hash = "sha256:e91464b71ae3ee7afd3017d9f358ef0baf158fd9a298db92f1d4761133824c36", size = 108180, upload-time = "2026-02-09T14:57:25.787Z" },
-]
-
 [[package]]
 name = "markdown-it-py"
 version = "4.0.0"

From af3baab2ed798b7bcfd26c3f2a5043bddb624091 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 17:28:53 +0800
Subject: [PATCH 16/96] refactor: consolidate load_cache into build.load_stars

load_cache was a duplicate of logic now living in build.load_stars.
Switch the call site to the shared helper and remove the redundant
local function and its tests.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/fetch_github_stars.py            | 15 ++-------------
 website/tests/test_fetch_github_stars.py | 22 ----------------------
 2 files changed, 2 insertions(+), 35 deletions(-)

diff --git a/website/fetch_github_stars.py b/website/fetch_github_stars.py
index 4f9b50a39..ea9105b28 100644
--- a/website/fetch_github_stars.py
+++ b/website/fetch_github_stars.py
@@ -10,7 +10,7 @@
 
 import httpx
 
-from build import extract_github_repo
+from build import extract_github_repo, load_stars
 
 CACHE_MAX_AGE_DAYS = 7
 DATA_DIR = Path(__file__).parent / "data"
@@ -30,17 +30,6 @@ def extract_github_repos(text: str) -> set[str]:
     return repos
 
 
-def load_cache() -> dict:
-    """Load the star cache from disk. Returns empty dict if missing or corrupt."""
-    if CACHE_FILE.exists():
-        try:
-            return json.loads(CACHE_FILE.read_text(encoding="utf-8"))
-        except json.JSONDecodeError:
-            print(f"Warning: corrupt cache at {CACHE_FILE}, starting fresh.", file=sys.stderr)
-            return {}
-    return {}
-
-
 def save_cache(cache: dict) -> None:
     """Write the star cache to disk, creating data/ dir if needed."""
     DATA_DIR.mkdir(parents=True, exist_ok=True)
@@ -114,7 +103,7 @@ def main() -> None:
     current_repos = extract_github_repos(readme_text)
     print(f"Found {len(current_repos)} GitHub repos in README.md")
 
-    cache = load_cache()
+    cache = load_stars(CACHE_FILE)
     now = datetime.now(timezone.utc)
 
     # Prune entries not in current README
diff --git a/website/tests/test_fetch_github_stars.py b/website/tests/test_fetch_github_stars.py
index 2465899ff..3d52b6aab 100644
--- a/website/tests/test_fetch_github_stars.py
+++ b/website/tests/test_fetch_github_stars.py
@@ -8,7 +8,6 @@
 from fetch_github_stars import (
     build_graphql_query,
     extract_github_repos,
-    load_cache,
     parse_graphql_response,
     save_cache,
 )
@@ -65,27 +64,6 @@ def test_strips_fragment(self):
         assert result == {"org/repo"}
 
 
-class TestLoadCache:
-    def test_returns_empty_when_missing(self, tmp_path, monkeypatch):
-        monkeypatch.setattr("fetch_github_stars.CACHE_FILE", tmp_path / "nonexistent.json")
-        result = load_cache()
-        assert result == {}
-
-    def test_loads_valid_cache(self, tmp_path, monkeypatch):
-        cache_file = tmp_path / "stars.json"
-        cache_file.write_text('{"a/b": {"stars": 1}}', encoding="utf-8")
-        monkeypatch.setattr("fetch_github_stars.CACHE_FILE", cache_file)
-        result = load_cache()
-        assert result == {"a/b": {"stars": 1}}
-
-    def test_returns_empty_on_corrupt_json(self, tmp_path, monkeypatch):
-        cache_file = tmp_path / "stars.json"
-        cache_file.write_text("not json", encoding="utf-8")
-        monkeypatch.setattr("fetch_github_stars.CACHE_FILE", cache_file)
-        result = load_cache()
-        assert result == {}
-
-
 class TestSaveCache:
     def test_creates_directory_and_writes_json(self, tmp_path, monkeypatch):
         data_dir = tmp_path / "data"

From 266a6b6b6ca6375b001758b9da4463bc71c02b43 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 17:41:13 +0800
Subject: [PATCH 17/96] simplify: remove redundant _has_description, unused
 param, merge loops

- Remove `_has_description` which duplicated `_extract_description` logic;
  use truthiness of the description string instead
- Remove unused `resources` parameter from `extract_entries`
- Merge two sequential loops in `parse_readme` into a single pass over
  children to find hr, Resources, and Contributing indices

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 website/build.py         |  3 +--
 website/readme_parser.py | 32 +++++++-------------------------
 2 files changed, 8 insertions(+), 27 deletions(-)

diff --git a/website/build.py b/website/build.py
index 5d9290b9a..129817ae2 100644
--- a/website/build.py
+++ b/website/build.py
@@ -157,7 +157,6 @@ def sort_key(entry: dict) -> tuple[int, int, str]:
 
 def extract_entries(
     categories: list[dict],
-    resources: list[dict],
     groups: list[dict],
 ) -> list[dict]:
     """Flatten categories into individual library entries for table display."""
@@ -202,7 +201,7 @@ def build(repo_root: str) -> None:
 
     total_entries = sum(c["entry_count"] for c in categories)
     groups = group_categories(categories, resources)
-    entries = extract_entries(categories, resources, groups)
+    entries = extract_entries(categories, groups)
 
     stars_data = load_stars(website / "data" / "github_stars.json")
     for entry in entries:
diff --git a/website/readme_parser.py b/website/readme_parser.py
index 2f4ac5c85..c1ef7b5a0 100644
--- a/website/readme_parser.py
+++ b/website/readme_parser.py
@@ -123,20 +123,6 @@ def _extract_description(nodes: list[SyntaxTreeNode]) -> str:
     return ""
 
 
-def _has_description(nodes: list[SyntaxTreeNode]) -> bool:
-    """Check if the first node is a description paragraph (_italic text_)."""
-    if not nodes:
-        return False
-    first = nodes[0]
-    if first.type != "paragraph":
-        return False
-    for child in first.children:
-        if child.type == "inline" and len(child.children) == 1:
-            if child.children[0].type == "em":
-                return True
-    return False
-
-
 def _nodes_to_raw_markdown(nodes: list[SyntaxTreeNode], source_lines: list[str]) -> str:
     """Extract raw markdown text for AST nodes using source line mappings."""
     if not nodes:
@@ -349,7 +335,7 @@ def flush() -> None:
         if current_name is None:
             return
         desc = _extract_description(current_body)
-        content_nodes = current_body[1:] if _has_description(current_body) else current_body
+        content_nodes = current_body[1:] if desc else current_body
         content = _nodes_to_raw_markdown(content_nodes, source_lines)
         entries = _parse_section_entries(content_nodes)
         entry_count = len(entries) + sum(len(e["also_see"]) for e in entries)
@@ -391,25 +377,21 @@ def parse_readme(text: str) -> tuple[list[ParsedSection], list[ParsedSection]]:
     source_lines = text.split("\n")
     children = root.children
 
-    # Find thematic break (---)
+    # Find thematic break (---), # Resources, and # Contributing in one pass
     hr_idx = None
-    for i, node in enumerate(children):
-        if node.type == "hr":
-            hr_idx = i
-            break
-    if hr_idx is None:
-        return [], []
-
-    # Find # Resources and # Contributing boundaries
     resources_idx = None
     contributing_idx = None
     for i, node in enumerate(children):
-        if node.type == "heading" and node.tag == "h1":
+        if hr_idx is None and node.type == "hr":
+            hr_idx = i
+        elif node.type == "heading" and node.tag == "h1":
             text_content = _heading_text(node)
             if text_content == "Resources":
                 resources_idx = i
             elif text_content == "Contributing":
                 contributing_idx = i
+    if hr_idx is None:
+        return [], []
 
     # Slice into category and resource ranges
     cat_end = resources_idx or contributing_idx or len(children)

From 74bba5078520c706a23d9426d278e09e1e5dac75 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 18:28:19 +0800
Subject: [PATCH 18/96] build: restructure dependency groups and add watchdog

Split flat dev group into named groups (build, lint, test) so CI
and production installs can pull only what they need. Add watchdog
for the live-reload preview target.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 pyproject.toml | 18 +++++++++---------
 uv.lock        | 23 +++++++++++++++++++++++
 2 files changed, 32 insertions(+), 9 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index a4e0d2306..100d8f112 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,21 +3,21 @@ name = "awesome-python"
 version = "0.1.0"
 description = "An opinionated list of awesome Python frameworks, libraries, software and resources."
 requires-python = ">=3.13"
-dependencies = [
-    "httpx==0.28.1",
-    "jinja2==3.1.6",
-    "markdown-it-py==4.0.0",
-]
+dependencies = []
 
 [dependency-groups]
+build = ["httpx==0.28.1", "jinja2==3.1.6", "markdown-it-py==4.0.0"]
+lint = ["ruff==0.15.6"]
+test = ["pytest==9.0.2"]
 dev = [
-    "pytest==9.0.2",
-    "ruff==0.15.6",
+    { include-group = "build" },
+    { include-group = "lint" },
+    { include-group = "test" },
+    "watchdog==6.0.0",
 ]
 
 [tool.pytest.ini_options]
 testpaths = ["website/tests"]
 
 [tool.ruff]
-target-version = "py313"
-line-length = 100
+line-length = 200
diff --git a/uv.lock b/uv.lock
index c26ac612e..8a4cdfece 100644
--- a/uv.lock
+++ b/uv.lock
@@ -28,6 +28,7 @@ dependencies = [
 dev = [
     { name = "pytest" },
     { name = "ruff" },
+    { name = "watchdog" },
 ]
 
 [package.metadata]
@@ -41,6 +42,7 @@ requires-dist = [
 dev = [
     { name = "pytest", specifier = "==9.0.2" },
     { name = "ruff", specifier = "==0.15.6" },
+    { name = "watchdog", specifier = "==6.0.0" },
 ]
 
 [[package]]
@@ -268,3 +270,24 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/89/7a/09ece68445ceac348df06e08bf75db72d0e8427765b96c9c0ffabc1be1d9/ruff-0.15.6-py3-none-win_amd64.whl", hash = "sha256:aee25bc84c2f1007ecb5037dff75cef00414fdf17c23f07dc13e577883dca406", size = 11787271, upload-time = "2026-03-12T23:05:20.168Z" },
     { url = "https://files.pythonhosted.org/packages/7f/d0/578c47dd68152ddddddf31cd7fc67dc30b7cdf639a86275fda821b0d9d98/ruff-0.15.6-py3-none-win_arm64.whl", hash = "sha256:c34de3dd0b0ba203be50ae70f5910b17188556630e2178fd7d79fc030eb0d837", size = 11060497, upload-time = "2026-03-12T23:05:25.968Z" },
 ]
+
+[[package]]
+name = "watchdog"
+version = "6.0.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/db/7d/7f3d619e951c88ed75c6037b246ddcf2d322812ee8ea189be89511721d54/watchdog-6.0.0.tar.gz", hash = "sha256:9ddf7c82fda3ae8e24decda1338ede66e1c99883db93711d8fb941eaa2d8c282", size = 131220, upload-time = "2024-11-01T14:07:13.037Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/68/98/b0345cabdce2041a01293ba483333582891a3bd5769b08eceb0d406056ef/watchdog-6.0.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:490ab2ef84f11129844c23fb14ecf30ef3d8a6abafd3754a6f75ca1e6654136c", size = 96480, upload-time = "2024-11-01T14:06:42.952Z" },
+    { url = "https://files.pythonhosted.org/packages/85/83/cdf13902c626b28eedef7ec4f10745c52aad8a8fe7eb04ed7b1f111ca20e/watchdog-6.0.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:76aae96b00ae814b181bb25b1b98076d5fc84e8a53cd8885a318b42b6d3a5134", size = 88451, upload-time = "2024-11-01T14:06:45.084Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/c4/225c87bae08c8b9ec99030cd48ae9c4eca050a59bf5c2255853e18c87b50/watchdog-6.0.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:a175f755fc2279e0b7312c0035d52e27211a5bc39719dd529625b1930917345b", size = 89057, upload-time = "2024-11-01T14:06:47.324Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/c7/ca4bf3e518cb57a686b2feb4f55a1892fd9a3dd13f470fca14e00f80ea36/watchdog-6.0.0-py3-none-manylinux2014_aarch64.whl", hash = "sha256:7607498efa04a3542ae3e05e64da8202e58159aa1fa4acddf7678d34a35d4f13", size = 79079, upload-time = "2024-11-01T14:06:59.472Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/51/d46dc9332f9a647593c947b4b88e2381c8dfc0942d15b8edc0310fa4abb1/watchdog-6.0.0-py3-none-manylinux2014_armv7l.whl", hash = "sha256:9041567ee8953024c83343288ccc458fd0a2d811d6a0fd68c4c22609e3490379", size = 79078, upload-time = "2024-11-01T14:07:01.431Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/57/04edbf5e169cd318d5f07b4766fee38e825d64b6913ca157ca32d1a42267/watchdog-6.0.0-py3-none-manylinux2014_i686.whl", hash = "sha256:82dc3e3143c7e38ec49d61af98d6558288c415eac98486a5c581726e0737c00e", size = 79076, upload-time = "2024-11-01T14:07:02.568Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/cc/da8422b300e13cb187d2203f20b9253e91058aaf7db65b74142013478e66/watchdog-6.0.0-py3-none-manylinux2014_ppc64.whl", hash = "sha256:212ac9b8bf1161dc91bd09c048048a95ca3a4c4f5e5d4a7d1b1a7d5752a7f96f", size = 79077, upload-time = "2024-11-01T14:07:03.893Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/3b/b8964e04ae1a025c44ba8e4291f86e97fac443bca31de8bd98d3263d2fcf/watchdog-6.0.0-py3-none-manylinux2014_ppc64le.whl", hash = "sha256:e3df4cbb9a450c6d49318f6d14f4bbc80d763fa587ba46ec86f99f9e6876bb26", size = 79078, upload-time = "2024-11-01T14:07:05.189Z" },
+    { url = "https://files.pythonhosted.org/packages/62/ae/a696eb424bedff7407801c257d4b1afda455fe40821a2be430e173660e81/watchdog-6.0.0-py3-none-manylinux2014_s390x.whl", hash = "sha256:2cce7cfc2008eb51feb6aab51251fd79b85d9894e98ba847408f662b3395ca3c", size = 79077, upload-time = "2024-11-01T14:07:06.376Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/e8/dbf020b4d98251a9860752a094d09a65e1b436ad181faf929983f697048f/watchdog-6.0.0-py3-none-manylinux2014_x86_64.whl", hash = "sha256:20ffe5b202af80ab4266dcd3e91aae72bf2da48c0d33bdb15c66658e685e94e2", size = 79078, upload-time = "2024-11-01T14:07:07.547Z" },
+    { url = "https://files.pythonhosted.org/packages/07/f6/d0e5b343768e8bcb4cda79f0f2f55051bf26177ecd5651f84c07567461cf/watchdog-6.0.0-py3-none-win32.whl", hash = "sha256:07df1fdd701c5d4c8e55ef6cf55b8f0120fe1aef7ef39a1c6fc6bc2e606d517a", size = 79065, upload-time = "2024-11-01T14:07:09.525Z" },
+    { url = "https://files.pythonhosted.org/packages/db/d9/c495884c6e548fce18a8f40568ff120bc3a4b7b99813081c8ac0c936fa64/watchdog-6.0.0-py3-none-win_amd64.whl", hash = "sha256:cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680", size = 79070, upload-time = "2024-11-01T14:07:10.686Z" },
+    { url = "https://files.pythonhosted.org/packages/33/e8/e40370e6d74ddba47f002a32919d91310d6074130fe4e17dabcafc15cbf1/watchdog-6.0.0-py3-none-win_ia64.whl", hash = "sha256:a1914259fa9e1454315171103c6a30961236f508b9b623eae470268bbcc6a22f", size = 79067, upload-time = "2024-11-01T14:07:11.845Z" },
+]

From 45391b84e9d13c1c9039f67b683cbcec6b492714 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 18:28:27 +0800
Subject: [PATCH 19/96] build: simplify Makefile targets and add live-reload
 preview

Rename site_* targets to bare names (install, fetch_stats, build,
preview). Replace the static preview target with a watchmedo-driven
live-reload loop so file changes trigger automatic rebuilds. Make
the output directory creation idempotent (exist_ok=True) and static
copy incremental (dirs_exist_ok=True) so repeated builds don't wipe
output on each run.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 Makefile         | 22 +++++++++++++---------
 website/build.py |  6 ++----
 2 files changed, 15 insertions(+), 13 deletions(-)

diff --git a/Makefile b/Makefile
index 8cb7005ec..c2aa6809d 100644
--- a/Makefile
+++ b/Makefile
@@ -1,17 +1,21 @@
 -include .env
 export
 
-site_install:
-	uv sync --no-dev
+install:
+	uv sync
 
-site_fetch_stats:
+fetch_stats:
 	uv run python website/fetch_github_stars.py
 
-site_build:
+build:
 	uv run python website/build.py
 
-site_preview: site_build
-	python -m http.server -d website/output/ 8000
-
-site_deploy: site_build
-	@echo "Deploy via GitHub Actions (push to master)"
+preview: build
+	@echo "Check the website on http://localhost:8000"
+	uv run watchmedo shell-command \
+		--patterns='*.md;*.html;*.css;*.js;*.py' \
+		--recursive \
+		--wait --drop \
+		--command='uv run python website/build.py' \
+		README.md website/templates website/static website/data & \
+	python -m http.server -b 127.0.0.1 -d website/output/ 8000
diff --git a/website/build.py b/website/build.py
index 129817ae2..186026e78 100644
--- a/website/build.py
+++ b/website/build.py
@@ -220,9 +220,7 @@ def build(repo_root: str) -> None:
     )
 
     site_dir = website / "output"
-    if site_dir.exists():
-        shutil.rmtree(site_dir)
-    site_dir.mkdir(parents=True)
+    site_dir.mkdir(parents=True, exist_ok=True)
 
     tpl_index = env.get_template("index.html")
     (site_dir / "index.html").write_text(
@@ -241,7 +239,7 @@ def build(repo_root: str) -> None:
     static_src = website / "static"
     static_dst = site_dir / "static"
     if static_src.exists():
-        shutil.copytree(static_src, static_dst)
+        shutil.copytree(static_src, static_dst, dirs_exist_ok=True)
     (site_dir / "CNAME").write_text("awesome-python.com\n", encoding="utf-8")
 
     print(f"Built single page with {len(categories)} categories + {len(resources)} resources")

From 95718991f8964b09e3374498284abf679882fa06 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 18:34:11 +0800
Subject: [PATCH 20/96] build: add project metadata and restructure dependency
 groups

Add authors, readme, license, and project URLs to pyproject.toml.
Move build deps out of the default dependencies list into named groups
(build, lint, test, dev) so each tool group can be installed independently.
uv.lock updated to reflect the new group structure.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 pyproject.toml |  7 +++++++
 uv.lock        | 26 ++++++++++++++++++++------
 2 files changed, 27 insertions(+), 6 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 100d8f112..7c04fec79 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -2,9 +2,16 @@
 name = "awesome-python"
 version = "0.1.0"
 description = "An opinionated list of awesome Python frameworks, libraries, software and resources."
+authors = [{ name = "Vinta Chen", email = "vinta.chen@gmail.com" }]
+readme = "README.md"
+license = "MIT"
 requires-python = ">=3.13"
 dependencies = []
 
+[project.urls]
+Homepage = "https://awesome-python.com/"
+Repository = "https://github.com/vinta/awesome-python"
+
 [dependency-groups]
 build = ["httpx==0.28.1", "jinja2==3.1.6", "markdown-it-py==4.0.0"]
 lint = ["ruff==0.15.6"]
diff --git a/uv.lock b/uv.lock
index 8a4cdfece..ecff72915 100644
--- a/uv.lock
+++ b/uv.lock
@@ -18,32 +18,46 @@ wheels = [
 name = "awesome-python"
 version = "0.1.0"
 source = { virtual = "." }
-dependencies = [
+
+[package.dev-dependencies]
+build = [
     { name = "httpx" },
     { name = "jinja2" },
     { name = "markdown-it-py" },
 ]
-
-[package.dev-dependencies]
 dev = [
+    { name = "httpx" },
+    { name = "jinja2" },
+    { name = "markdown-it-py" },
     { name = "pytest" },
     { name = "ruff" },
     { name = "watchdog" },
 ]
+lint = [
+    { name = "ruff" },
+]
+test = [
+    { name = "pytest" },
+]
 
 [package.metadata]
-requires-dist = [
+
+[package.metadata.requires-dev]
+build = [
     { name = "httpx", specifier = "==0.28.1" },
     { name = "jinja2", specifier = "==3.1.6" },
     { name = "markdown-it-py", specifier = "==4.0.0" },
 ]
-
-[package.metadata.requires-dev]
 dev = [
+    { name = "httpx", specifier = "==0.28.1" },
+    { name = "jinja2", specifier = "==3.1.6" },
+    { name = "markdown-it-py", specifier = "==4.0.0" },
     { name = "pytest", specifier = "==9.0.2" },
     { name = "ruff", specifier = "==0.15.6" },
     { name = "watchdog", specifier = "==6.0.0" },
 ]
+lint = [{ name = "ruff", specifier = "==0.15.6" }]
+test = [{ name = "pytest", specifier = "==9.0.2" }]
 
 [[package]]
 name = "certifi"

From 25ec0c393796bb4c54a260d0185d077aa315d5a5 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 18:34:15 +0800
Subject: [PATCH 21/96] feat: extract inline favicon to static SVG file

Replace the inline data-URI emoji favicon with a proper Python-logo SVG
served from /static/favicon.svg. Avoids repeated base64 encoding overhead
and allows the icon to be cached and updated independently.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/static/favicon.svg  | 6 ++++++
 website/templates/base.html | 5 +----
 2 files changed, 7 insertions(+), 4 deletions(-)
 create mode 100644 website/static/favicon.svg

diff --git a/website/static/favicon.svg b/website/static/favicon.svg
new file mode 100644
index 000000000..660a7c6f3
--- /dev/null
+++ b/website/static/favicon.svg
@@ -0,0 +1,6 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 32 32">
+  <path d="M8 2h16a6 6 0 0 1 6 6v8H2V8a6 6 0 0 1 6-6z" fill="#1d5fa6"/>
+  <path d="M2 16h28v8a6 6 0 0 1-6 6H8a6 6 0 0 1-6-6z" fill="#f0c73e"/>
+  <circle cx="11.5" cy="9.5" r="2.2" fill="#f0c73e"/>
+  <circle cx="20.5" cy="22.5" r="2.2" fill="#1d5fa6"/>
+</svg>
diff --git a/website/templates/base.html b/website/templates/base.html
index 4a3bc249c..f8eb9e3fa 100644
--- a/website/templates/base.html
+++ b/website/templates/base.html
@@ -17,10 +17,7 @@
     />
     <meta property="og:url" content="https://awesome-python.com/" />
     <meta name="twitter:card" content="summary" />
-    <link
-      rel="icon"
-      href="data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 100 100'><text y='.9em' font-size='90'>🐍</text></svg>"
-    />
+    <link rel="icon" href="/static/favicon.svg" type="image/svg+xml" />
     <link rel="stylesheet" href="/static/style.css" />
     <script
       async

From 15a38caaf9ae31ed2272ee24cda20b4d20ad8439 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 18:43:08 +0800
Subject: [PATCH 22/96] style: simplify footer layout and update links

Replace two-column footer (links left, attribution right) with a
single inline row of slash-separated items. Update attribution text
to 'Made by Vinta' with a link to vinta.ws, align footer links to
match standard anchor color/hover behavior.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/static/style.css    | 12 +++++-------
 website/templates/base.html | 20 ++++++++++----------
 2 files changed, 15 insertions(+), 17 deletions(-)

diff --git a/website/static/style.css b/website/static/style.css
index c31b68753..c95edbb78 100644
--- a/website/static/style.css
+++ b/website/static/style.css
@@ -407,16 +407,14 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   background: var(--bg-input);
   display: flex;
   align-items: center;
-  justify-content: space-between;
+  justify-content: flex-end;
+  gap: 0.5rem;
 }
 
-.footer a { color: var(--text-muted); text-decoration: none; }
-.footer a:hover { color: var(--accent); }
+.footer a { color: var(--accent); text-decoration: none; }
+.footer a:hover { color: var(--accent-hover); text-decoration: underline; }
 
-.footer-links {
-  display: flex;
-  gap: 1rem;
-}
+.footer-sep { color: var(--border-strong); }
 
 /* === Responsive === */
 @media (max-width: 900px) {
diff --git a/website/templates/base.html b/website/templates/base.html
index f8eb9e3fa..3f5a3d073 100644
--- a/website/templates/base.html
+++ b/website/templates/base.html
@@ -38,20 +38,20 @@
     <main id="content">{% block content %}{% endblock %}</main>
 
     <footer class="footer">
-      <div class="footer-links">
-        <a href="https://github.com/vinta" target="_blank" rel="noopener"
-          >GitHub</a
-        >
-        <a href="https://twitter.com/vinta" target="_blank" rel="noopener"
-          >Twitter</a
-        >
-      </div>
       <span
-        >Curated by
-        <a href="https://github.com/vinta" target="_blank" rel="noopener"
+        >Made by
+        <a href="https://vinta.ws/" target="_blank" rel="noopener"
           >Vinta</a
         ></span
       >
+      <span class="footer-sep">/</span>
+      <a href="https://github.com/vinta" target="_blank" rel="noopener"
+        >GitHub</a
+      >
+      <span class="footer-sep">/</span>
+      <a href="https://twitter.com/vinta" target="_blank" rel="noopener"
+        >Twitter</a
+      >
     </footer>
 
     <noscript

From 95b6b3cc69c2713c97eda07ffacc1a4cf345ad63 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 18:49:52 +0800
Subject: [PATCH 23/96] feat: improve table accessibility and mobile expand
 tags

- Add sr-only headings for search/filter and results regions
- Add role=region and aria-label to .table-wrap for landmark navigation
- Add tabindex=0 and focus outline to .table-wrap for keyboard reachability
- Add sr-only text to empty Details column header
- Add role=button to expandable rows
- Add .expand-tags-mobile to show category/group tags in expand row on mobile
- Show .expand-tags-mobile via media query at <=900px breakpoint

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/static/style.css     | 20 ++++++++++++++++++++
 website/templates/index.html | 11 +++++++++--
 2 files changed, 29 insertions(+), 2 deletions(-)

diff --git a/website/static/style.css b/website/static/style.css
index c95edbb78..88f0fe771 100644
--- a/website/static/style.css
+++ b/website/static/style.css
@@ -201,6 +201,11 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   overflow-x: auto;
 }
 
+.table-wrap:focus {
+  outline: 2px solid var(--accent);
+  outline-offset: -2px;
+}
+
 .table {
   width: 100%;
   border-collapse: separate;
@@ -321,6 +326,20 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   line-height: 1.6;
 }
 
+.expand-tags-mobile {
+  display: none;
+  gap: 0.4rem;
+  margin-bottom: 0.4rem;
+}
+
+.expand-tag {
+  font-size: var(--text-xs);
+  color: oklch(45% 0.06 240);
+  background: var(--bg);
+  padding: 0.15rem 0.4rem;
+  border-radius: 3px;
+}
+
 .expand-also-see {
   margin-top: 0.25rem;
   font-size: var(--text-xs);
@@ -419,6 +438,7 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
 /* === Responsive === */
 @media (max-width: 900px) {
   .col-group { display: none; }
+  .expand-tags-mobile { display: flex; }
 }
 
 @media (max-width: 640px) {
diff --git a/website/templates/index.html b/website/templates/index.html
index ea2c48214..9c65e6ef3 100644
--- a/website/templates/index.html
+++ b/website/templates/index.html
@@ -29,6 +29,7 @@ <h1>Awesome Python</h1>
   </div>
 </header>
 
+<h2 class="sr-only">Search and filter</h2>
 <div class="controls">
   <div class="search-wrap">
     <svg
@@ -60,7 +61,8 @@ <h1>Awesome Python</h1>
   </div>
 </div>
 
-<div class="table-wrap">
+<h2 class="sr-only">Results</h2>
+<div class="table-wrap" tabindex="0" role="region" aria-label="Libraries table">
   <table class="table">
     <thead>
       <tr>
@@ -69,13 +71,14 @@ <h1>Awesome Python</h1>
         <th class="col-stars">GitHub Stars</th>
         <th class="col-cat">Category</th>
         <th class="col-group">Group</th>
-        <th class="col-arrow"></th>
+        <th class="col-arrow"><span class="sr-only">Details</span></th>
       </tr>
     </thead>
     <tbody>
       {% for entry in entries %}
       <tr
         class="row"
+        role="button"
         data-cat="{{ entry.category }}"
         data-group="{{ entry.group }}"
         tabindex="0"
@@ -108,6 +111,10 @@ <h1>Awesome Python</h1>
         <td></td>
         <td colspan="5">
           <div class="expand-content">
+            <div class="expand-tags-mobile">
+              <span class="expand-tag">{{ entry.category }}</span>
+              <span class="expand-tag">{{ entry.group }}</span>
+            </div>
             {% if entry.description %}
             <div class="expand-desc">{{ entry.description | safe }}</div>
             {% endif %} {% if entry.also_see %}

From 280f250ce0f4ddca391e778d17c61c50e544a0e8 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 20:33:36 +0800
Subject: [PATCH 24/96] feat: migrate README parser to markdown-it-py and
 refresh website

Switch readme_parser.py from regex-based parsing to markdown-it-py for
more robust and maintainable Markdown AST traversal. Update build pipeline,
templates, styles, and JS to support the new parser output. Refresh GitHub
stars data and update tests to match new parser behavior.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 Makefile                            |    3 +
 pyproject.toml                      |    1 +
 website/build.py                    |   19 +-
 website/data/github_stars.json      | 2024 +++++++++++++++++----------
 website/fetch_github_stars.py       |   10 +-
 website/readme_parser.py            |   62 +-
 website/static/main.js              |  146 +-
 website/static/style.css            |  131 +-
 website/templates/base.html         |    2 +-
 website/templates/index.html        |   32 +-
 website/tests/test_build.py         |   24 -
 website/tests/test_readme_parser.py |   28 +-
 12 files changed, 1599 insertions(+), 883 deletions(-)

diff --git a/Makefile b/Makefile
index c2aa6809d..ba47e1f46 100644
--- a/Makefile
+++ b/Makefile
@@ -7,6 +7,9 @@ install:
 fetch_stats:
 	uv run python website/fetch_github_stars.py
 
+test:
+	uv run pytest website/tests/ -v
+
 build:
 	uv run python website/build.py
 
diff --git a/pyproject.toml b/pyproject.toml
index 7c04fec79..31fee98f1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,6 +25,7 @@ dev = [
 
 [tool.pytest.ini_options]
 testpaths = ["website/tests"]
+pythonpath = ["website"]
 
 [tool.ruff]
 line-length = 200
diff --git a/website/build.py b/website/build.py
index 186026e78..5b36526e4 100644
--- a/website/build.py
+++ b/website/build.py
@@ -75,10 +75,11 @@ def group_categories(
     """Organize categories and resources into thematic section groups."""
     cat_by_name = {c["name"]: c for c in categories}
     groups = []
+    grouped_names: set[str] = set()
 
     for group_name, cat_names in SECTION_GROUPS:
+        grouped_names.update(cat_names)
         if group_name == "Resources":
-            # Resources group uses parsed resources directly
             group_cats = list(resources)
         else:
             group_cats = [cat_by_name[n] for n in cat_names if n in cat_by_name]
@@ -91,9 +92,6 @@ def group_categories(
             })
 
     # Any categories not in a group go into "Other"
-    grouped_names = set()
-    for _, cat_names in SECTION_GROUPS:
-        grouped_names.update(cat_names)
     ungrouped = [c for c in categories if c["name"] not in grouped_names]
     if ungrouped:
         groups.append({
@@ -113,13 +111,13 @@ class Entry(TypedDict):
     group: str
     stars: int | None
     owner: str | None
-    pushed_at: str | None
+    last_commit_at: str | None
 
 
 class StarData(TypedDict):
     stars: int
     owner: str
-    pushed_at: str
+    last_commit_at: str
     fetched_at: str
 
 
@@ -177,7 +175,7 @@ def extract_entries(
                 "group": group_name,
                 "stars": None,
                 "owner": None,
-                "pushed_at": None,
+                "last_commit_at": None,
                 "also_see": entry["also_see"],
             })
     return entries
@@ -210,7 +208,7 @@ def build(repo_root: str) -> None:
             sd = stars_data[repo_key]
             entry["stars"] = sd["stars"]
             entry["owner"] = sd["owner"]
-            entry["pushed_at"] = sd.get("pushed_at", "")
+            entry["last_commit_at"] = sd.get("last_commit_at", "")
 
     entries = sort_entries(entries)
 
@@ -220,7 +218,9 @@ def build(repo_root: str) -> None:
     )
 
     site_dir = website / "output"
-    site_dir.mkdir(parents=True, exist_ok=True)
+    if site_dir.exists():
+        shutil.rmtree(site_dir)
+    site_dir.mkdir(parents=True)
 
     tpl_index = env.get_template("index.html")
     (site_dir / "index.html").write_text(
@@ -240,7 +240,6 @@ def build(repo_root: str) -> None:
     static_dst = site_dir / "static"
     if static_src.exists():
         shutil.copytree(static_src, static_dst, dirs_exist_ok=True)
-    (site_dir / "CNAME").write_text("awesome-python.com\n", encoding="utf-8")
 
     print(f"Built single page with {len(categories)} categories + {len(resources)} resources")
     print(f"Total entries: {total_entries}")
diff --git a/website/data/github_stars.json b/website/data/github_stars.json
index c71287fd4..d10e2ce86 100644
--- a/website/data/github_stars.json
+++ b/website/data/github_stars.json
@@ -2,2621 +2,3145 @@
   "0rpc/zerorpc-python": {
     "stars": 3237,
     "owner": "0rpc",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-02-08T00:01:11Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "567-labs/instructor": {
-    "stars": 12554,
+    "stars": 12555,
     "owner": "567-labs",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T04:07:30Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Alir3z4/html2text": {
     "stars": 2135,
     "owner": "Alir3z4",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-28T11:03:40Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "AnswerDotAI/fasthtml": {
     "stars": 6883,
     "owner": "AnswerDotAI",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T20:35:47Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "AtsushiSakai/PythonRobotics": {
-    "stars": 28887,
+    "stars": 28894,
     "owner": "AtsushiSakai",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-06T06:56:19Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "BeanieODM/beanie": {
     "stars": 2661,
     "owner": "BeanieODM",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-14T16:25:14Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Bogdanp/dramatiq": {
-    "stars": 5172,
+    "stars": 5174,
     "owner": "Bogdanp",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-15T06:58:54Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "ChristosChristofidis/awesome-deep-learning": {
-    "stars": 27712,
+    "stars": 27719,
     "owner": "ChristosChristofidis",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-05-26T12:28:00Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "CleanCut/green": {
     "stars": 806,
     "owner": "CleanCut",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-11-12T22:24:34Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Cornices/cornice": {
     "stars": 390,
     "owner": "Cornices",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-03-24T09:40:05Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "DLR-RM/stable-baselines3": {
-    "stars": 12908,
+    "stars": 12915,
     "owner": "DLR-RM",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T15:43:52Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Delgan/loguru": {
-    "stars": 23690,
+    "stars": 23692,
     "owner": "Delgan",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-22T00:32:28Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "DiffSK/configobj": {
     "stars": 337,
     "owner": "DiffSK",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-06-06T13:16:36Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "DmytroLitvinov/awesome-flake8-extensions": {
     "stars": 1276,
     "owner": "DmytroLitvinov",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-28T08:10:54Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "EmilStenstrom/justhtml": {
     "stars": 1116,
     "owner": "EmilStenstrom",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T21:58:05Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "FactoryBoy/factory_boy": {
     "stars": 3781,
     "owner": "FactoryBoy",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-14T14:33:55Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "HBNetwork/python-decouple": {
     "stars": 3017,
     "owner": "HBNetwork",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-01-01T17:54:57Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "HypothesisWorks/hypothesis": {
-    "stars": 8498,
+    "stars": 8502,
     "owner": "HypothesisWorks",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T20:41:07Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Instagram/MonkeyType": {
     "stars": 4996,
     "owner": "Instagram",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-06-14T08:50:16Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "IronLanguages/ironpython3": {
     "stars": 2735,
     "owner": "IronLanguages",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T23:59:02Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "JaidedAI/EasyOCR": {
-    "stars": 29096,
+    "stars": 29099,
     "owner": "JaidedAI",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-05T12:23:12Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Kozea/pygal": {
     "stars": 2752,
     "owner": "Kozea",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-09T10:28:44Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Lightning-AI/pytorch-lightning": {
-    "stars": 30934,
+    "stars": 30940,
     "owner": "Lightning-AI",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T09:20:11Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "LuminosoInsight/python-ftfy": {
     "stars": 4015,
     "owner": "rspeer",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-10-30T21:00:25Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "MagicStack/uvloop": {
-    "stars": 11687,
+    "stars": 11688,
     "owner": "MagicStack",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-30T14:24:05Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "ManimCommunity/manim": {
-    "stars": 37253,
+    "stars": 37264,
     "owner": "ManimCommunity",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T03:28:52Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Manisso/fsociety": {
-    "stars": 11925,
+    "stars": 11928,
     "owner": "Manisso",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2022-09-06T12:45:41Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Maratyszcza/PeachPy": {
     "stars": 2048,
     "owner": "Maratyszcza",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2022-11-13T17:08:27Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "MasoniteFramework/masonite": {
     "stars": 2365,
     "owner": "MasoniteFramework",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-03-20T20:11:49Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "MechanicalSoup/MechanicalSoup": {
     "stars": 4850,
     "owner": "MechanicalSoup",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-19T07:18:14Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "MervinPraison/PraisonAI": {
-    "stars": 5677,
+    "stars": 5684,
     "owner": "MervinPraison",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T11:08:18Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Microsoft/PTVS": {
     "stars": 2567,
     "owner": "microsoft",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-10T23:46:49Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "MongoEngine/mongoengine": {
     "stars": 4349,
     "owner": "MongoEngine",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-09-02T20:46:15Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "NicolasHug/Surprise": {
-    "stars": 6772,
+    "stars": 6774,
     "owner": "NicolasHug",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-06-14T19:31:58Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Nuitka/Nuitka": {
-    "stars": 14642,
+    "stars": 14647,
     "owner": "Nuitka",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-12T13:05:42Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "OpenBB-finance/OpenBB": {
-    "stars": 63238,
+    "stars": 63260,
     "owner": "OpenBB-finance",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T16:37:47Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Parisson/TimeSide": {
     "stars": 394,
     "owner": "Parisson",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-10-14T15:20:39Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Parsely/streamparse": {
     "stars": 1504,
     "owner": "pystorm",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-08-09T15:10:10Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "PennyLaneAI/pennylane": {
     "stars": 3111,
     "owner": "PennyLaneAI",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T05:36:08Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "PrefectHQ/prefect": {
-    "stars": 21889,
+    "stars": 21893,
     "owner": "PrefectHQ",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T03:54:10Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "PyCQA/flake8": {
     "stars": 3770,
     "owner": "PyCQA",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-22T21:54:35Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "PyCQA/prospector": {
     "stars": 2074,
     "owner": "prospector-dev",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-16T18:04:02Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "PyMySQL/PyMySQL": {
     "stars": 7838,
     "owner": "PyMySQL",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-08-24T12:53:42Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "PyMySQL/mysqlclient": {
     "stars": 2525,
     "owner": "PyMySQL",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-12T06:06:31Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Pylons/colander": {
     "stars": 464,
     "owner": "Pylons",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-08-02T16:17:14Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Pylons/waitress": {
     "stars": 1572,
     "owner": "Pylons",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-14T13:45:44Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Qiskit/qiskit": {
-    "stars": 7137,
+    "stars": 7142,
     "owner": "Qiskit",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T07:40:27Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "RaRe-Technologies/gensim": {
     "stars": 16375,
     "owner": "piskvorky",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-16T11:13:19Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "RasaHQ/rasa": {
-    "stars": 21086,
+    "stars": 21087,
     "owner": "RasaHQ",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-18T08:04:47Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "RaylockLLC/DearPyGui": {
-    "stars": 15279,
+    "stars": 15278,
     "owner": "hoffstadt",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-10T16:12:52Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "SCons/scons": {
     "stars": 2357,
     "owner": "SCons",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-15T01:43:25Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "SciTools/cartopy": {
     "stars": 1589,
     "owner": "SciTools",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T17:14:46Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "ScrapeGraphAI/toonify": {
     "stars": 323,
     "owner": "ScrapeGraphAI",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-06T15:59:57Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "SmileyChris/django-countries": {
     "stars": 1521,
     "owner": "SmileyChris",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-08T04:51:39Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Suor/django-cacheops": {
     "stars": 2263,
     "owner": "Suor",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-04T09:25:53Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Suor/funcy": {
-    "stars": 3501,
+    "stars": 3502,
     "owner": "Suor",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-14T02:44:27Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Supervisor/supervisor": {
-    "stars": 9007,
+    "stars": 9006,
     "owner": "Supervisor",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-21T21:03:11Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Tencent/rapidjson": {
     "stars": 15007,
     "owner": "Tencent",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-02-05T13:28:08Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Textualize/rich": {
-    "stars": 55801,
+    "stars": 55804,
     "owner": "Textualize",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-26T09:52:14Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Textualize/textual": {
-    "stars": 34878,
+    "stars": 34882,
     "owner": "Textualize",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-10T10:00:29Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "TheAlgorithms/Python": {
-    "stars": 218785,
+    "stars": 218781,
     "owner": "TheAlgorithms",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T21:53:47Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "TkTech/pysimdjson": {
     "stars": 761,
     "owner": "TkTech",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-06-28T20:04:45Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "TomNicholas/Python-for-Scientists": {
     "stars": 357,
     "owner": "TomNicholas",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-06-27T13:35:32Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "Valloric/YouCompleteMe": {
     "stars": 26276,
     "owner": "ycm-core",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-30T19:15:05Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "WhyNotHugo/python-barcode": {
     "stars": 649,
     "owner": "WhyNotHugo",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-18T09:37:37Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "ZoomerAnalytics/xlwings": {
     "stars": 6,
     "owner": "ZoomerAnalytics",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-08-27T03:48:51Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "aaugustin/websockets": {
-    "stars": 5643,
+    "stars": 5645,
     "owner": "python-websockets",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-08T08:14:03Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "abhiTronix/vidgear": {
-    "stars": 3684,
+    "stars": 3685,
     "owner": "abhiTronix",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-11-12T05:07:53Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "aboSamoor/polyglot": {
     "stars": 2368,
     "owner": "aboSamoor",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2020-09-22T22:35:28Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "agno-agi/agno": {
-    "stars": 38754,
+    "stars": 38776,
     "owner": "agno-agi",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T17:13:33Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "ahupp/python-magic": {
     "stars": 2896,
     "owner": "ahupp",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-03T18:27:52Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "aizvorski/scikit-video": {
     "stars": 152,
     "owner": "aizvorski",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2016-05-28T22:17:25Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "ajenti/ajenti": {
-    "stars": 7908,
+    "stars": 7909,
     "owner": "ajenti",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-26T08:27:51Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "alecthomas/voluptuous": {
     "stars": 1847,
     "owner": "alecthomas",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-18T19:00:01Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "altair-viz/altair": {
-    "stars": 10301,
+    "stars": 10302,
     "owner": "vega",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T15:12:12Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "amitt001/delegator.py": {
     "stars": 1746,
     "owner": "amitt001",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2019-05-06T12:33:23Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "amoffat/sh": {
     "stars": 7241,
     "owner": "amoffat",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-11-01T12:42:25Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "amosgyamfi/awesome-fasthtml": {
     "stars": 79,
     "owner": "amosgyamfi",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-09-08T18:40:33Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "andialbrecht/sqlparse": {
     "stars": 3999,
     "owner": "andialbrecht",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-19T07:18:19Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "ansible/ansible": {
-    "stars": 68310,
+    "stars": 68298,
     "owner": "ansible",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T22:19:35Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "apache/spark": {
-    "stars": 42992,
+    "stars": 42998,
     "owner": "apache",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T06:14:16Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "arrow-py/arrow": {
-    "stars": 9035,
+    "stars": 9036,
     "owner": "arrow-py",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-19T15:24:45Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "art049/odmantic": {
     "stars": 1168,
     "owner": "art049",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-25T11:23:24Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "astral-sh/ruff": {
-    "stars": 46329,
+    "stars": 46341,
     "owner": "astral-sh",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T21:49:56Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "astral-sh/ty": {
-    "stars": 17739,
+    "stars": 17753,
     "owner": "astral-sh",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T23:40:05Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "astral-sh/uv": {
-    "stars": 81192,
+    "stars": 81254,
     "owner": "astral-sh",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T23:33:26Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "asweigart/pyautogui": {
-    "stars": 12363,
+    "stars": 12365,
     "owner": "asweigart",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-06-07T11:16:23Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "aws/aws-sdk-pandas": {
     "stars": 4106,
     "owner": "aws",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-15T00:23:20Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "bbangert/beaker": {
     "stars": 545,
     "owner": "bbangert",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-03T18:25:50Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "beetbox/audioread": {
     "stars": 536,
     "owner": "beetbox",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-26T19:43:12Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "beetbox/beets": {
-    "stars": 14856,
+    "stars": 14858,
     "owner": "beetbox",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T18:07:34Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "benedekrozemberczki/karateclub": {
     "stars": 2276,
     "owner": "benedekrozemberczki",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-07-17T19:00:21Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "benfred/implicit": {
     "stars": 3773,
     "owner": "benfred",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-11-21T21:15:59Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "benfred/py-spy": {
-    "stars": 15031,
+    "stars": 15036,
     "owner": "benfred",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-08-18T00:13:24Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "benhamner/Metrics": {
     "stars": 1654,
     "owner": "benhamner",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2015-09-09T04:13:23Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "benoitc/gunicorn": {
-    "stars": 10481,
+    "stars": 10483,
     "owner": "benoitc",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T09:25:38Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "bfly123/claude_code_bridge": {
-    "stars": 1642,
+    "stars": 1661,
     "owner": "bfly123",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T01:51:42Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "bloomberg/bqplot": {
     "stars": 3684,
     "owner": "bqplot",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-23T10:40:52Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "bokeh/bokeh": {
-    "stars": 20365,
+    "stars": 20368,
     "owner": "bokeh",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T07:03:32Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "boppreh/mouse": {
     "stars": 961,
     "owner": "boppreh",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-06-26T19:23:24Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "borgbackup/borg": {
-    "stars": 13081,
+    "stars": 13084,
     "owner": "borgbackup",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T14:37:13Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "boto/boto3": {
     "stars": 9736,
     "owner": "boto",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T18:19:04Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "bpython/bpython": {
     "stars": 2771,
     "owner": "bpython",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-06T08:57:26Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "browser-use/browser-use": {
-    "stars": 81099,
+    "stars": 81177,
     "owner": "browser-use",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T03:57:39Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "bterwijn/memory_graph": {
-    "stars": 771,
+    "stars": 772,
     "owner": "bterwijn",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-04T09:21:14Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "buildout/buildout": {
     "stars": 613,
     "owner": "buildout",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-06T20:30:10Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "buriy/python-readability": {
     "stars": 2894,
     "owner": "buriy",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-26T13:06:04Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "canonical/cloud-init": {
-    "stars": 3627,
+    "stars": 3629,
     "owner": "canonical",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T14:13:14Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "carlosescri/DottedDict": {
     "stars": 222,
     "owner": "carlosescri",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-12-09T14:16:32Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "cdgriffith/Box": {
     "stars": 2822,
     "owner": "cdgriffith",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-21T16:19:51Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "chaostoolkit/chaostoolkit": {
     "stars": 2001,
     "owner": "chaostoolkit",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-05-01T12:55:38Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "chapmanb/bcbb": {
     "stars": 645,
     "owner": "chapmanb",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-02-05T14:20:51Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "chapmanb/bcbio-nextgen": {
     "stars": 1027,
     "owner": "bcbio",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-08-24T11:11:30Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "chardet/chardet": {
-    "stars": 2486,
+    "stars": 2489,
     "owner": "chardet",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T23:47:26Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "chriskiehl/Gooey": {
-    "stars": 22025,
+    "stars": 22026,
     "owner": "chriskiehl",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-12T04:32:43Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "clips/pattern": {
     "stars": 8856,
     "owner": "clips",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2020-04-25T12:40:40Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "cobrateam/splinter": {
     "stars": 2767,
     "owner": "cobrateam",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-08-16T15:08:24Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "codeinthehole/purl": {
     "stars": 303,
     "owner": "codeinthehole",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2021-05-15T21:00:41Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "codelucas/newspaper": {
-    "stars": 15009,
+    "stars": 15010,
     "owner": "codelucas",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-06T00:29:46Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "coleifer/huey": {
-    "stars": 5940,
+    "stars": 5941,
     "owner": "coleifer",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-28T13:46:22Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "coleifer/micawber": {
     "stars": 674,
     "owner": "coleifer",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-10T11:59:12Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "coleifer/peewee": {
     "stars": 11952,
     "owner": "coleifer",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T01:49:51Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "conda/conda": {
-    "stars": 7342,
+    "stars": 7343,
     "owner": "conda",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T09:22:23Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "cookiecutter/cookiecutter": {
-    "stars": 24744,
+    "stars": 24748,
     "owner": "cookiecutter",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-04T08:13:03Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "copier-org/copier": {
     "stars": 3214,
     "owner": "copier-org",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T17:04:02Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "crossbario/autobahn-python": {
     "stars": 2534,
     "owner": "crossbario",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-10T09:37:30Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "cython/cython": {
-    "stars": 10654,
+    "stars": 10655,
     "owner": "cython",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T07:34:32Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dahlia/awesome-sqlalchemy": {
-    "stars": 3031,
+    "stars": 3033,
     "owner": "dahlia",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-25T14:13:09Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dashingsoft/pyarmor": {
-    "stars": 4989,
+    "stars": 4988,
     "owner": "dashingsoft",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T02:02:48Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dask/dask": {
-    "stars": 13768,
+    "stars": 13769,
     "owner": "dask",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-12T11:13:54Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "datafolklabs/cement": {
     "stars": 1341,
     "owner": "datafolklabs",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-09T15:40:14Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "datastax/python-driver": {
     "stars": 1426,
     "owner": "apache",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-11T19:30:07Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dateutil/dateutil": {
     "stars": 2604,
     "owner": "dateutil",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-03T05:40:58Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "davidaurelio/hashids-python": {
     "stars": 1423,
     "owner": "davidaurelio",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2020-09-07T16:27:01Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "daviddrysdale/python-phonenumbers": {
     "stars": 3720,
     "owner": "daviddrysdale",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T10:42:24Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "davidhalter/jedi": {
-    "stars": 6123,
+    "stars": 6124,
     "owner": "davidhalter",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-13T11:01:08Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "davidhalter/jedi-vim": {
     "stars": 5319,
     "owner": "davidhalter",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-10T10:10:33Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dbader/schedule": {
     "stars": 12246,
     "owner": "dbader",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-05-25T18:40:33Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dbcli/litecli": {
     "stars": 3214,
     "owner": "dbcli",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-15T03:11:44Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dbcli/mycli": {
-    "stars": 11886,
+    "stars": 11887,
     "owner": "dbcli",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T19:32:02Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dbcli/pgcli": {
     "stars": 13073,
     "owner": "dbcli",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-22T03:42:48Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "deanmalmgren/textract": {
     "stars": 4482,
     "owner": "deanmalmgren",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-04T04:01:18Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "derek73/python-nameparser": {
-    "stars": 702,
+    "stars": 703,
     "owner": "derek73",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-09-21T00:05:34Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "desbordante/desbordante-core": {
     "stars": 469,
     "owner": "Desbordante",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-15T18:44:01Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "devpi/devpi": {
     "stars": 1146,
     "owner": "devpi",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T14:40:35Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "devsnd/tinytag": {
     "stars": 805,
     "owner": "tinytag",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-15T18:38:49Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dfunckt/django-rules": {
     "stars": 1970,
     "owner": "dfunckt",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-11T06:42:08Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dgunning/edgartools": {
-    "stars": 1859,
+    "stars": 1861,
     "owner": "dgunning",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T15:23:57Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dhamaniasad/awesome-postgres": {
-    "stars": 11767,
+    "stars": 11772,
     "owner": "dhamaniasad",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-22T05:54:13Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dimka665/awesome-slugify": {
     "stars": 491,
     "owner": "voronind",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2017-01-20T20:45:25Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "django-cache-machine/django-cache-machine": {
     "stars": 885,
     "owner": "django-cache-machine",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-02-20T18:13:51Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "django-compressor/django-compressor": {
     "stars": 2871,
     "owner": "django-compressor",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-14T07:39:02Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "django-guardian/django-guardian": {
     "stars": 3893,
     "owner": "django-guardian",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-11T10:25:32Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "django-haystack/django-haystack": {
     "stars": 3800,
     "owner": "django-haystack",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-14T01:19:47Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "django-haystack/pysolr": {
     "stars": 697,
     "owner": "django-haystack",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-14T00:59:24Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "django-tastypie/django-tastypie": {
     "stars": 3955,
     "owner": "django-tastypie",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-04-02T19:22:48Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "django/channels": {
     "stars": 6336,
     "owner": "django",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-07T16:45:44Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "django/daphne": {
     "stars": 2651,
     "owner": "django",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-09-17T12:11:36Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "django/django": {
-    "stars": 87081,
+    "stars": 87067,
     "owner": "django",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T21:08:18Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dmlc/xgboost": {
-    "stars": 28138,
+    "stars": 28139,
     "owner": "dmlc",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T09:23:18Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "docling-project/docling": {
-    "stars": 55968,
+    "stars": 56000,
     "owner": "docling-project",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T08:59:38Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dpkp/kafka-python": {
     "stars": 5887,
     "owner": "dpkp",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T21:06:58Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dry-python/returns": {
     "stars": 4238,
     "owner": "dry-python",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T07:13:55Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "dynaconf/dynaconf": {
     "stars": 4272,
     "owner": "dynaconf",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T18:04:02Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "elapouya/python-docx-template": {
     "stars": 2588,
     "owner": "elapouya",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-11-13T12:46:04Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "elastic/elasticsearch-dsl-py": {
     "stars": 3883,
     "owner": "elastic",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-04-18T13:50:16Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "eliben/pyelftools": {
     "stars": 2217,
     "owner": "eliben",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-12T14:48:41Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "emcconville/wand": {
     "stars": 1479,
     "owner": "emcconville",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-24T02:27:28Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "emmett-framework/granian": {
-    "stars": 5173,
+    "stars": 5174,
     "owner": "emmett-framework",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T16:11:48Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "encode/django-rest-framework": {
-    "stars": 29928,
+    "stars": 29929,
     "owner": "encode",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T21:09:05Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "encode/httpx": {
-    "stars": 15163,
+    "stars": 15139,
     "owner": "encode",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-23T10:40:42Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "encode/uvicorn": {
-    "stars": 10496,
+    "stars": 10500,
     "owner": "Kludex",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T06:11:15Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "erikrose/more-itertools": {
-    "stars": 4043,
+    "stars": 4044,
     "owner": "more-itertools",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T15:52:45Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "esnme/ultrajson": {
     "stars": 4474,
     "owner": "ultrajson",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-11T21:45:16Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "evhub/coconut": {
     "stars": 4313,
     "owner": "evhub",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-31T07:03:46Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "fabric/fabric": {
-    "stars": 15406,
+    "stars": 15405,
     "owner": "fabric",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-07-20T17:31:40Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "facebook/PathPicker": {
     "stars": 5232,
     "owner": "facebook",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-09-05T13:30:39Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "facebook/pyre-check": {
     "stars": 7153,
     "owner": "facebook",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T19:16:18Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "facebookresearch/hydra": {
-    "stars": 10258,
+    "stars": 10260,
     "owner": "facebookresearch",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-11T03:44:41Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "faif/python-patterns": {
-    "stars": 42795,
+    "stars": 42797,
     "owner": "faif",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T17:04:16Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "falconry/falcon": {
     "stars": 9805,
     "owner": "falconry",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-10T12:58:43Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "feature-engine/feature_engine": {
     "stars": 2214,
     "owner": "feature-engine",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-05T21:41:02Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "feincms/feincms": {
     "stars": 1077,
     "owner": "feincms",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-11T09:41:59Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "fengsp/plan": {
     "stars": 1182,
     "owner": "fengsp",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2020-05-14T03:02:37Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "fighting41love/funNLP": {
-    "stars": 79457,
+    "stars": 79469,
     "owner": "fighting41love",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-08-24T08:47:15Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "flask-admin/flask-admin": {
     "stars": 6057,
     "owner": "pallets-eco",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T22:06:01Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "flask-api/flask-api": {
     "stars": 1468,
     "owner": "flask-api",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-02-20T14:04:59Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "flask-restful/flask-restful": {
     "stars": 6924,
     "owner": "flask-restful",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-05-21T03:47:13Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "fogleman/Quads": {
     "stars": 1223,
     "owner": "fogleman",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2014-05-20T02:31:15Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "fxsjy/jieba": {
-    "stars": 34802,
+    "stars": 34808,
     "owner": "fxsjy",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2020-02-15T08:33:35Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "gabrielfalcao/HTTPretty": {
     "stars": 2209,
     "owner": "gabrielfalcao",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2022-10-16T23:12:02Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "gaojiuli/toapi": {
     "stars": 3555,
     "owner": "elliotgao2",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2021-06-28T01:58:45Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "gawel/pyquery": {
     "stars": 2379,
     "owner": "gawel",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-18T21:11:29Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "geopandas/geopandas": {
-    "stars": 5067,
+    "stars": 5066,
     "owner": "geopandas",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-14T12:07:44Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "geopy/geopy": {
     "stars": 4783,
     "owner": "geopy",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-27T19:22:13Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "getnikola/nikola": {
-    "stars": 2722,
+    "stars": 2723,
     "owner": "getnikola",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-15T12:21:27Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "getpelican/pelican": {
-    "stars": 13249,
+    "stars": 13248,
     "owner": "getpelican",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-03T11:11:45Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "getsentry/responses": {
     "stars": 4330,
     "owner": "getsentry",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-19T14:38:13Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "getsentry/sentry-python": {
-    "stars": 2156,
+    "stars": 2157,
     "owner": "getsentry",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T15:05:11Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "gevent/gevent": {
-    "stars": 6443,
+    "stars": 6444,
     "owner": "gevent",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-26T14:59:03Z",
+    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
   },
   "giampaolo/psutil": {
     "stars": 11108,
     "owner": "giampaolo",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T10:10:03Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "glamp/bashplotlib": {
     "stars": 1917,
     "owner": "glamp",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2021-03-31T19:40:59Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "gleitz/howdoi": {
     "stars": 10831,
     "owner": "gleitz",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-10-22T14:20:10Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "google/jax": {
-    "stars": 35125,
+    "stars": 35130,
     "owner": "jax-ml",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T10:35:30Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "google/python-fire": {
-    "stars": 28155,
+    "stars": 28157,
     "owner": "google",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-08-16T21:26:04Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "google/pytype": {
     "stars": 5029,
     "owner": "google",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-23T16:17:37Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "google/yapf": {
     "stars": 13991,
     "owner": "google",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-02-10T20:44:26Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "gorakhargosh/watchdog": {
-    "stars": 7283,
+    "stars": 7282,
     "owner": "gorakhargosh",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-27T09:55:25Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "gotcha/ipdb": {
     "stars": 1968,
     "owner": "gotcha",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-27T02:33:10Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "grantjenks/python-diskcache": {
     "stars": 2846,
     "owner": "grantjenks",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-03-03T01:19:29Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "grantjenks/python-sortedcontainers": {
-    "stars": 3935,
+    "stars": 3934,
     "owner": "grantjenks",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-03-01T23:03:38Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "graphql-python/graphene": {
-    "stars": 8252,
+    "stars": 8251,
     "owner": "graphql-python",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-11-09T20:43:17Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "gruns/furl": {
     "stars": 2797,
     "owner": "gruns",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-22T04:48:40Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "gruns/icecream": {
     "stars": 10032,
     "owner": "gruns",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-21T07:33:17Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "h2oai/h2o-3": {
     "stars": 7511,
     "owner": "h2oai",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-11T14:23:32Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "has2k1/plotnine": {
     "stars": 4521,
     "owner": "has2k1",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-10T17:54:57Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "hbldh/bleak": {
-    "stars": 2351,
+    "stars": 2352,
     "owner": "hbldh",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-17T16:54:46Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "hi-primus/optimus": {
     "stars": 1539,
     "owner": "hi-primus",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-05-19T04:32:00Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "html5lib/html5lib-python": {
     "stars": 1218,
     "owner": "html5lib",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-02-21T15:31:38Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "httpie/cli": {
     "stars": 37725,
     "owner": "httpie",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-12-17T17:30:35Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "hugapi/hug": {
     "stars": 6905,
     "owner": "hugapi",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-06-30T13:14:01Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "huggingface/diffusers": {
-    "stars": 33076,
+    "stars": 33083,
     "owner": "huggingface",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T06:58:35Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "huggingface/transformers": {
-    "stars": 157984,
+    "stars": 158003,
     "owner": "huggingface",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T10:39:52Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "humiaozuzu/awesome-flask": {
     "stars": 12696,
     "owner": "humiaozuzu",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2019-09-17T07:46:46Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "ibayer/fastFM": {
     "stars": 1090,
     "owner": "ibayer",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2021-03-24T12:22:31Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "ijl/orjson": {
-    "stars": 7961,
+    "stars": 7962,
     "owner": "ijl",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-02T14:52:49Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "indico/indico": {
     "stars": 2031,
     "owner": "indico",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T10:32:40Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "inducer/pudb": {
     "stars": 3218,
     "owner": "inducer",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T17:32:15Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "infiniflow/ragflow": {
-    "stars": 75265,
+    "stars": 75368,
     "owner": "infiniflow",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T11:20:10Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "ionelmc/python-hunter": {
     "stars": 866,
     "owner": "ionelmc",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-08-22T21:11:31Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "ionelmc/python-manhole": {
     "stars": 400,
     "owner": "ionelmc",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-07-04T13:45:03Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "isnowfy/snownlp": {
     "stars": 6614,
     "owner": "isnowfy",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2020-01-19T02:39:03Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jab/bidict": {
     "stars": 1578,
     "owner": "jab",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-01T17:54:35Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jaraco/path.py": {
     "stars": 1124,
     "owner": "jaraco",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-07-27T20:35:09Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jazzband/django-debug-toolbar": {
     "stars": 8351,
     "owner": "django-commons",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T06:19:41Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jazzband/django-oauth-toolkit": {
     "stars": 3310,
     "owner": "django-oauth",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T03:05:23Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jazzband/django-pipeline": {
     "stars": 1543,
     "owner": "jazzband",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-09-13T11:23:20Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jazzband/geojson": {
     "stars": 984,
     "owner": "jazzband",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-12-21T19:30:30Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jazzband/pip-tools": {
-    "stars": 7993,
+    "stars": 7994,
     "owner": "jazzband",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-10T00:56:06Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jazzband/tablib": {
-    "stars": 4751,
+    "stars": 4752,
     "owner": "jazzband",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-15T19:49:59Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jeffknupp/sandman2": {
     "stars": 2044,
     "owner": "jeffknupp",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2020-12-21T15:15:51Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jek/blinker": {
     "stars": 2034,
     "owner": "pallets-eco",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-06-14T20:37:05Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jendrikseipp/vulture": {
-    "stars": 4379,
+    "stars": 4380,
     "owner": "jendrikseipp",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-04T21:50:03Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jet-admin/jet-bridge": {
     "stars": 1794,
     "owner": "jet-admin",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-20T22:46:56Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jfkirk/tensorrec": {
     "stars": 1302,
     "owner": "jfkirk",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2020-02-04T21:10:25Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jiaaro/pydub": {
-    "stars": 9743,
+    "stars": 9744,
     "owner": "jiaaro",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2022-12-08T17:49:19Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jindaxiang/akshare": {
-    "stars": 17394,
+    "stars": 17423,
     "owner": "akfamily",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T13:32:06Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jmcnamara/XlsxWriter": {
-    "stars": 3920,
+    "stars": 3921,
     "owner": "jmcnamara",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-28T17:54:43Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "joke2k/faker": {
-    "stars": 19220,
+    "stars": 19196,
     "owner": "joke2k",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T14:35:47Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jonathanslenders/ptpython": {
     "stars": 5410,
     "owner": "prompt-toolkit",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-11-21T10:57:24Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jonathanslenders/python-prompt-toolkit": {
-    "stars": 10329,
+    "stars": 10331,
     "owner": "prompt-toolkit",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T12:10:47Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jorgenschaefer/elpy": {
     "stars": 1940,
     "owner": "jorgenschaefer",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-04-04T23:49:23Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
+  },
+  "josephmisiti/awesome-machine-learning": {
+    "stars": 72025,
+    "owner": "josephmisiti",
+    "last_commit_at": "2026-03-15T15:16:19Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jpadilla/pyjwt": {
-    "stars": 5622,
+    "stars": 5621,
     "owner": "jpadilla",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T13:30:51Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "jschneier/django-storages": {
     "stars": 2939,
     "owner": "jschneier",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-06-18T15:59:00Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "keleshev/schema": {
     "stars": 2944,
     "owner": "keleshev",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-04T20:33:24Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "keon/algorithms": {
-    "stars": 25390,
+    "stars": 25392,
     "owner": "keon",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T20:58:07Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "keras-team/keras": {
-    "stars": 63928,
+    "stars": 63910,
     "owner": "keras-team",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T23:34:27Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "keunwoochoi/kapre": {
     "stars": 946,
     "owner": "keunwoochoi",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-26T20:05:08Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "kevin1024/vcrpy": {
     "stars": 2951,
     "owner": "kevin1024",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-04T19:19:38Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "kiwicom/schemathesis": {
-    "stars": 3114,
+    "stars": 3116,
     "owner": "schemathesis",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T15:31:51Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "klen/mixer": {
     "stars": 954,
     "owner": "klen",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2022-03-23T14:37:36Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "knipknap/SpiffWorkflow": {
     "stars": 1864,
     "owner": "sartography",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-07T15:46:26Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "kootenpv/yagmail": {
-    "stars": 2725,
+    "stars": 2724,
     "owner": "kootenpv",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2022-09-28T20:43:53Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "kornia/kornia": {
-    "stars": 11119,
+    "stars": 11120,
     "owner": "kornia",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T04:19:37Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "kreuzberg-dev/kreuzberg": {
-    "stars": 6736,
+    "stars": 6742,
     "owner": "kreuzberg-dev",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T10:21:20Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "kurtmckee/feedparser": {
     "stars": 2327,
     "owner": "kurtmckee",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-01T15:38:19Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "laixintao/iredis": {
     "stars": 2728,
     "owner": "laixintao",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T06:31:48Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "lancopku/pkuseg-python": {
-    "stars": 6702,
+    "stars": 6703,
     "owner": "lancopku",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2022-06-08T05:57:27Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "langchain-ai/langchain": {
-    "stars": 129943,
+    "stars": 130028,
     "owner": "langchain-ai",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T04:53:18Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "lektor/lektor": {
     "stars": 3926,
     "owner": "lektor",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-14T18:05:07Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "lemire/simdjson": {
-    "stars": 23448,
+    "stars": 23449,
     "owner": "simdjson",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T16:39:07Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "lepture/authlib": {
     "stars": 5244,
     "owner": "authlib",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T12:43:10Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "lepture/mistune": {
-    "stars": 2998,
+    "stars": 2997,
     "owner": "lepture",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T13:00:29Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "lericson/pylibmc": {
     "stars": 493,
     "owner": "lericson",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-04-12T08:57:20Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "libAudioFlux/audioFlux": {
-    "stars": 3281,
+    "stars": 3282,
     "owner": "libAudioFlux",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-06T04:12:10Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "librosa/librosa": {
-    "stars": 8263,
+    "stars": 8268,
     "owner": "librosa",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-05-19T17:05:09Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "libvips/pyvips": {
     "stars": 789,
     "owner": "libvips",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-20T19:19:36Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "lincolnloop/python-qrcode": {
-    "stars": 4864,
+    "stars": 4866,
     "owner": "lincolnloop",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-12T03:26:33Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "linkedin/shiv": {
     "stars": 1918,
     "owner": "linkedin",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-10T12:19:00Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "litestar-org/litestar": {
-    "stars": 8099,
+    "stars": 8100,
     "owner": "litestar-org",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T20:50:28Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "litestar-org/polyfactory": {
-    "stars": 1428,
+    "stars": 1429,
     "owner": "litestar-org",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T21:09:57Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "lk-geimfari/mimesis": {
     "stars": 4799,
     "owner": "lk-geimfari",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-18T21:51:11Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "locustio/locust": {
     "stars": 27608,
     "owner": "locustio",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T21:23:56Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "lorien/grab": {
     "stars": 2458,
     "owner": "lorien",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-09-19T10:51:14Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "lyst/lightfm": {
-    "stars": 5066,
+    "stars": 5067,
     "owner": "lyst",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-04-30T18:36:20Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "maciejkula/spotlight": {
-    "stars": 3042,
+    "stars": 3043,
     "owner": "maciejkula",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2020-02-09T21:03:48Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "madmaze/pytesseract": {
     "stars": 6321,
     "owner": "madmaze",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-02-17T21:20:41Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mahmoud/boltons": {
     "stars": 6856,
     "owner": "mahmoud",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-06T22:18:37Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mailgun/flanker": {
     "stars": 1650,
     "owner": "mailgun",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-03-03T17:53:06Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "marcelotduarte/cx_Freeze": {
     "stars": 1532,
     "owner": "marcelotduarte",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T12:04:40Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "marimo-team/marimo": {
-    "stars": 19725,
+    "stars": 19740,
     "owner": "marimo-team",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T03:02:33Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "markusschanta/awesome-jupyter": {
     "stars": 4569,
     "owner": "markusschanta",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-07T18:36:13Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "marph91/jimmy": {
     "stars": 400,
     "owner": "marph91",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-08T17:12:27Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "marrow/mailer": {
     "stars": 293,
     "owner": "marrow",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-05-21T17:42:25Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "marshmallow-code/marshmallow": {
-    "stars": 7228,
+    "stars": 7229,
     "owner": "marshmallow-code",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T19:59:09Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "marshmallow-code/webargs": {
     "stars": 1405,
     "owner": "marshmallow-code",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T19:32:45Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "martinblech/xmltodict": {
     "stars": 5726,
     "owner": "martinblech",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-22T23:29:47Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "martinrusev/imbox": {
     "stars": 1211,
     "owner": "martinrusev",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-04-16T09:00:27Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "matplotlib/matplotlib": {
-    "stars": 22585,
+    "stars": 22593,
     "owner": "matplotlib",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T05:35:11Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "metawilm/cl-python": {
     "stars": 394,
     "owner": "metawilm",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2022-03-10T15:51:06Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mhammond/pywin32": {
-    "stars": 5531,
+    "stars": 5530,
     "owner": "mhammond",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-27T04:04:10Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mher/flower": {
-    "stars": 7130,
+    "stars": 7131,
     "owner": "mher",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-05T11:41:28Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "michaelhelmick/lassie": {
     "stars": 630,
     "owner": "michaelhelmick",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2021-08-20T14:32:48Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "micropython/micropython": {
     "stars": 21553,
     "owner": "micropython",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T06:02:09Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "microsoft/markitdown": {
-    "stars": 90875,
+    "stars": 90921,
     "owner": "microsoft",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T17:35:24Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "miguelgrinberg/microdot": {
     "stars": 2093,
     "owner": "miguelgrinberg",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-10T23:30:38Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mindflayer/python-mocket": {
     "stars": 309,
     "owner": "mindflayer",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-23T18:40:24Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mindsdb/mindsdb": {
-    "stars": 38775,
+    "stars": 38781,
     "owner": "mindsdb",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-10T12:27:03Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mingrammer/diagrams": {
-    "stars": 42078,
+    "stars": 42082,
     "owner": "mingrammer",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-07T11:02:06Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mininet/mininet": {
     "stars": 5788,
     "owner": "mininet",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-09-17T01:50:27Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "miracle2k/flask-assets": {
     "stars": 459,
     "owner": "miracle2k",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-12-15T13:55:26Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "miracle2k/webassets": {
     "stars": 935,
     "owner": "miracle2k",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-08-17T12:47:39Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "miso-belica/sumy": {
-    "stars": 3664,
+    "stars": 3665,
     "owner": "miso-belica",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-14T21:08:54Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mitmproxy/pdoc": {
     "stars": 2474,
     "owner": "mitmproxy",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-01T09:58:22Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mitsuhiko/pluginbase": {
     "stars": 1141,
     "owner": "mitsuhiko",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2021-05-16T16:12:48Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mitsuhiko/unp": {
     "stars": 455,
     "owner": "mitsuhiko",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2014-08-26T21:17:09Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mkdocs/mkdocs": {
-    "stars": 21860,
+    "stars": 21864,
     "owner": "mkdocs",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-20T13:17:06Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "modoboa/modoboa": {
-    "stars": 3468,
+    "stars": 3470,
     "owner": "modoboa",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T10:55:36Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mongodb/django-mongodb-backend": {
     "stars": 218,
     "owner": "mongodb",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T09:42:16Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mongodb/mongo-python-driver": {
     "stars": 4338,
     "owner": "mongodb",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-12T16:42:15Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "moses-palmer/pynput": {
     "stars": 2125,
     "owner": "moses-palmer",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-03-17T17:11:34Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mozilla/unicode-slugify": {
     "stars": 328,
     "owner": "mozilla",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2021-10-22T20:06:17Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mozillazg/python-pinyin": {
     "stars": 5271,
     "owner": "mozillazg",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-15T08:03:42Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mpdavis/python-jose": {
     "stars": 1743,
     "owner": "mpdavis",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-05-28T17:25:04Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mpi4py/mpi4py": {
     "stars": 902,
     "owner": "mpi4py",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-15T10:04:33Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mre/awesome-static-analysis": {
-    "stars": 14439,
+    "stars": 14440,
     "owner": "analysis-tools-dev",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T00:12:23Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "msiemens/tinydb": {
     "stars": 7487,
     "owner": "msiemens",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-17T21:42:58Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mstamy2/PyPDF2": {
-    "stars": 9878,
+    "stars": 9880,
     "owner": "py-pdf",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T13:32:56Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mwaskom/seaborn": {
-    "stars": 13770,
+    "stars": 13769,
     "owner": "mwaskom",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-22T13:03:04Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "mymarilyn/clickhouse-driver": {
     "stars": 1293,
     "owner": "mymarilyn",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-11-10T20:21:21Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "napalm-automation/napalm": {
     "stars": 2438,
     "owner": "napalm-automation",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T18:24:04Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "nficano/python-lambda": {
     "stars": 1521,
     "owner": "nficano",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2022-06-03T06:57:29Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "nicfit/eyeD3": {
     "stars": 631,
     "owner": "nicfit",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-16T18:17:03Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "nose-devs/nose2": {
     "stars": 822,
     "owner": "nose-devs",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-09T17:37:19Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "noxrepo/pox": {
     "stars": 652,
     "owner": "noxrepo",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2020-05-20T12:00:13Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "nucleic/enaml": {
     "stars": 1574,
     "owner": "nucleic",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T11:07:00Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "numba/numba": {
-    "stars": 10935,
+    "stars": 10936,
     "owner": "numba",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T01:45:23Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "nvbn/thefuck": {
-    "stars": 95714,
+    "stars": 95720,
     "owner": "nvbn",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-01-25T19:52:35Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "nvdv/vprof": {
     "stars": 3982,
     "owner": "nvdv",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2022-07-15T07:43:03Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "oauthlib/oauthlib": {
     "stars": 2958,
     "owner": "oauthlib",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-28T14:03:09Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "offerrall/FuncToWeb": {
     "stars": 389,
     "owner": "offerrall",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-20T01:50:32Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "openai/gym": {
-    "stars": 37100,
+    "stars": 37099,
     "owner": "openai",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-01-30T18:15:21Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "openembedded/bitbake": {
-    "stars": 509,
+    "stars": 510,
     "owner": "openembedded",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T13:52:55Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "openstack/cliff": {
     "stars": 260,
     "owner": "openstack",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-06T16:40:04Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "orsinium/textdistance": {
-    "stars": 3524,
+    "stars": 3525,
     "owner": "life4",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-04-18T12:13:17Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pallets-eco/flask-debugtoolbar": {
     "stars": 980,
     "owner": "pallets-eco",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-06-14T20:13:45Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pallets/click": {
-    "stars": 17367,
+    "stars": 17338,
     "owner": "pallets",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-31T06:51:28Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pallets/flask": {
-    "stars": 71376,
+    "stars": 71345,
     "owner": "pallets",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-08T23:21:50Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pallets/itsdangerous": {
     "stars": 3102,
     "owner": "pallets",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-06-14T20:35:42Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pallets/jinja": {
-    "stars": 11513,
+    "stars": 11515,
     "owner": "pallets",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-06-14T20:34:58Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pallets/markupsafe": {
     "stars": 685,
     "owner": "pallets",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-09-27T18:45:34Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pallets/werkzeug": {
     "stars": 6849,
     "owner": "pallets",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-25T19:33:16Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "paramiko/paramiko": {
     "stars": 9712,
     "owner": "paramiko",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-20T02:49:59Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pathsim/pathsim": {
     "stars": 334,
     "owner": "pathsim",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-04T08:30:56Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pathwaycom/pathway": {
-    "stars": 60281,
+    "stars": 60427,
     "owner": "pathwaycom",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T06:08:37Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "patrys/httmock": {
     "stars": 472,
     "owner": "patrys",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2020-10-28T12:00:08Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "patx/pickledb": {
     "stars": 1069,
     "owner": "patx",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-06T08:04:35Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pdfminer/pdfminer.six": {
     "stars": 6933,
     "owner": "pdfminer",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T03:10:44Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pennersr/django-allauth": {
-    "stars": 10307,
+    "stars": 10308,
     "owner": "pennersr",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-09T13:39:18Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "peterbrittain/asciimatics": {
-    "stars": 4271,
+    "stars": 4273,
     "owner": "peterbrittain",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-05-31T15:53:57Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pgjones/hypercorn": {
     "stars": 1536,
     "owner": "pgjones",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-11-08T13:49:10Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pgmpy/pgmpy": {
-    "stars": 3213,
+    "stars": 3214,
     "owner": "pgmpy",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T11:06:43Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pikepdf/pikepdf": {
     "stars": 2667,
     "owner": "pikepdf",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-14T20:40:53Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "planetopendata/awesome-sqlite": {
     "stars": 388,
     "owner": "planetopendata",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-23T12:53:44Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "platformio/platformio-core": {
-    "stars": 8931,
+    "stars": 8936,
     "owner": "platformio",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-23T12:44:48Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "plotly/plotly.py": {
-    "stars": 18354,
+    "stars": 18359,
     "owner": "plotly",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T00:29:18Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pndurette/gTTS": {
-    "stars": 2595,
+    "stars": 2594,
     "owner": "pndurette",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-05-11T13:03:37Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pola-rs/polars": {
-    "stars": 37775,
+    "stars": 37780,
     "owner": "pola-rs",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T07:31:49Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "ponyorm/pony": {
-    "stars": 3826,
+    "stars": 3825,
     "owner": "ponyorm",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-07-03T18:16:47Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "prabhupant/python-ds": {
-    "stars": 3074,
+    "stars": 3075,
     "owner": "prabhupant",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-04-06T07:43:16Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pricingassistant/mrq": {
     "stars": 896,
     "owner": "pricingassistant",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2020-12-13T18:58:15Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "prompt-toolkit/python-prompt-toolkit": {
-    "stars": 10329,
+    "stars": 10331,
     "owner": "prompt-toolkit",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T12:10:47Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "psf/black": {
-    "stars": 41430,
+    "stars": 41431,
     "owner": "psf",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T00:18:45Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "psf/requests": {
-    "stars": 53881,
+    "stars": 53853,
     "owner": "psf",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-05T20:14:29Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "psf/requests-html": {
     "stars": 13869,
     "owner": "psf",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-04-03T17:09:56Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "psycopg/psycopg": {
     "stars": 2322,
     "owner": "psycopg",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-10T18:42:54Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pudo/dataset": {
-    "stars": 4853,
+    "stars": 4854,
     "owner": "pudo",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-02-05T12:22:42Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pwaller/pyfiglet": {
-    "stars": 1545,
+    "stars": 1546,
     "owner": "pwaller",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-08-15T18:27:57Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "py2exe/py2exe": {
     "stars": 995,
     "owner": "py2exe",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-07-15T21:35:24Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pybee/toga": {
-    "stars": 5323,
+    "stars": 5325,
     "owner": "beeware",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T04:04:32Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pybuilder/pybuilder": {
     "stars": 1956,
     "owner": "pybuilder",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T22:57:47Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pyca/cryptography": {
     "stars": 7515,
     "owner": "pyca",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T11:13:04Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pyca/pynacl": {
     "stars": 1185,
     "owner": "pyca",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T11:13:25Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pydantic/pydantic": {
-    "stars": 27237,
+    "stars": 27214,
     "owner": "pydantic",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T10:48:39Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pydantic/pydantic-ai": {
-    "stars": 15531,
+    "stars": 15547,
     "owner": "pydantic",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T02:59:07Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pyenv-win/pyenv-win": {
-    "stars": 7064,
+    "stars": 7066,
     "owner": "pyenv-win",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-21T03:27:29Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pyenv/pyenv": {
-    "stars": 44440,
+    "stars": 44444,
     "owner": "pyenv",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-14T08:23:19Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pyeve/cerberus": {
     "stars": 3270,
     "owner": "pyeve",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-01T13:12:42Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pyeve/eve": {
     "stars": 6746,
     "owner": "pyeve",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-11T09:34:15Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pyexcel/pyexcel": {
     "stars": 1284,
     "owner": "pyexcel",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-10T21:38:52Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pyglet/pyglet": {
     "stars": 2172,
     "owner": "pyglet",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T02:49:51Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pygraphviz/pygraphviz": {
     "stars": 834,
     "owner": "pygraphviz",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-10T23:04:21Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pyinfra-dev/pyinfra": {
-    "stars": 4869,
+    "stars": 4870,
     "owner": "pyinfra-dev",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T10:59:38Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pyinstaller/pyinstaller": {
-    "stars": 12924,
+    "stars": 12925,
     "owner": "pyinstaller",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T15:45:58Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pyinvoke/invoke": {
     "stars": 4722,
     "owner": "pyinvoke",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-20T02:48:00Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pylint-dev/pylint": {
     "stars": 5661,
     "owner": "pylint-dev",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T20:40:19Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pymatting/pymatting": {
     "stars": 1891,
     "owner": "pymatting",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-19T10:29:20Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pymc-devs/pymc3": {
-    "stars": 9527,
+    "stars": 9528,
     "owner": "pymc-devs",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T14:36:22Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pymssql/pymssql": {
     "stars": 880,
     "owner": "pymssql",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-10T00:40:01Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pynamodb/PynamoDB": {
     "stars": 2647,
     "owner": "pynamodb",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-06T15:42:11Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pypa/bandersnatch": {
     "stars": 528,
     "owner": "pypa",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T19:27:34Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pypa/hatch": {
-    "stars": 7145,
+    "stars": 7149,
     "owner": "pypa",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-27T17:59:39Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pypa/virtualenv": {
     "stars": 5017,
     "owner": "pypa",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T00:32:57Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pypa/warehouse": {
-    "stars": 3978,
+    "stars": 3979,
     "owner": "pypi",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T16:48:08Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pyparsing/pyparsing": {
     "stars": 2465,
     "owner": "pyparsing",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-22T17:57:48Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pyqtgraph/pyqtgraph": {
     "stars": 4311,
     "owner": "pyqtgraph",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-08T16:15:20Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pyston/pyston": {
     "stars": 2507,
     "owner": "pyston",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-08-12T16:30:56Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "python-attrs/attrs": {
     "stars": 5746,
     "owner": "python-attrs",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-14T17:51:51Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "python-greenlet/greenlet": {
-    "stars": 1814,
+    "stars": 1815,
     "owner": "python-greenlet",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-20T20:15:01Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "python-jsonschema/jsonschema": {
-    "stars": 4935,
+    "stars": 4934,
     "owner": "python-jsonschema",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-15T02:35:55Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "python-mode/python-mode": {
     "stars": 5478,
     "owner": "python-mode",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-11-14T23:45:03Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "python-openxml/python-docx": {
     "stars": 5486,
     "owner": "python-openxml",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-06-16T21:24:39Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "python-pillow/Pillow": {
-    "stars": 13437,
+    "stars": 13438,
     "owner": "python-pillow",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T22:42:15Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "python-rapidjson/python-rapidjson": {
     "stars": 532,
     "owner": "python-rapidjson",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-07T06:14:13Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "python-rope/rope": {
     "stars": 2183,
     "owner": "python-rope",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-04T14:49:29Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "python-trio/trio": {
     "stars": 7204,
     "owner": "python-trio",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T22:58:36Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "python/cpython": {
-    "stars": 72015,
+    "stars": 72001,
     "owner": "python",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T18:24:44Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "python/mypy": {
     "stars": 20302,
     "owner": "python",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T22:24:58Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "python/typeshed": {
-    "stars": 5021,
+    "stars": 5022,
     "owner": "python",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T00:46:34Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pythonnet/pythonnet": {
     "stars": 5418,
     "owner": "pythonnet",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-27T07:16:04Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pytoolz/cytoolz": {
     "stars": 1103,
     "owner": "pytoolz",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-18T19:31:50Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pytoolz/toolz": {
-    "stars": 5125,
+    "stars": 5126,
     "owner": "pytoolz",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-17T03:29:39Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pytorch/pytorch": {
-    "stars": 98355,
+    "stars": 98348,
     "owner": "pytorch",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T08:34:10Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "pytransitions/transitions": {
     "stars": 6459,
     "owner": "pytransitions",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-09-09T16:42:34Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "quantumlib/Cirq": {
-    "stars": 4890,
+    "stars": 4891,
     "owner": "quantumlib",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T20:32:18Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "quodlibet/mutagen": {
-    "stars": 1867,
+    "stars": 1868,
     "owner": "quodlibet",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-15T17:12:28Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "r0x0r/pywebview": {
-    "stars": 5803,
+    "stars": 5804,
     "owner": "r0x0r",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T21:31:51Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "ranaroussi/yfinance": {
-    "stars": 22172,
+    "stars": 22190,
     "owner": "ranaroussi",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-21T17:37:15Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "ray-project/ray": {
-    "stars": 41786,
+    "stars": 41765,
     "owner": "ray-project",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T07:37:46Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "redis/redis-py": {
-    "stars": 13505,
+    "stars": 13507,
     "owner": "redis",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T11:59:23Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "reflex-dev/reflex": {
-    "stars": 28234,
+    "stars": 28233,
     "owner": "reflex-dev",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T02:23:17Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "robotframework/robotframework": {
-    "stars": 11478,
+    "stars": 11479,
     "owner": "robotframework",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T20:41:56Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "ronaldoussoren/py2app": {
     "stars": 421,
     "owner": "ronaldoussoren",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-25T11:45:17Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "rq/rq": {
     "stars": 10605,
     "owner": "rq",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-14T11:13:10Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "rsalmei/alive-progress": {
-    "stars": 6256,
+    "stars": 6257,
     "owner": "rsalmei",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-10T00:39:31Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "run-llama/llama_index": {
-    "stars": 47740,
+    "stars": 47758,
     "owner": "run-llama",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T14:37:41Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "s3tools/s3cmd": {
     "stars": 4869,
     "owner": "s3tools",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-22T23:26:17Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "saffsd/langid.py": {
     "stars": 2455,
     "owner": "saffsd",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2017-07-15T02:49:17Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "saltstack/salt": {
     "stars": 15281,
     "owner": "saltstack",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T21:32:42Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "samuelcolvin/watchfiles": {
-    "stars": 2444,
+    "stars": 2446,
     "owner": "samuelcolvin",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-11-28T23:00:57Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "sanic-org/sanic": {
     "stars": 18639,
     "owner": "sanic-org",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-31T19:05:34Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "scanny/python-pptx": {
-    "stars": 3233,
+    "stars": 3235,
     "owner": "scanny",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-08-07T17:33:54Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "schematics/schematics": {
     "stars": 2591,
     "owner": "schematics",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2021-08-17T21:08:10Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "scottrogowski/code2flow": {
-    "stars": 4545,
+    "stars": 4546,
     "owner": "scottrogowski",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-01-08T22:55:22Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "scrapy/scrapy": {
-    "stars": 60855,
+    "stars": 60844,
     "owner": "scrapy",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-13T09:30:25Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "sdispater/pendulum": {
     "stars": 6628,
     "owner": "python-pendulum",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-17T11:16:10Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "sdispater/poetry": {
-    "stars": 34316,
+    "stars": 34294,
     "owner": "python-poetry",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-15T10:36:40Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "sebastien/cuisine": {
     "stars": 1270,
     "owner": "sebastien",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-05-21T02:33:04Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "secdev/scapy": {
-    "stars": 12108,
+    "stars": 12110,
     "owner": "secdev",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T22:19:36Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "sehmaschine/django-grappelli": {
     "stars": 3927,
     "owner": "sehmaschine",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-11-27T15:59:41Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "selwin/python-user-agents": {
     "stars": 1520,
     "owner": "selwin",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-02-16T01:51:50Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "sergree/matchering": {
     "stars": 2446,
     "owner": "sergree",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-15T05:33:05Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "shahraizali/awesome-django": {
-    "stars": 1901,
+    "stars": 1902,
     "owner": "shahraizali",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-11-03T23:23:57Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "shapely/shapely": {
-    "stars": 4395,
+    "stars": 4396,
     "owner": "shapely",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-10T08:57:31Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "sherlock-project/sherlock": {
-    "stars": 73803,
+    "stars": 73819,
     "owner": "sherlock-project",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T06:26:18Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "simonw/datasette": {
-    "stars": 10835,
+    "stars": 10839,
     "owner": "simonw",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T15:47:04Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "simonw/sqlite-utils": {
     "stars": 2019,
     "owner": "simonw",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-17T06:11:47Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "sirfz/tesserocr": {
     "stars": 2160,
     "owner": "sirfz",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T14:37:08Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "skorokithakis/shortuuid": {
     "stars": 2178,
     "owner": "skorokithakis",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-01T00:26:35Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "sloria/doitlive": {
     "stars": 3566,
     "owner": "sloria",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T16:14:55Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
+  },
+  "sorrycc/awesome-javascript": {
+    "stars": 34932,
+    "owner": "sorrycc",
+    "last_commit_at": "2026-03-16T02:09:29Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "sphinx-doc/sphinx": {
-    "stars": 7721,
+    "stars": 7724,
     "owner": "sphinx-doc",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-31T15:07:44Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "spotify/annoy": {
     "stars": 14181,
     "owner": "spotify",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-29T14:08:37Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "spotify/luigi": {
-    "stars": 18694,
+    "stars": 18695,
     "owner": "spotify",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T02:22:01Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "spulec/freezegun": {
     "stars": 4498,
     "owner": "spulec",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-08-19T19:29:42Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "spyder-ide/spyder": {
     "stars": 9163,
     "owner": "spyder-ide",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T01:07:45Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "sqlalchemy/dogpile.cache": {
     "stars": 291,
     "owner": "sqlalchemy",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-12T18:51:49Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "sqlmapproject/sqlmap": {
-    "stars": 36853,
+    "stars": 36856,
     "owner": "sqlmapproject",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T21:22:40Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "stanfordnlp/stanza": {
-    "stars": 7739,
+    "stars": 7740,
     "owner": "stanfordnlp",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-26T06:42:21Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "statsmodels/statsmodels": {
-    "stars": 11298,
+    "stars": 11302,
     "owner": "statsmodels",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-12T16:03:41Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "stchris/untangle": {
     "stars": 631,
     "owner": "stchris",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-01T11:05:37Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "strawberry-graphql/strawberry-django": {
     "stars": 488,
     "owner": "strawberry-graphql",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T17:13:53Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "streamlit/streamlit": {
-    "stars": 43924,
+    "stars": 43929,
     "owner": "streamlit",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T11:26:08Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "sunainapai/makesite": {
     "stars": 1872,
     "owner": "sunainapai",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2022-10-12T19:28:59Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "sympy/sympy": {
     "stars": 14495,
     "owner": "sympy",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-15T20:23:47Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "tartley/colorama": {
     "stars": 3770,
     "owner": "tartley",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-07-09T16:58:36Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "tayllan/awesome-algorithms": {
-    "stars": 24835,
+    "stars": 24837,
     "owner": "tayllan",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-11T06:35:17Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "tensorflow/tensorflow": {
-    "stars": 194201,
+    "stars": 194187,
     "owner": "tensorflow",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T11:21:25Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "thauber/django-schedule": {
     "stars": 850,
     "owner": "thauber",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2016-04-16T20:26:10Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "thumbor/thumbor": {
     "stars": 10465,
     "owner": "thumbor",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T02:56:03Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "tiangolo/fastapi": {
-    "stars": 96302,
+    "stars": 96308,
     "owner": "fastapi",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T10:56:02Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "tiangolo/typer": {
-    "stars": 19041,
+    "stars": 19044,
     "owner": "fastapi",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-16T13:02:43Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "timofurrer/awesome-asyncio": {
-    "stars": 5030,
+    "stars": 5031,
     "owner": "timofurrer",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-12-01T14:19:00Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "timofurrer/try": {
     "stars": 751,
     "owner": "timofurrer",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2022-05-15T18:30:33Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "timothycrosley/isort": {
     "stars": 6916,
     "owner": "PyCQA",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-14T20:59:11Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "tmux-python/tmuxp": {
     "stars": 4451,
     "owner": "tmux-python",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T22:44:59Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "tmux/tmux": {
-    "stars": 43165,
+    "stars": 43191,
     "owner": "tmux",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T08:46:16Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "tomerfiliba/rpyc": {
     "stars": 1693,
     "owner": "tomerfiliba-org",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-08-14T03:45:36Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "tomschimansky/customtkinter": {
-    "stars": 13223,
+    "stars": 13225,
     "owner": "TomSchimansky",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-02T20:44:11Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "tornadoweb/tornado": {
     "stars": 22406,
     "owner": "tornadoweb",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T19:24:12Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "tqdm/tqdm": {
-    "stars": 31040,
+    "stars": 31042,
     "owner": "tqdm",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-03T16:58:32Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "trustedsec/social-engineer-toolkit": {
     "stars": 14671,
     "owner": "trustedsec",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-10-21T15:46:17Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "twisted/treq": {
     "stars": 606,
     "owner": "twisted",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-03T01:47:06Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "twisted/twisted": {
-    "stars": 5951,
+    "stars": 5950,
     "owner": "twisted",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-09T23:19:56Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "tyiannak/pyAudioAnalysis": {
     "stars": 6234,
     "owner": "tyiannak",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-08-04T16:44:35Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "typeddjango/awesome-python-typing": {
-    "stars": 1950,
+    "stars": 1952,
     "owner": "typeddjango",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-28T08:10:43Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "ultraplot/UltraPlot": {
-    "stars": 279,
+    "stars": 280,
     "owner": "Ultraplot",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T00:56:09Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "un33k/python-slugify": {
     "stars": 1599,
     "owner": "un33k",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-07T16:28:09Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "unclecode/crawl4ai": {
-    "stars": 62122,
+    "stars": 62156,
     "owner": "unclecode",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-20T03:31:12Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "unfoldadmin/django-unfold": {
-    "stars": 3369,
+    "stars": 3372,
     "owner": "unfoldadmin",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T11:04:37Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "uralbash/awesome-pyramid": {
     "stars": 570,
     "owner": "uralbash",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2021-07-08T12:28:10Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "urllib3/urllib3": {
     "stars": 4012,
     "owner": "urllib3",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-15T06:51:37Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "vadikko2/python-cqrs": {
     "stars": 44,
     "owner": "pypatterns",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-05T20:33:59Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
+  },
+  "vinta/awesome-python": {
+    "stars": 287742,
+    "owner": "vinta",
+    "last_commit_at": "2026-03-18T06:03:50Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "vinta/pangu.py": {
     "stars": 276,
     "owner": "vinta",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-03-30T17:57:13Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "vispy/vispy": {
     "stars": 3558,
     "owner": "vispy",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-02T19:30:57Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "vitali87/code-graph-rag": {
-    "stars": 2131,
+    "stars": 2139,
     "owner": "vitali87",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T00:56:06Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "vllm-project/vllm": {
-    "stars": 73457,
+    "stars": 73512,
     "owner": "vllm-project",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T10:30:29Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "wagtail/wagtail": {
     "stars": 20240,
     "owner": "wagtail",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-18T01:31:28Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "waylan/Python-Markdown": {
     "stars": 4186,
     "owner": "Python-Markdown",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-02-09T14:54:42Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "web2py/pydal": {
     "stars": 531,
     "owner": "web2py",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-14T00:25:51Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "wireservice/csvkit": {
     "stars": 6360,
     "owner": "wireservice",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-05T23:54:49Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "wooey/wooey": {
-    "stars": 2218,
+    "stars": 2219,
     "owner": "wooey",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2023-12-14T15:17:45Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "worldveil/dejavu": {
     "stars": 6736,
     "owner": "worldveil",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2020-06-03T05:58:03Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "xonsh/xonsh": {
     "stars": 9252,
     "owner": "xonsh",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T15:32:20Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "yfedoseev/pdf_oxide": {
     "stars": 431,
     "owner": "yfedoseev",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-11T04:36:36Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "yoloseem/awesome-sphinxdoc": {
     "stars": 973,
     "owner": "ygzgxyz",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-10-07T13:10:20Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "ytdl-org/youtube-dl": {
-    "stars": 139894,
+    "stars": 139899,
     "owner": "ytdl-org",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2025-11-26T03:02:36Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "zappa/Zappa": {
-    "stars": 3676,
+    "stars": 3678,
     "owner": "zappa",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-15T01:53:26Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "zauberzeug/nicegui": {
-    "stars": 15518,
+    "stars": 15522,
     "owner": "zauberzeug",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-03-17T13:26:42Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "zoofIO/flexx": {
     "stars": 3343,
     "owner": "flexxui",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2024-01-06T22:16:26Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "zopefoundation/ZODB": {
     "stars": 752,
     "owner": "zopefoundation",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
+    "last_commit_at": "2026-01-24T15:33:23Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   },
   "ztane/python-Levenshtein": {
     "stars": 1278,
     "owner": "ztane",
-    "fetched_at": "2026-03-17T20:08:08.973003+00:00"
-  },
-  "josephmisiti/awesome-machine-learning": {
-    "stars": 72017,
-    "owner": "josephmisiti",
-    "fetched_at": "2026-03-17T20:12:03.066921+00:00"
-  },
-  "sorrycc/awesome-javascript": {
-    "stars": 34931,
-    "owner": "sorrycc",
-    "fetched_at": "2026-03-17T20:12:03.066921+00:00"
-  },
-  "vinta/awesome-python": {
-    "stars": 287640,
-    "owner": "vinta",
-    "fetched_at": "2026-03-17T20:12:03.066921+00:00"
+    "last_commit_at": "2021-02-01T13:02:11Z",
+    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
   }
 }
diff --git a/website/fetch_github_stars.py b/website/fetch_github_stars.py
index ea9105b28..24ae1e9d9 100644
--- a/website/fetch_github_stars.py
+++ b/website/fetch_github_stars.py
@@ -17,7 +17,7 @@
 CACHE_FILE = DATA_DIR / "github_stars.json"
 README_PATH = Path(__file__).parent.parent / "README.md"
 GRAPHQL_URL = "https://api.github.com/graphql"
-BATCH_SIZE = 100
+BATCH_SIZE = 50
 
 
 def extract_github_repos(text: str) -> set[str]:
@@ -50,7 +50,7 @@ def build_graphql_query(repos: list[str]) -> str:
             continue
         parts.append(
             f'repo_{i}: repository(owner: "{owner}", name: "{name}") '
-            f"{{ stargazerCount pushedAt owner {{ login }} }}"
+            f"{{ stargazerCount owner {{ login }} defaultBranchRef {{ target {{ ... on Commit {{ committedDate }} }} }} }}"
         )
     if not parts:
         return ""
@@ -67,10 +67,12 @@ def parse_graphql_response(
         node = data.get(f"repo_{i}")
         if node is None:
             continue
+        default_branch = node.get("defaultBranchRef") or {}
+        target = default_branch.get("target") or {}
         result[repo] = {
             "stars": node.get("stargazerCount", 0),
             "owner": node.get("owner", {}).get("login", ""),
-            "pushed_at": node.get("pushedAt", ""),
+            "last_commit_at": target.get("committedDate", ""),
         }
     return result
 
@@ -162,7 +164,7 @@ def main() -> None:
                     cache[repo] = {
                         "stars": results[repo]["stars"],
                         "owner": results[repo]["owner"],
-                        "pushed_at": results[repo]["pushed_at"],
+                        "last_commit_at": results[repo]["last_commit_at"],
                         "fetched_at": now_iso,
                     }
                     fetched_count += 1
diff --git a/website/readme_parser.py b/website/readme_parser.py
index c1ef7b5a0..97fd37af7 100644
--- a/website/readme_parser.py
+++ b/website/readme_parser.py
@@ -26,7 +26,6 @@ class ParsedSection(TypedDict):
     name: str
     slug: str
     description: str  # plain text, links resolved to text
-    content: str  # raw markdown (backward compat)
     entries: list[ParsedEntry]
     entry_count: int
     preview: str
@@ -123,39 +122,27 @@ def _extract_description(nodes: list[SyntaxTreeNode]) -> str:
     return ""
 
 
-def _nodes_to_raw_markdown(nodes: list[SyntaxTreeNode], source_lines: list[str]) -> str:
-    """Extract raw markdown text for AST nodes using source line mappings."""
-    if not nodes:
-        return ""
-    start_line = None
-    end_line = None
-    for node in nodes:
-        node_map = node.map
-        if node_map is not None:
-            if start_line is None or node_map[0] < start_line:
-                start_line = node_map[0]
-            if end_line is None or node_map[1] > end_line:
-                end_line = node_map[1]
-    if start_line is None:
-        return ""
-    return "\n".join(source_lines[start_line:end_line]).strip()
-
-
 # --- Entry extraction --------------------------------------------------------
 
 _DESC_SEP_RE = re.compile(r"^\s*[-\u2013\u2014]\s*")
 
 
-def _find_inline(node: SyntaxTreeNode) -> SyntaxTreeNode | None:
-    """Find the inline node in a list_item's paragraph."""
+def _find_child(node: SyntaxTreeNode, child_type: str) -> SyntaxTreeNode | None:
+    """Find first direct child of a given type."""
     for child in node.children:
-        if child.type == "paragraph":
-            for sub in child.children:
-                if sub.type == "inline":
-                    return sub
+        if child.type == child_type:
+            return child
     return None
 
 
+def _find_inline(node: SyntaxTreeNode) -> SyntaxTreeNode | None:
+    """Find the inline node in a list_item's paragraph."""
+    para = _find_child(node, "paragraph")
+    if para is None:
+        return None
+    return _find_child(para, "inline")
+
+
 def _find_first_link(inline: SyntaxTreeNode) -> SyntaxTreeNode | None:
     """Find the first link node among inline children."""
     for child in inline.children:
@@ -164,12 +151,9 @@ def _find_first_link(inline: SyntaxTreeNode) -> SyntaxTreeNode | None:
     return None
 
 
-def _find_child(node: SyntaxTreeNode, child_type: str) -> SyntaxTreeNode | None:
-    """Find first direct child of a given type."""
-    for child in node.children:
-        if child.type == child_type:
-            return child
-    return None
+def _is_leading_link(inline: SyntaxTreeNode, link: SyntaxTreeNode) -> bool:
+    """Check if the link is the first child of inline (a real entry, not a subcategory label)."""
+    return bool(inline.children) and inline.children[0] is link
 
 
 def _extract_description_html(inline: SyntaxTreeNode, first_link: SyntaxTreeNode) -> str:
@@ -208,8 +192,8 @@ def _parse_list_entries(bullet_list: SyntaxTreeNode) -> list[ParsedEntry]:
 
         first_link = _find_first_link(inline)
 
-        if first_link is None:
-            # Subcategory label — recurse into nested bullet_list
+        if first_link is None or not _is_leading_link(inline, first_link):
+            # Subcategory label (plain text or text-before-link) — recurse into nested list
             nested = _find_child(list_item, "bullet_list")
             if nested:
                 entries.extend(_parse_list_entries(nested))
@@ -276,8 +260,8 @@ def _render_bullet_list_html(
 
         first_link = _find_first_link(inline)
 
-        if first_link is None:
-            # Subcategory label
+        if first_link is None or not _is_leading_link(inline, first_link):
+            # Subcategory label (plain text or text-before-link)
             label = str(escape(render_inline_text(inline.children)))
             out.append(f'<div class="subcat">{label}</div>')
             nested = _find_child(list_item, "bullet_list")
@@ -323,7 +307,6 @@ def _render_section_html(content_nodes: list[SyntaxTreeNode]) -> str:
 
 def _group_by_h2(
     nodes: list[SyntaxTreeNode],
-    source_lines: list[str],
 ) -> list[ParsedSection]:
     """Group AST nodes into sections by h2 headings."""
     sections: list[ParsedSection] = []
@@ -336,7 +319,6 @@ def flush() -> None:
             return
         desc = _extract_description(current_body)
         content_nodes = current_body[1:] if desc else current_body
-        content = _nodes_to_raw_markdown(content_nodes, source_lines)
         entries = _parse_section_entries(content_nodes)
         entry_count = len(entries) + sum(len(e["also_see"]) for e in entries)
         preview = ", ".join(e["name"] for e in entries[:4])
@@ -346,7 +328,6 @@ def flush() -> None:
             name=current_name,
             slug=slugify(current_name),
             description=desc,
-            content=content,
             entries=entries,
             entry_count=entry_count,
             preview=preview,
@@ -374,7 +355,6 @@ def parse_readme(text: str) -> tuple[list[ParsedSection], list[ParsedSection]]:
     md = MarkdownIt("commonmark")
     tokens = md.parse(text)
     root = SyntaxTreeNode(tokens)
-    source_lines = text.split("\n")
     children = root.children
 
     # Find thematic break (---), # Resources, and # Contributing in one pass
@@ -402,7 +382,7 @@ def parse_readme(text: str) -> tuple[list[ParsedSection], list[ParsedSection]]:
         res_end = contributing_idx or len(children)
         res_nodes = children[resources_idx + 1 : res_end]
 
-    categories = _group_by_h2(cat_nodes, source_lines)
-    resources = _group_by_h2(res_nodes, source_lines)
+    categories = _group_by_h2(cat_nodes)
+    resources = _group_by_h2(res_nodes)
 
     return categories, resources
diff --git a/website/static/main.js b/website/static/main.js
index 16e183117..ed04a5578 100644
--- a/website/static/main.js
+++ b/website/static/main.js
@@ -1,15 +1,44 @@
 // State
 var activeFilter = null; // { type: "cat"|"group", value: "..." }
+var activeSort = { col: 'stars', order: 'desc' };
 var searchInput = document.querySelector('.search');
 var filterBar = document.querySelector('.filter-bar');
 var filterValue = document.querySelector('.filter-value');
 var filterClear = document.querySelector('.filter-clear');
 var noResults = document.querySelector('.no-results');
-var countEl = document.querySelector('.count');
 var rows = document.querySelectorAll('.table tbody tr.row');
 var tags = document.querySelectorAll('.tag');
 var tbody = document.querySelector('.table tbody');
 
+// Relative time formatting
+function relativeTime(isoStr) {
+  var date = new Date(isoStr);
+  var now = new Date();
+  var diffMs = now - date;
+  var diffHours = Math.floor(diffMs / 3600000);
+  var diffDays = Math.floor(diffMs / 86400000);
+  if (diffHours < 1) return 'just now';
+  if (diffHours < 24) return diffHours === 1 ? '1 hour ago' : diffHours + ' hours ago';
+  if (diffDays === 1) return 'yesterday';
+  if (diffDays < 30) return diffDays + ' days ago';
+  var diffMonths = Math.floor(diffDays / 30);
+  if (diffMonths < 12) return diffMonths === 1 ? '1 month ago' : diffMonths + ' months ago';
+  var diffYears = Math.floor(diffDays / 365);
+  return diffYears === 1 ? '1 year ago' : diffYears + ' years ago';
+}
+
+// Format all commit date cells
+document.querySelectorAll('.col-commit[data-commit]').forEach(function (td) {
+  var time = td.querySelector('time');
+  if (time) time.textContent = relativeTime(td.dataset.commit);
+});
+
+// Store original row order for sort reset
+rows.forEach(function (row, i) {
+  row._origIndex = i;
+  row._expandRow = row.nextElementSibling;
+});
+
 function collapseAll() {
   var openRows = document.querySelectorAll('.table tbody tr.row.open');
   openRows.forEach(function (row) {
@@ -46,16 +75,18 @@ function applyFilters() {
       show = row._searchText.includes(query);
     }
 
-    row.hidden = !show;
+    if (row.hidden !== !show) row.hidden = !show;
 
     if (show) {
       visibleCount++;
-      row.querySelector('.col-num').textContent = String(visibleCount);
+      var numCell = row.cells[0];
+      if (numCell.textContent !== String(visibleCount)) {
+        numCell.textContent = String(visibleCount);
+      }
     }
   });
 
   if (noResults) noResults.hidden = visibleCount > 0;
-  if (countEl) countEl.textContent = visibleCount;
 
   // Update tag highlights
   tags.forEach(function (tag) {
@@ -74,6 +105,76 @@ function applyFilters() {
       filterBar.hidden = true;
     }
   }
+
+  updateURL();
+}
+
+function updateURL() {
+  var params = new URLSearchParams();
+  var query = searchInput ? searchInput.value.trim() : '';
+  if (query) params.set('q', query);
+  if (activeFilter) {
+    params.set(activeFilter.type === 'cat' ? 'category' : 'group', activeFilter.value);
+  }
+  if (activeSort.col !== 'stars' || activeSort.order !== 'desc') {
+    params.set('sort', activeSort.col);
+    params.set('order', activeSort.order);
+  }
+  var qs = params.toString();
+  history.replaceState(null, '', qs ? '?' + qs : location.pathname);
+}
+
+function getSortValue(row, col) {
+  if (col === 'name') {
+    return row.querySelector('.col-name a').textContent.trim().toLowerCase();
+  }
+  if (col === 'stars') {
+    var text = row.querySelector('.col-stars').textContent.trim().replace(/,/g, '');
+    var num = parseInt(text, 10);
+    return isNaN(num) ? -1 : num;
+  }
+  if (col === 'commit-time') {
+    var attr = row.querySelector('.col-commit').getAttribute('data-commit');
+    return attr ? new Date(attr).getTime() : 0;
+  }
+  return 0;
+}
+
+function sortRows() {
+  var arr = Array.prototype.slice.call(rows);
+  if (activeSort) {
+    arr.sort(function (a, b) {
+      var aVal = getSortValue(a, activeSort.col);
+      var bVal = getSortValue(b, activeSort.col);
+      if (activeSort.col === 'name') {
+        var cmp = aVal < bVal ? -1 : aVal > bVal ? 1 : 0;
+        if (cmp === 0) return a._origIndex - b._origIndex;
+        return activeSort.order === 'desc' ? -cmp : cmp;
+      }
+      if (aVal <= 0 && bVal <= 0) return a._origIndex - b._origIndex;
+      if (aVal <= 0) return 1;
+      if (bVal <= 0) return -1;
+      var cmp = aVal - bVal;
+      if (cmp === 0) return a._origIndex - b._origIndex;
+      return activeSort.order === 'desc' ? -cmp : cmp;
+    });
+  } else {
+    arr.sort(function (a, b) { return a._origIndex - b._origIndex; });
+  }
+  arr.forEach(function (row) {
+    tbody.appendChild(row);
+    tbody.appendChild(row._expandRow);
+  });
+  applyFilters();
+}
+
+function updateSortIndicators() {
+  document.querySelectorAll('th[data-sort]').forEach(function (th) {
+    th.classList.remove('sort-asc', 'sort-desc');
+    if (activeSort && th.dataset.sort === activeSort.col) {
+      th.classList.add('sort-' + activeSort.order);
+    }
+  });
 }
 
 // Expand/collapse: event delegation on tbody
@@ -130,6 +231,23 @@ if (filterClear) {
   });
 }
 
+// Column sorting
+document.querySelectorAll('th[data-sort]').forEach(function (th) {
+  th.addEventListener('click', function () {
+    var col = th.dataset.sort;
+    var defaultOrder = col === 'name' ? 'asc' : 'desc';
+    var altOrder = defaultOrder === 'asc' ? 'desc' : 'asc';
+    if (activeSort && activeSort.col === col) {
+      if (activeSort.order === defaultOrder) activeSort = { col: col, order: altOrder };
+      else activeSort = { col: 'stars', order: 'desc' };
+    } else {
+      activeSort = { col: col, order: defaultOrder };
+    }
+    sortRows();
+    updateSortIndicators();
+  });
+});
+
 // Search input
 if (searchInput) {
   var searchTimer;
@@ -152,3 +270,23 @@ if (searchInput) {
     }
   });
 }
+
+// Restore state from URL
+(function () {
+  var params = new URLSearchParams(location.search);
+  var q = params.get('q');
+  var cat = params.get('category');
+  var group = params.get('group');
+  var sort = params.get('sort');
+  var order = params.get('order');
+  if (q && searchInput) searchInput.value = q;
+  if (cat) activeFilter = { type: 'cat', value: cat };
+  else if (group) activeFilter = { type: 'group', value: group };
+  if ((sort === 'name' || sort === 'stars' || sort === 'commit-time') && (order === 'desc' || order === 'asc')) {
+    activeSort = { col: sort, order: order };
+  }
+  if (q || cat || group || sort) {
+    sortRows();
+  }
+  updateSortIndicators();
+})();
diff --git a/website/static/style.css b/website/static/style.css
index 88f0fe771..1925b00b5 100644
--- a/website/static/style.css
+++ b/website/static/style.css
@@ -23,6 +23,8 @@
   --accent-light: oklch(97% 0.015 240);
   --highlight: oklch(93% 0.10 90);
   --highlight-text: oklch(35% 0.10 90);
+  --tag-text: oklch(45% 0.06 240);
+  --tag-hover-bg: oklch(93% 0.025 240);
 }
 
 html { font-size: 16px; }
@@ -65,8 +67,10 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
 
 .hero-main {
   display: flex;
+  flex-wrap: wrap;
   justify-content: space-between;
   align-items: flex-start;
+  gap: 1rem;
 }
 
 .hero-submit {
@@ -78,14 +82,21 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   color: var(--text);
   text-decoration: none;
   white-space: nowrap;
+  transition: border-color 0.2s, background 0.2s, color 0.2s;
 }
 
 .hero-submit:hover {
   border-color: var(--accent);
+  background: var(--accent-light);
   color: var(--accent);
   text-decoration: none;
 }
 
+.hero-submit:focus-visible {
+  outline: 2px solid var(--accent);
+  outline-offset: 2px;
+}
+
 .hero h1 {
   font-family: var(--font-display);
   font-size: clamp(2rem, 5vw, 3rem);
@@ -144,6 +155,7 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   font-family: var(--font-body);
   font-size: var(--text-sm);
   color: var(--text);
+  transition: border-color 0.15s, background 0.15s;
 }
 
 .search::placeholder { color: var(--text-muted); }
@@ -174,11 +186,12 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   background: none;
   border: 1px solid var(--border);
   border-radius: 4px;
-  padding: 0.15rem 0.5rem;
+  padding: 0.35rem 0.65rem;
   font-family: inherit;
   font-size: var(--text-xs);
   color: var(--text-muted);
   cursor: pointer;
+  transition: border-color 0.15s, color 0.15s;
 }
 
 .filter-clear:hover {
@@ -186,14 +199,11 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   color: var(--text);
 }
 
-.stats {
-  font-size: var(--text-sm);
-  color: var(--text-muted);
-  font-variant-numeric: tabular-nums;
+.filter-clear:focus-visible {
+  outline: 2px solid var(--accent);
+  outline-offset: 2px;
 }
 
-.stats strong { color: var(--text-secondary); }
-
 /* === Table === */
 .table-wrap {
   width: 100%;
@@ -241,6 +251,7 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   padding: 0.7rem 0.75rem;
   border-bottom: 1px solid var(--border);
   vertical-align: top;
+  transition: background 0.15s;
 }
 
 .table tbody tr.row:not(.open):hover td {
@@ -258,9 +269,7 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
 
 .col-name {
   width: 35%;
-  overflow-wrap: break-word;
-  word-wrap: break-word;
-  word-break: break-word;
+  overflow-wrap: anywhere;
 }
 
 .col-name > a {
@@ -271,12 +280,47 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
 
 .col-name > a:hover { text-decoration: underline; color: var(--accent-hover); }
 
+/* === Sortable Headers === */
+th[data-sort] {
+  cursor: pointer;
+  user-select: none;
+}
+
+th[data-sort]:hover {
+  color: var(--accent);
+}
+
+th[data-sort]::after {
+  content: " ▼";
+  opacity: 0;
+  transition: opacity 0.15s;
+}
+
+th[data-sort="name"]::after {
+  content: " ▲";
+}
+
+th[data-sort]:hover::after {
+  opacity: 1;
+}
+
+th[data-sort].sort-desc::after {
+  content: " ▼";
+  opacity: 1;
+}
+
+th[data-sort].sort-asc::after {
+  content: " ▲";
+  opacity: 1;
+}
+
 /* === Stars Column === */
 .col-stars {
   width: 5rem;
   font-variant-numeric: tabular-nums;
   white-space: nowrap;
   color: var(--text-secondary);
+  text-align: right;
 }
 
 /* === Arrow Column === */
@@ -299,6 +343,12 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
 /* === Row Click === */
 .row { cursor: pointer; }
 
+.row:focus-visible td {
+  outline: none;
+  background: var(--bg-hover);
+  box-shadow: inset 2px 0 0 var(--accent);
+}
+
 /* === Expand Row === */
 .expand-row {
   display: none;
@@ -320,21 +370,33 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   border-bottom: 1px solid var(--border);
 }
 
+@keyframes expand-in {
+  from {
+    opacity: 0;
+    transform: translateY(-4px);
+  }
+  to {
+    opacity: 1;
+    transform: translateY(0);
+  }
+}
+
 .expand-content {
   font-size: var(--text-sm);
   color: var(--text-secondary);
   line-height: 1.6;
+  animation: expand-in 0.2s cubic-bezier(0.25, 1, 0.5, 1);
 }
 
-.expand-tags-mobile {
-  display: none;
+.expand-tags {
+  display: flex;
   gap: 0.4rem;
   margin-bottom: 0.4rem;
 }
 
 .expand-tag {
   font-size: var(--text-xs);
-  color: oklch(45% 0.06 240);
+  color: var(--tag-text);
   background: var(--bg);
   padding: 0.15rem 0.4rem;
   border-radius: 3px;
@@ -376,35 +438,63 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   color: var(--border);
 }
 
-.col-cat, .col-group {
+.col-cat {
   width: 13%;
   white-space: nowrap;
 }
 
+/* === Last Commit Column === */
+.col-commit {
+  width: 9rem;
+  white-space: nowrap;
+  color: var(--text-muted);
+}
+
 /* === Tags === */
 .tag {
+  position: relative;
   background: var(--accent-light);
   border: none;
   font-family: inherit;
   font-size: var(--text-xs);
-  color: oklch(45% 0.06 240);
+  color: var(--tag-text);
   cursor: pointer;
-  padding: 0.15rem 0.35rem;
+  padding: 0.25rem 0.5rem;
   border-radius: 3px;
   white-space: nowrap;
+  transition: background 0.15s, color 0.15s;
+}
+
+/* Expand touch target to 44x44px minimum */
+.tag::after {
+  content: "";
+  position: absolute;
+  inset: -0.5rem -0.25rem;
 }
 
 .tag:hover {
-  background: var(--accent-light);
+  background: var(--tag-hover-bg);
   color: var(--accent);
 }
 
+.tag:focus-visible {
+  outline: 2px solid var(--accent);
+  outline-offset: 1px;
+}
+
 .tag.active {
   background: var(--highlight);
   color: var(--highlight-text);
   font-weight: 600;
 }
 
+/* === Noscript === */
+.noscript-msg {
+  text-align: center;
+  padding: 1rem;
+  color: var(--text-muted);
+}
+
 /* === No Results === */
 .no-results {
   max-width: 1400px;
@@ -437,8 +527,7 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
 
 /* === Responsive === */
 @media (max-width: 900px) {
-  .col-group { display: none; }
-  .expand-tags-mobile { display: flex; }
+  .col-commit { display: none; }
 }
 
 @media (max-width: 640px) {
@@ -453,7 +542,7 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
 
   .col-cat { display: none; }
   .col-name { white-space: normal; }
-  .footer { padding: 1.25rem; flex-direction: column; gap: 0.5rem; }
+  .footer { padding: 1.25rem; justify-content: center; flex-wrap: wrap; }
 }
 
 /* === Screen Reader Only === */
@@ -472,6 +561,8 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
 /* === Reduced Motion === */
 @media (prefers-reduced-motion: reduce) {
   *, *::before, *::after {
+    animation-duration: 0.01ms !important;
+    animation-iteration-count: 1 !important;
     transition-duration: 0.01ms !important;
   }
 }
diff --git a/website/templates/base.html b/website/templates/base.html
index 3f5a3d073..ea7c7e521 100644
--- a/website/templates/base.html
+++ b/website/templates/base.html
@@ -55,7 +55,7 @@
     </footer>
 
     <noscript
-      ><p style="text-align: center; padding: 1rem; color: #666">
+      ><p class="noscript-msg">
         JavaScript is needed for search and filtering.
       </p></noscript
     >
diff --git a/website/templates/index.html b/website/templates/index.html
index 9c65e6ef3..9d3334f2e 100644
--- a/website/templates/index.html
+++ b/website/templates/index.html
@@ -67,10 +67,10 @@ <h2 class="sr-only">Results</h2>
     <thead>
       <tr>
         <th class="col-num"><span class="sr-only">#</span></th>
-        <th class="col-name">Project Name</th>
-        <th class="col-stars">GitHub Stars</th>
+        <th class="col-name" data-sort="name">Project Name</th>
+        <th class="col-stars" data-sort="stars">GitHub Stars</th>
+        <th class="col-commit" data-sort="commit-time">Last Commit</th>
         <th class="col-cat">Category</th>
-        <th class="col-group">Group</th>
         <th class="col-arrow"><span class="sr-only">Details</span></th>
       </tr>
     </thead>
@@ -95,29 +95,24 @@ <h2 class="sr-only">Results</h2>
           {% if entry.stars is not none %}{{ "{:,}".format(entry.stars) }}{%
           else %}&mdash;{% endif %}
         </td>
+        <td class="col-commit"
+          {% if entry.last_commit_at %}data-commit="{{ entry.last_commit_at }}"{% endif %}
+        >{% if entry.last_commit_at %}<time datetime="{{ entry.last_commit_at }}">{{ entry.last_commit_at[:10] }}</time>{% else %}&mdash;{% endif %}</td>
         <td class="col-cat">
           <button class="tag" data-type="cat" data-value="{{ entry.category }}">
             {{ entry.category }}
           </button>
         </td>
-        <td class="col-group">
-          <button class="tag" data-type="group" data-value="{{ entry.group }}">
-            {{ entry.group }}
-          </button>
-        </td>
         <td class="col-arrow"><span class="arrow">&rarr;</span></td>
       </tr>
       <tr class="expand-row" id="expand-{{ loop.index }}">
         <td></td>
-        <td colspan="5">
+        <td colspan="3">
           <div class="expand-content">
-            <div class="expand-tags-mobile">
-              <span class="expand-tag">{{ entry.category }}</span>
-              <span class="expand-tag">{{ entry.group }}</span>
-            </div>
             {% if entry.description %}
             <div class="expand-desc">{{ entry.description | safe }}</div>
-            {% endif %} {% if entry.also_see %}
+            {% endif %}
+            {% if entry.also_see %}
             <div class="expand-also-see">
               Also see: {% for see in entry.also_see %}<a
                 href="{{ see.url }}"
@@ -138,11 +133,16 @@ <h2 class="sr-only">Results</h2>
                 target="_blank"
                 rel="noopener"
                 >{{ entry.url | replace("https://", "") }}</a
-              >{% if entry.pushed_at %}<span class="expand-sep">&middot;</span
-              >Last pushed {{ entry.pushed_at[:10] }}{% endif %}
+              >
             </div>
           </div>
         </td>
+        <td class="col-cat">
+          <button class="tag" data-type="group" data-value="{{ entry.group }}">
+            {{ entry.group }}
+          </button>
+        </td>
+        <td></td>
       </tr>
       {% endfor %}
     </tbody>
diff --git a/website/tests/test_build.py b/website/tests/test_build.py
index e0fb2bf12..a75c22949 100644
--- a/website/tests/test_build.py
+++ b/website/tests/test_build.py
@@ -1,13 +1,10 @@
 """Tests for the build module."""
 
 import json
-import os
 import shutil
-import sys
 import textwrap
 from pathlib import Path
 
-sys.path.insert(0, os.path.join(os.path.dirname(__file__), ".."))
 from build import (
     build,
     extract_github_repo,
@@ -149,27 +146,6 @@ def test_build_creates_single_page(self, tmp_path):
         # No category sub-pages
         assert not (site / "categories").exists()
 
-    def test_build_creates_cname(self, tmp_path):
-        readme = textwrap.dedent("""\
-            # T
-
-            ---
-
-            ## Only
-
-            - [x](https://x.com) - X.
-
-            # Contributing
-
-            Done.
-        """)
-        self._make_repo(tmp_path, readme)
-        build(str(tmp_path))
-
-        cname = tmp_path / "website" / "output" / "CNAME"
-        assert cname.exists()
-        assert "awesome-python.com" in cname.read_text()
-
     def test_build_cleans_stale_output(self, tmp_path):
         readme = textwrap.dedent("""\
             # T
diff --git a/website/tests/test_readme_parser.py b/website/tests/test_readme_parser.py
index 41d71b5d1..1e51036af 100644
--- a/website/tests/test_readme_parser.py
+++ b/website/tests/test_readme_parser.py
@@ -1,12 +1,10 @@
 """Tests for the readme_parser module."""
 
 import os
-import sys
 import textwrap
 
 import pytest
 
-sys.path.insert(0, os.path.join(os.path.dirname(__file__), ".."))
 from readme_parser import (
     _parse_section_entries,
     _render_section_html,
@@ -141,21 +139,11 @@ def test_category_description(self):
         assert cats[0]["description"] == "Libraries for alpha stuff."
         assert cats[1]["description"] == "Tools for beta."
 
-    def test_category_content_has_entries(self):
-        cats, _ = parse_readme(MINIMAL_README)
-        assert "lib-a" in cats[0]["content"]
-        assert "lib-b" in cats[0]["content"]
-
     def test_resource_names(self):
         _, resources = parse_readme(MINIMAL_README)
         assert resources[0]["name"] == "Newsletters"
         assert resources[1]["name"] == "Podcasts"
 
-    def test_resource_content(self):
-        _, resources = parse_readme(MINIMAL_README)
-        assert "News One" in resources[0]["content"]
-        assert "Pod One" in resources[1]["content"]
-
     def test_contributing_skipped(self):
         cats, resources = parse_readme(MINIMAL_README)
         all_names = [c["name"] for c in cats] + [r["name"] for r in resources]
@@ -188,7 +176,7 @@ def test_no_description(self):
         """)
         cats, resources = parse_readme(readme)
         assert cats[0]["description"] == ""
-        assert "item" in cats[0]["content"]
+        assert cats[0]["entries"][0]["name"] == "item"
 
     def test_description_with_link_stripped(self):
         readme = textwrap.dedent("""\
@@ -251,6 +239,20 @@ def test_subcategorized_entries(self):
         assert entries[0]["name"] == "algos"
         assert entries[2]["name"] == "patterns"
 
+    def test_text_before_link_is_subcategory(self):
+        nodes = _content_nodes(
+            "- MySQL - [awesome-mysql](http://example.com/awesome-mysql/)\n"
+            "  - [mysqlclient](https://example.com/mysqlclient) - MySQL connector.\n"
+            "  - [pymysql](https://example.com/pymysql) - Pure Python MySQL driver.\n"
+        )
+        entries = _parse_section_entries(nodes)
+        # awesome-mysql is a subcategory label, not an entry
+        assert len(entries) == 2
+        names = [e["name"] for e in entries]
+        assert "awesome-mysql" not in names
+        assert "mysqlclient" in names
+        assert "pymysql" in names
+
     def test_also_see_sub_entries(self):
         nodes = _content_nodes(
             "- [asyncio](https://docs.python.org/3/library/asyncio.html) - Async I/O.\n"

From ab18c7e54c216753ed9eb61dd59a6acdd221ad0e Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 21:33:51 +0800
Subject: [PATCH 25/96] refactor: reformat build.py to Black style and add
 llms.txt output

Reformats dict and list literals to trailing-comma multiline style
throughout. Also copies README.md to llms.txt in the site output so
LLM crawlers can discover the full content.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/build.py | 240 ++++++++++++++++++++++++++++++++---------------
 1 file changed, 165 insertions(+), 75 deletions(-)

diff --git a/website/build.py b/website/build.py
index 5b36526e4..b396f753a 100644
--- a/website/build.py
+++ b/website/build.py
@@ -8,62 +8,144 @@
 from typing import TypedDict
 
 from jinja2 import Environment, FileSystemLoader
-
 from readme_parser import parse_readme, slugify
 
 # Thematic grouping of categories. Each category name must match exactly
 # as it appears in README.md (the ## heading text).
 SECTION_GROUPS: list[tuple[str, list[str]]] = [
-    ("Web & API", [
-        "Web Frameworks", "RESTful API", "GraphQL", "WebSocket",
-        "ASGI Servers", "WSGI Servers", "HTTP Clients", "Template Engine",
-        "Web Asset Management", "Web Content Extracting", "Web Crawling",
-    ]),
-    ("Data & ML", [
-        "Data Analysis", "Data Validation", "Data Visualization",
-        "Machine Learning", "Deep Learning", "Computer Vision",
-        "Natural Language Processing", "Recommender Systems", "Science",
-        "Quantum Computing",
-    ]),
-    ("DevOps & Infrastructure", [
-        "DevOps Tools", "Distributed Computing", "Task Queues",
-        "Job Scheduler", "Serverless Frameworks", "Logging", "Processes",
-        "Shell", "Network Virtualization", "RPC Servers",
-    ]),
-    ("Database & Storage", [
-        "Database", "Database Drivers", "ORM", "Caching", "Search",
-        "Serialization",
-    ]),
-    ("Development Tools", [
-        "Testing", "Debugging Tools", "Code Analysis", "Build Tools",
-        "Refactoring", "Documentation", "Editor Plugins and IDEs",
-        "Interactive Interpreter",
-    ]),
-    ("CLI & GUI", [
-        "Command-line Interface Development", "Command-line Tools",
-        "GUI Development",
-    ]),
-    ("Content & Media", [
-        "Audio", "Video", "Image Processing", "HTML Manipulation",
-        "Text Processing", "Specific Formats Processing",
-        "File Manipulation", "Downloader",
-    ]),
-    ("System & Runtime", [
-        "Asynchronous Programming", "Environment Management",
-        "Package Management", "Package Repositories", "Distribution",
-        "Implementations", "Built-in Classes Enhancement",
-        "Functional Programming", "Configuration Files",
-    ]),
-    ("Security & Auth", [
-        "Authentication", "Cryptography", "Penetration Testing",
-        "Permissions",
-    ]),
-    ("Specialized", [
-        "CMS", "Admin Panels", "Email", "Game Development", "Geolocation",
-        "Hardware", "Internationalization", "Date and Time",
-        "URL Manipulation", "Robotics", "Microsoft Windows", "Miscellaneous",
-        "Algorithms and Design Patterns", "Static Site Generator",
-    ]),
+    (
+        "Web & API",
+        [
+            "Web Frameworks",
+            "RESTful API",
+            "GraphQL",
+            "WebSocket",
+            "ASGI Servers",
+            "WSGI Servers",
+            "HTTP Clients",
+            "Template Engine",
+            "Web Asset Management",
+            "Web Content Extracting",
+            "Web Crawling",
+        ],
+    ),
+    (
+        "Data & ML",
+        [
+            "Data Analysis",
+            "Data Validation",
+            "Data Visualization",
+            "Machine Learning",
+            "Deep Learning",
+            "Computer Vision",
+            "Natural Language Processing",
+            "Recommender Systems",
+            "Science",
+            "Quantum Computing",
+        ],
+    ),
+    (
+        "DevOps & Infrastructure",
+        [
+            "DevOps Tools",
+            "Distributed Computing",
+            "Task Queues",
+            "Job Scheduler",
+            "Serverless Frameworks",
+            "Logging",
+            "Processes",
+            "Shell",
+            "Network Virtualization",
+            "RPC Servers",
+        ],
+    ),
+    (
+        "Database & Storage",
+        [
+            "Database",
+            "Database Drivers",
+            "ORM",
+            "Caching",
+            "Search",
+            "Serialization",
+        ],
+    ),
+    (
+        "Development Tools",
+        [
+            "Testing",
+            "Debugging Tools",
+            "Code Analysis",
+            "Build Tools",
+            "Refactoring",
+            "Documentation",
+            "Editor Plugins and IDEs",
+            "Interactive Interpreter",
+        ],
+    ),
+    (
+        "CLI & GUI",
+        [
+            "Command-line Interface Development",
+            "Command-line Tools",
+            "GUI Development",
+        ],
+    ),
+    (
+        "Content & Media",
+        [
+            "Audio",
+            "Video",
+            "Image Processing",
+            "HTML Manipulation",
+            "Text Processing",
+            "Specific Formats Processing",
+            "File Manipulation",
+            "Downloader",
+        ],
+    ),
+    (
+        "System & Runtime",
+        [
+            "Asynchronous Programming",
+            "Environment Management",
+            "Package Management",
+            "Package Repositories",
+            "Distribution",
+            "Implementations",
+            "Built-in Classes Enhancement",
+            "Functional Programming",
+            "Configuration Files",
+        ],
+    ),
+    (
+        "Security & Auth",
+        [
+            "Authentication",
+            "Cryptography",
+            "Penetration Testing",
+            "Permissions",
+        ],
+    ),
+    (
+        "Specialized",
+        [
+            "CMS",
+            "Admin Panels",
+            "Email",
+            "Game Development",
+            "Geolocation",
+            "Hardware",
+            "Internationalization",
+            "Date and Time",
+            "URL Manipulation",
+            "Robotics",
+            "Microsoft Windows",
+            "Miscellaneous",
+            "Algorithms and Design Patterns",
+            "Static Site Generator",
+        ],
+    ),
     ("Resources", []),  # Filled dynamically from parsed resources
 ]
 
@@ -85,20 +167,24 @@ def group_categories(
             group_cats = [cat_by_name[n] for n in cat_names if n in cat_by_name]
 
         if group_cats:
-            groups.append({
-                "name": group_name,
-                "slug": slugify(group_name),
-                "categories": group_cats,
-            })
+            groups.append(
+                {
+                    "name": group_name,
+                    "slug": slugify(group_name),
+                    "categories": group_cats,
+                }
+            )
 
     # Any categories not in a group go into "Other"
     ungrouped = [c for c in categories if c["name"] not in grouped_names]
     if ungrouped:
-        groups.append({
-            "name": "Other",
-            "slug": "other",
-            "categories": ungrouped,
-        })
+        groups.append(
+            {
+                "name": "Other",
+                "slug": "other",
+                "categories": ungrouped,
+            }
+        )
 
     return groups
 
@@ -121,9 +207,7 @@ class StarData(TypedDict):
     fetched_at: str
 
 
-GITHUB_REPO_URL_RE = re.compile(
-    r"^https?://github\.com/([^/]+/[^/]+?)(?:\.git)?/?$"
-)
+GITHUB_REPO_URL_RE = re.compile(r"^https?://github\.com/([^/]+/[^/]+?)(?:\.git)?/?$")
 
 
 def extract_github_repo(url: str) -> str | None:
@@ -144,12 +228,14 @@ def load_stars(path: Path) -> dict[str, StarData]:
 
 def sort_entries(entries: list[dict]) -> list[dict]:
     """Sort entries by stars descending, then name ascending. No-star entries go last."""
+
     def sort_key(entry: dict) -> tuple[int, int, str]:
         stars = entry["stars"]
         name = entry["name"].lower()
         if stars is None:
             return (1, 0, name)
         return (0, -stars, name)
+
     return sorted(entries, key=sort_key)
 
 
@@ -167,17 +253,19 @@ def extract_entries(
     for cat in categories:
         group_name = cat_to_group.get(cat["name"], "Other")
         for entry in cat["entries"]:
-            entries.append({
-                "name": entry["name"],
-                "url": entry["url"],
-                "description": entry["description"],
-                "category": cat["name"],
-                "group": group_name,
-                "stars": None,
-                "owner": None,
-                "last_commit_at": None,
-                "also_see": entry["also_see"],
-            })
+            entries.append(
+                {
+                    "name": entry["name"],
+                    "url": entry["url"],
+                    "description": entry["description"],
+                    "category": cat["name"],
+                    "group": group_name,
+                    "stars": None,
+                    "owner": None,
+                    "last_commit_at": None,
+                    "also_see": entry["also_see"],
+                }
+            )
     return entries
 
 
@@ -241,6 +329,8 @@ def build(repo_root: str) -> None:
     if static_src.exists():
         shutil.copytree(static_src, static_dst, dirs_exist_ok=True)
 
+    shutil.copy(repo / "README.md", site_dir / "llms.txt")
+
     print(f"Built single page with {len(categories)} categories + {len(resources)} resources")
     print(f"Total entries: {total_entries}")
     print(f"Output: {site_dir}")

From b6d1bf930700657c559350a9dc4214024312d35d Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 21:33:57 +0800
Subject: [PATCH 26/96] ci: use uv dependency groups and Makefile target for
 deploy workflow

Switches install step from --no-dev to --group build for explicit
dependency group selection, and replaces the bare python invocation
with `make build` to use the canonical build entrypoint.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 .github/workflows/deploy-website.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/deploy-website.yml b/.github/workflows/deploy-website.yml
index e9fda8f6b..c52138d22 100644
--- a/.github/workflows/deploy-website.yml
+++ b/.github/workflows/deploy-website.yml
@@ -26,10 +26,10 @@ jobs:
           enable-cache: true
 
       - name: Install dependencies
-        run: uv sync --no-dev
+        run: uv sync --group build
 
       - name: Build site
-        run: uv run python website/build.py
+        run: make build
 
       - name: Upload artifact
         uses: actions/upload-pages-artifact@v4

From d65c6ccd6413253cc15643af42e00ee7bf03a4b9 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 22:08:35 +0800
Subject: [PATCH 27/96] refactor: rename fetch_stats target and remove cache
 age gating

Rename the Makefile target from fetch_stats to fetch_github_stars to
match the script name. Remove CACHE_MAX_AGE_DAYS and the staleness
check so every run fetches all repos unconditionally.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 Makefile                      |  2 +-
 website/fetch_github_stars.py | 15 ++-------------
 2 files changed, 3 insertions(+), 14 deletions(-)

diff --git a/Makefile b/Makefile
index ba47e1f46..21a4c5d28 100644
--- a/Makefile
+++ b/Makefile
@@ -4,7 +4,7 @@ export
 install:
 	uv sync
 
-fetch_stats:
+fetch_github_stars:
 	uv run python website/fetch_github_stars.py
 
 test:
diff --git a/website/fetch_github_stars.py b/website/fetch_github_stars.py
index 24ae1e9d9..152b2c527 100644
--- a/website/fetch_github_stars.py
+++ b/website/fetch_github_stars.py
@@ -12,7 +12,6 @@
 
 from build import extract_github_repo, load_stars
 
-CACHE_MAX_AGE_DAYS = 7
 DATA_DIR = Path(__file__).parent / "data"
 CACHE_FILE = DATA_DIR / "github_stars.json"
 README_PATH = Path(__file__).parent.parent / "README.md"
@@ -114,18 +113,8 @@ def main() -> None:
         print(f"Pruned {len(cache) - len(pruned)} stale cache entries")
     cache = pruned
 
-    # Determine which repos need fetching (missing or stale)
-    to_fetch = []
-    for repo in sorted(current_repos):
-        entry = cache.get(repo)
-        if entry and "fetched_at" in entry:
-            fetched = datetime.fromisoformat(entry["fetched_at"])
-            age_days = (now - fetched).days
-            if age_days < CACHE_MAX_AGE_DAYS:
-                continue
-        to_fetch.append(repo)
-
-    print(f"{len(to_fetch)} repos to fetch ({len(current_repos) - len(to_fetch)} cached)")
+    to_fetch = sorted(current_repos)
+    print(f"{len(to_fetch)} repos to fetch")
 
     if not to_fetch:
         save_cache(cache)

From bbe145cb3659fb1a709aa854197496c9eae6f7d5 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 22:18:04 +0800
Subject: [PATCH 28/96] ci: add workflow to fetch and commit GitHub stars daily

Runs on a nightly schedule, installs deps with uv, calls make
fetch_github_stars, and pushes an update commit only when the
star data file actually changed.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 .github/workflows/fetch-github-stars.yml | 39 ++++++++++++++++++++++++
 1 file changed, 39 insertions(+)
 create mode 100644 .github/workflows/fetch-github-stars.yml

diff --git a/.github/workflows/fetch-github-stars.yml b/.github/workflows/fetch-github-stars.yml
new file mode 100644
index 000000000..0c7aba566
--- /dev/null
+++ b/.github/workflows/fetch-github-stars.yml
@@ -0,0 +1,39 @@
+name: Fetch GitHub Stars
+
+on:
+  schedule:
+    - cron: "0 0 * * *"
+
+permissions:
+  contents: write
+
+jobs:
+  fetch:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v6
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v7
+        with:
+          enable-cache: true
+
+      - name: Install dependencies
+        run: uv sync --group build
+
+      - name: Fetch GitHub stars
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: make fetch_github_stars
+
+      - name: Commit updated star data
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+          git add website/data/github_stars.json
+          if ! git diff --cached --quiet; then
+            git commit -m "chore: update GitHub stars data"
+            git push
+          fi

From bfed6a5c81ec0f3f9a1f54631a42f16c92c18696 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 22:18:10 +0800
Subject: [PATCH 29/96] ci: trigger deploy after fetch-github-stars workflow
 succeeds

Adds a workflow_run trigger so the site is rebuilt whenever fresh
star data lands on master, in addition to the existing push trigger.
The build job guard ensures it only runs on direct pushes or when
the upstream workflow concluded successfully.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 .github/workflows/deploy-website.yml | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/.github/workflows/deploy-website.yml b/.github/workflows/deploy-website.yml
index c52138d22..08d5e4c82 100644
--- a/.github/workflows/deploy-website.yml
+++ b/.github/workflows/deploy-website.yml
@@ -4,6 +4,10 @@ on:
   push:
     branches:
       - master
+  workflow_run:
+    workflows: ["Fetch GitHub Stars"]
+    types: [completed]
+    branches: [master]
 
 permissions:
   contents: read
@@ -16,6 +20,7 @@ concurrency:
 
 jobs:
   build:
+    if: github.event_name == 'push' || github.event.workflow_run.conclusion == 'success'
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v6

From 3c3f371791586f7dc2e299a9f02c4af797abfa2d Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 22:28:25 +0800
Subject: [PATCH 30/96] fix: use canonical GitHub Actions bot email with
 numeric ID

The generic email 'github-actions[bot]@users.noreply.github.com' does not
match GitHub's actual bot account. Using the numeric-prefixed form
'41898282+github-actions[bot]@users.noreply.github.com' ensures commits
made by the workflow are correctly attributed to the bot account.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 .github/workflows/fetch-github-stars.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/fetch-github-stars.yml b/.github/workflows/fetch-github-stars.yml
index 0c7aba566..e591ad1b3 100644
--- a/.github/workflows/fetch-github-stars.yml
+++ b/.github/workflows/fetch-github-stars.yml
@@ -31,7 +31,7 @@ jobs:
       - name: Commit updated star data
         run: |
           git config user.name "github-actions[bot]"
-          git config user.email "github-actions[bot]@users.noreply.github.com"
+          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
           git add website/data/github_stars.json
           if ! git diff --cached --quiet; then
             git commit -m "chore: update GitHub stars data"

From 0d9dfb27136cda016e2d4204b7483c607e897842 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 22:44:29 +0800
Subject: [PATCH 31/96] ci: consolidate star fetch into deploy workflow using
 Actions cache

Replace the separate fetch-github-stars.yml workflow (which committed
star data back to git) with an inline fetch step in deploy-website.yml.
Star data is now stored in Actions cache between runs, eliminating the
workflow_run trigger chain and the need to track github_stars.json in
the repository.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 .github/workflows/deploy-website.yml     |   38 +-
 .github/workflows/fetch-github-stars.yml |   39 -
 .gitignore                               |    1 +
 website/data/github_stars.json           | 3146 ----------------------
 4 files changed, 34 insertions(+), 3190 deletions(-)
 delete mode 100644 .github/workflows/fetch-github-stars.yml
 delete mode 100644 website/data/github_stars.json

diff --git a/.github/workflows/deploy-website.yml b/.github/workflows/deploy-website.yml
index 08d5e4c82..661146849 100644
--- a/.github/workflows/deploy-website.yml
+++ b/.github/workflows/deploy-website.yml
@@ -4,10 +4,8 @@ on:
   push:
     branches:
       - master
-  workflow_run:
-    workflows: ["Fetch GitHub Stars"]
-    types: [completed]
-    branches: [master]
+  schedule:
+    - cron: "0 0 * * *"
 
 permissions:
   contents: read
@@ -20,7 +18,6 @@ concurrency:
 
 jobs:
   build:
-    if: github.event_name == 'push' || github.event.workflow_run.conclusion == 'success'
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v6
@@ -33,6 +30,37 @@ jobs:
       - name: Install dependencies
         run: uv sync --group build
 
+      - name: Restore star data cache
+        id: cache-stars
+        uses: actions/cache/restore@v4
+        with:
+          path: website/data/github_stars.json
+          key: github-stars-${{ github.run_id }}
+          restore-keys: github-stars-
+
+      - name: Fetch GitHub stars
+        if: github.event_name == 'schedule'
+        id: fetch-stars
+        continue-on-error: true
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: make fetch_github_stars
+
+      - name: Save star data cache
+        if: steps.fetch-stars.outcome == 'success'
+        uses: actions/cache/save@v4
+        with:
+          path: website/data/github_stars.json
+          key: github-stars-${{ github.run_id }}
+
+      - name: Verify star data exists
+        run: |
+          if [ ! -f website/data/github_stars.json ]; then
+            echo "::error::github_stars.json not found. No cache and fetch failed or was skipped."
+            exit 1
+          fi
+          echo "Star data found: $(wc -l < website/data/github_stars.json) lines"
+
       - name: Build site
         run: make build
 
diff --git a/.github/workflows/fetch-github-stars.yml b/.github/workflows/fetch-github-stars.yml
deleted file mode 100644
index e591ad1b3..000000000
--- a/.github/workflows/fetch-github-stars.yml
+++ /dev/null
@@ -1,39 +0,0 @@
-name: Fetch GitHub Stars
-
-on:
-  schedule:
-    - cron: "0 0 * * *"
-
-permissions:
-  contents: write
-
-jobs:
-  fetch:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v6
-        with:
-          token: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Install uv
-        uses: astral-sh/setup-uv@v7
-        with:
-          enable-cache: true
-
-      - name: Install dependencies
-        run: uv sync --group build
-
-      - name: Fetch GitHub stars
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        run: make fetch_github_stars
-
-      - name: Commit updated star data
-        run: |
-          git config user.name "github-actions[bot]"
-          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
-          git add website/data/github_stars.json
-          if ! git diff --cached --quiet; then
-            git commit -m "chore: update GitHub stars data"
-            git push
-          fi
diff --git a/.gitignore b/.gitignore
index 083917b2f..8bf0319b6 100644
--- a/.gitignore
+++ b/.gitignore
@@ -7,6 +7,7 @@
 
 # website
 website/output/
+website/data/github_stars.json
 
 # claude code
 .claude/skills/
diff --git a/website/data/github_stars.json b/website/data/github_stars.json
deleted file mode 100644
index d10e2ce86..000000000
--- a/website/data/github_stars.json
+++ /dev/null
@@ -1,3146 +0,0 @@
-{
-  "0rpc/zerorpc-python": {
-    "stars": 3237,
-    "owner": "0rpc",
-    "last_commit_at": "2025-02-08T00:01:11Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "567-labs/instructor": {
-    "stars": 12555,
-    "owner": "567-labs",
-    "last_commit_at": "2026-03-17T04:07:30Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Alir3z4/html2text": {
-    "stars": 2135,
-    "owner": "Alir3z4",
-    "last_commit_at": "2025-10-28T11:03:40Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "AnswerDotAI/fasthtml": {
-    "stars": 6883,
-    "owner": "AnswerDotAI",
-    "last_commit_at": "2026-03-13T20:35:47Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "AtsushiSakai/PythonRobotics": {
-    "stars": 28894,
-    "owner": "AtsushiSakai",
-    "last_commit_at": "2026-03-06T06:56:19Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "BeanieODM/beanie": {
-    "stars": 2661,
-    "owner": "BeanieODM",
-    "last_commit_at": "2026-03-14T16:25:14Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Bogdanp/dramatiq": {
-    "stars": 5174,
-    "owner": "Bogdanp",
-    "last_commit_at": "2026-03-15T06:58:54Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "ChristosChristofidis/awesome-deep-learning": {
-    "stars": 27719,
-    "owner": "ChristosChristofidis",
-    "last_commit_at": "2025-05-26T12:28:00Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "CleanCut/green": {
-    "stars": 806,
-    "owner": "CleanCut",
-    "last_commit_at": "2024-11-12T22:24:34Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Cornices/cornice": {
-    "stars": 390,
-    "owner": "Cornices",
-    "last_commit_at": "2025-03-24T09:40:05Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "DLR-RM/stable-baselines3": {
-    "stars": 12915,
-    "owner": "DLR-RM",
-    "last_commit_at": "2026-03-13T15:43:52Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Delgan/loguru": {
-    "stars": 23692,
-    "owner": "Delgan",
-    "last_commit_at": "2026-02-22T00:32:28Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "DiffSK/configobj": {
-    "stars": 337,
-    "owner": "DiffSK",
-    "last_commit_at": "2025-06-06T13:16:36Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "DmytroLitvinov/awesome-flake8-extensions": {
-    "stars": 1276,
-    "owner": "DmytroLitvinov",
-    "last_commit_at": "2026-02-28T08:10:54Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "EmilStenstrom/justhtml": {
-    "stars": 1116,
-    "owner": "EmilStenstrom",
-    "last_commit_at": "2026-03-17T21:58:05Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "FactoryBoy/factory_boy": {
-    "stars": 3781,
-    "owner": "FactoryBoy",
-    "last_commit_at": "2025-12-14T14:33:55Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "HBNetwork/python-decouple": {
-    "stars": 3017,
-    "owner": "HBNetwork",
-    "last_commit_at": "2024-01-01T17:54:57Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "HypothesisWorks/hypothesis": {
-    "stars": 8502,
-    "owner": "HypothesisWorks",
-    "last_commit_at": "2026-03-16T20:41:07Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Instagram/MonkeyType": {
-    "stars": 4996,
-    "owner": "Instagram",
-    "last_commit_at": "2025-06-14T08:50:16Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "IronLanguages/ironpython3": {
-    "stars": 2735,
-    "owner": "IronLanguages",
-    "last_commit_at": "2026-03-17T23:59:02Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "JaidedAI/EasyOCR": {
-    "stars": 29099,
-    "owner": "JaidedAI",
-    "last_commit_at": "2025-12-05T12:23:12Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Kozea/pygal": {
-    "stars": 2752,
-    "owner": "Kozea",
-    "last_commit_at": "2025-12-09T10:28:44Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Lightning-AI/pytorch-lightning": {
-    "stars": 30940,
-    "owner": "Lightning-AI",
-    "last_commit_at": "2026-03-17T09:20:11Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "LuminosoInsight/python-ftfy": {
-    "stars": 4015,
-    "owner": "rspeer",
-    "last_commit_at": "2024-10-30T21:00:25Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "MagicStack/uvloop": {
-    "stars": 11688,
-    "owner": "MagicStack",
-    "last_commit_at": "2026-01-30T14:24:05Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "ManimCommunity/manim": {
-    "stars": 37264,
-    "owner": "ManimCommunity",
-    "last_commit_at": "2026-03-18T03:28:52Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Manisso/fsociety": {
-    "stars": 11928,
-    "owner": "Manisso",
-    "last_commit_at": "2022-09-06T12:45:41Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Maratyszcza/PeachPy": {
-    "stars": 2048,
-    "owner": "Maratyszcza",
-    "last_commit_at": "2022-11-13T17:08:27Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "MasoniteFramework/masonite": {
-    "stars": 2365,
-    "owner": "MasoniteFramework",
-    "last_commit_at": "2025-03-20T20:11:49Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "MechanicalSoup/MechanicalSoup": {
-    "stars": 4850,
-    "owner": "MechanicalSoup",
-    "last_commit_at": "2026-02-19T07:18:14Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "MervinPraison/PraisonAI": {
-    "stars": 5684,
-    "owner": "MervinPraison",
-    "last_commit_at": "2026-03-18T11:08:18Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Microsoft/PTVS": {
-    "stars": 2567,
-    "owner": "microsoft",
-    "last_commit_at": "2026-03-10T23:46:49Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "MongoEngine/mongoengine": {
-    "stars": 4349,
-    "owner": "MongoEngine",
-    "last_commit_at": "2025-09-02T20:46:15Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "NicolasHug/Surprise": {
-    "stars": 6774,
-    "owner": "NicolasHug",
-    "last_commit_at": "2024-06-14T19:31:58Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Nuitka/Nuitka": {
-    "stars": 14647,
-    "owner": "Nuitka",
-    "last_commit_at": "2026-03-12T13:05:42Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "OpenBB-finance/OpenBB": {
-    "stars": 63260,
-    "owner": "OpenBB-finance",
-    "last_commit_at": "2026-03-17T16:37:47Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Parisson/TimeSide": {
-    "stars": 394,
-    "owner": "Parisson",
-    "last_commit_at": "2024-10-14T15:20:39Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Parsely/streamparse": {
-    "stars": 1504,
-    "owner": "pystorm",
-    "last_commit_at": "2024-08-09T15:10:10Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "PennyLaneAI/pennylane": {
-    "stars": 3111,
-    "owner": "PennyLaneAI",
-    "last_commit_at": "2026-03-18T05:36:08Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "PrefectHQ/prefect": {
-    "stars": 21893,
-    "owner": "PrefectHQ",
-    "last_commit_at": "2026-03-18T03:54:10Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "PyCQA/flake8": {
-    "stars": 3770,
-    "owner": "PyCQA",
-    "last_commit_at": "2025-12-22T21:54:35Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "PyCQA/prospector": {
-    "stars": 2074,
-    "owner": "prospector-dev",
-    "last_commit_at": "2026-02-16T18:04:02Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "PyMySQL/PyMySQL": {
-    "stars": 7838,
-    "owner": "PyMySQL",
-    "last_commit_at": "2025-08-24T12:53:42Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "PyMySQL/mysqlclient": {
-    "stars": 2525,
-    "owner": "PyMySQL",
-    "last_commit_at": "2026-02-12T06:06:31Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Pylons/colander": {
-    "stars": 464,
-    "owner": "Pylons",
-    "last_commit_at": "2024-08-02T16:17:14Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Pylons/waitress": {
-    "stars": 1572,
-    "owner": "Pylons",
-    "last_commit_at": "2026-03-14T13:45:44Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Qiskit/qiskit": {
-    "stars": 7142,
-    "owner": "Qiskit",
-    "last_commit_at": "2026-03-18T07:40:27Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "RaRe-Technologies/gensim": {
-    "stars": 16375,
-    "owner": "piskvorky",
-    "last_commit_at": "2025-10-16T11:13:19Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "RasaHQ/rasa": {
-    "stars": 21087,
-    "owner": "RasaHQ",
-    "last_commit_at": "2025-12-18T08:04:47Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "RaylockLLC/DearPyGui": {
-    "stars": 15278,
-    "owner": "hoffstadt",
-    "last_commit_at": "2026-03-10T16:12:52Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "SCons/scons": {
-    "stars": 2357,
-    "owner": "SCons",
-    "last_commit_at": "2026-03-15T01:43:25Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "SciTools/cartopy": {
-    "stars": 1589,
-    "owner": "SciTools",
-    "last_commit_at": "2026-03-16T17:14:46Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "ScrapeGraphAI/toonify": {
-    "stars": 323,
-    "owner": "ScrapeGraphAI",
-    "last_commit_at": "2026-02-06T15:59:57Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "SmileyChris/django-countries": {
-    "stars": 1521,
-    "owner": "SmileyChris",
-    "last_commit_at": "2026-01-08T04:51:39Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Suor/django-cacheops": {
-    "stars": 2263,
-    "owner": "Suor",
-    "last_commit_at": "2026-03-04T09:25:53Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Suor/funcy": {
-    "stars": 3502,
-    "owner": "Suor",
-    "last_commit_at": "2026-02-14T02:44:27Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Supervisor/supervisor": {
-    "stars": 9006,
-    "owner": "Supervisor",
-    "last_commit_at": "2025-12-21T21:03:11Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Tencent/rapidjson": {
-    "stars": 15007,
-    "owner": "Tencent",
-    "last_commit_at": "2025-02-05T13:28:08Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Textualize/rich": {
-    "stars": 55804,
-    "owner": "Textualize",
-    "last_commit_at": "2026-02-26T09:52:14Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Textualize/textual": {
-    "stars": 34882,
-    "owner": "Textualize",
-    "last_commit_at": "2026-03-10T10:00:29Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "TheAlgorithms/Python": {
-    "stars": 218781,
-    "owner": "TheAlgorithms",
-    "last_commit_at": "2026-03-13T21:53:47Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "TkTech/pysimdjson": {
-    "stars": 761,
-    "owner": "TkTech",
-    "last_commit_at": "2025-06-28T20:04:45Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "TomNicholas/Python-for-Scientists": {
-    "stars": 357,
-    "owner": "TomNicholas",
-    "last_commit_at": "2025-06-27T13:35:32Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "Valloric/YouCompleteMe": {
-    "stars": 26276,
-    "owner": "ycm-core",
-    "last_commit_at": "2026-01-30T19:15:05Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "WhyNotHugo/python-barcode": {
-    "stars": 649,
-    "owner": "WhyNotHugo",
-    "last_commit_at": "2025-12-18T09:37:37Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "ZoomerAnalytics/xlwings": {
-    "stars": 6,
-    "owner": "ZoomerAnalytics",
-    "last_commit_at": "2025-08-27T03:48:51Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "aaugustin/websockets": {
-    "stars": 5645,
-    "owner": "python-websockets",
-    "last_commit_at": "2026-03-08T08:14:03Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "abhiTronix/vidgear": {
-    "stars": 3685,
-    "owner": "abhiTronix",
-    "last_commit_at": "2025-11-12T05:07:53Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "aboSamoor/polyglot": {
-    "stars": 2368,
-    "owner": "aboSamoor",
-    "last_commit_at": "2020-09-22T22:35:28Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "agno-agi/agno": {
-    "stars": 38776,
-    "owner": "agno-agi",
-    "last_commit_at": "2026-03-17T17:13:33Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "ahupp/python-magic": {
-    "stars": 2896,
-    "owner": "ahupp",
-    "last_commit_at": "2026-03-03T18:27:52Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "aizvorski/scikit-video": {
-    "stars": 152,
-    "owner": "aizvorski",
-    "last_commit_at": "2016-05-28T22:17:25Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "ajenti/ajenti": {
-    "stars": 7909,
-    "owner": "ajenti",
-    "last_commit_at": "2026-02-26T08:27:51Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "alecthomas/voluptuous": {
-    "stars": 1847,
-    "owner": "alecthomas",
-    "last_commit_at": "2025-12-18T19:00:01Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "altair-viz/altair": {
-    "stars": 10302,
-    "owner": "vega",
-    "last_commit_at": "2026-03-17T15:12:12Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "amitt001/delegator.py": {
-    "stars": 1746,
-    "owner": "amitt001",
-    "last_commit_at": "2019-05-06T12:33:23Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "amoffat/sh": {
-    "stars": 7241,
-    "owner": "amoffat",
-    "last_commit_at": "2025-11-01T12:42:25Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "amosgyamfi/awesome-fasthtml": {
-    "stars": 79,
-    "owner": "amosgyamfi",
-    "last_commit_at": "2024-09-08T18:40:33Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "andialbrecht/sqlparse": {
-    "stars": 3999,
-    "owner": "andialbrecht",
-    "last_commit_at": "2025-12-19T07:18:19Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "ansible/ansible": {
-    "stars": 68298,
-    "owner": "ansible",
-    "last_commit_at": "2026-03-16T22:19:35Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "apache/spark": {
-    "stars": 42998,
-    "owner": "apache",
-    "last_commit_at": "2026-03-18T06:14:16Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "arrow-py/arrow": {
-    "stars": 9036,
-    "owner": "arrow-py",
-    "last_commit_at": "2026-02-19T15:24:45Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "art049/odmantic": {
-    "stars": 1168,
-    "owner": "art049",
-    "last_commit_at": "2026-01-25T11:23:24Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "astral-sh/ruff": {
-    "stars": 46341,
-    "owner": "astral-sh",
-    "last_commit_at": "2026-03-17T21:49:56Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "astral-sh/ty": {
-    "stars": 17753,
-    "owner": "astral-sh",
-    "last_commit_at": "2026-03-16T23:40:05Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "astral-sh/uv": {
-    "stars": 81254,
-    "owner": "astral-sh",
-    "last_commit_at": "2026-03-17T23:33:26Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "asweigart/pyautogui": {
-    "stars": 12365,
-    "owner": "asweigart",
-    "last_commit_at": "2023-06-07T11:16:23Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "aws/aws-sdk-pandas": {
-    "stars": 4106,
-    "owner": "aws",
-    "last_commit_at": "2026-03-15T00:23:20Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "bbangert/beaker": {
-    "stars": 545,
-    "owner": "bbangert",
-    "last_commit_at": "2025-12-03T18:25:50Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "beetbox/audioread": {
-    "stars": 536,
-    "owner": "beetbox",
-    "last_commit_at": "2025-10-26T19:43:12Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "beetbox/beets": {
-    "stars": 14858,
-    "owner": "beetbox",
-    "last_commit_at": "2026-03-17T18:07:34Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "benedekrozemberczki/karateclub": {
-    "stars": 2276,
-    "owner": "benedekrozemberczki",
-    "last_commit_at": "2024-07-17T19:00:21Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "benfred/implicit": {
-    "stars": 3773,
-    "owner": "benfred",
-    "last_commit_at": "2023-11-21T21:15:59Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "benfred/py-spy": {
-    "stars": 15036,
-    "owner": "benfred",
-    "last_commit_at": "2025-08-18T00:13:24Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "benhamner/Metrics": {
-    "stars": 1654,
-    "owner": "benhamner",
-    "last_commit_at": "2015-09-09T04:13:23Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "benoitc/gunicorn": {
-    "stars": 10483,
-    "owner": "benoitc",
-    "last_commit_at": "2026-03-13T09:25:38Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "bfly123/claude_code_bridge": {
-    "stars": 1661,
-    "owner": "bfly123",
-    "last_commit_at": "2026-03-17T01:51:42Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "bloomberg/bqplot": {
-    "stars": 3684,
-    "owner": "bqplot",
-    "last_commit_at": "2026-01-23T10:40:52Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "bokeh/bokeh": {
-    "stars": 20368,
-    "owner": "bokeh",
-    "last_commit_at": "2026-03-18T07:03:32Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "boppreh/mouse": {
-    "stars": 961,
-    "owner": "boppreh",
-    "last_commit_at": "2023-06-26T19:23:24Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "borgbackup/borg": {
-    "stars": 13084,
-    "owner": "borgbackup",
-    "last_commit_at": "2026-03-17T14:37:13Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "boto/boto3": {
-    "stars": 9736,
-    "owner": "boto",
-    "last_commit_at": "2026-03-17T18:19:04Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "bpython/bpython": {
-    "stars": 2771,
-    "owner": "bpython",
-    "last_commit_at": "2025-12-06T08:57:26Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "browser-use/browser-use": {
-    "stars": 81177,
-    "owner": "browser-use",
-    "last_commit_at": "2026-03-17T03:57:39Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "bterwijn/memory_graph": {
-    "stars": 772,
-    "owner": "bterwijn",
-    "last_commit_at": "2026-03-04T09:21:14Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "buildout/buildout": {
-    "stars": 613,
-    "owner": "buildout",
-    "last_commit_at": "2026-03-06T20:30:10Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "buriy/python-readability": {
-    "stars": 2894,
-    "owner": "buriy",
-    "last_commit_at": "2026-01-26T13:06:04Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "canonical/cloud-init": {
-    "stars": 3629,
-    "owner": "canonical",
-    "last_commit_at": "2026-03-16T14:13:14Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "carlosescri/DottedDict": {
-    "stars": 222,
-    "owner": "carlosescri",
-    "last_commit_at": "2024-12-09T14:16:32Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "cdgriffith/Box": {
-    "stars": 2822,
-    "owner": "cdgriffith",
-    "last_commit_at": "2026-02-21T16:19:51Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "chaostoolkit/chaostoolkit": {
-    "stars": 2001,
-    "owner": "chaostoolkit",
-    "last_commit_at": "2024-05-01T12:55:38Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "chapmanb/bcbb": {
-    "stars": 645,
-    "owner": "chapmanb",
-    "last_commit_at": "2025-02-05T14:20:51Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "chapmanb/bcbio-nextgen": {
-    "stars": 1027,
-    "owner": "bcbio",
-    "last_commit_at": "2024-08-24T11:11:30Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "chardet/chardet": {
-    "stars": 2489,
-    "owner": "chardet",
-    "last_commit_at": "2026-03-17T23:47:26Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "chriskiehl/Gooey": {
-    "stars": 22026,
-    "owner": "chriskiehl",
-    "last_commit_at": "2026-03-12T04:32:43Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "clips/pattern": {
-    "stars": 8856,
-    "owner": "clips",
-    "last_commit_at": "2020-04-25T12:40:40Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "cobrateam/splinter": {
-    "stars": 2767,
-    "owner": "cobrateam",
-    "last_commit_at": "2025-08-16T15:08:24Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "codeinthehole/purl": {
-    "stars": 303,
-    "owner": "codeinthehole",
-    "last_commit_at": "2021-05-15T21:00:41Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "codelucas/newspaper": {
-    "stars": 15010,
-    "owner": "codelucas",
-    "last_commit_at": "2025-12-06T00:29:46Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "coleifer/huey": {
-    "stars": 5941,
-    "owner": "coleifer",
-    "last_commit_at": "2026-02-28T13:46:22Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "coleifer/micawber": {
-    "stars": 674,
-    "owner": "coleifer",
-    "last_commit_at": "2026-03-10T11:59:12Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "coleifer/peewee": {
-    "stars": 11952,
-    "owner": "coleifer",
-    "last_commit_at": "2026-03-18T01:49:51Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "conda/conda": {
-    "stars": 7343,
-    "owner": "conda",
-    "last_commit_at": "2026-03-18T09:22:23Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "cookiecutter/cookiecutter": {
-    "stars": 24748,
-    "owner": "cookiecutter",
-    "last_commit_at": "2026-03-04T08:13:03Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "copier-org/copier": {
-    "stars": 3214,
-    "owner": "copier-org",
-    "last_commit_at": "2026-03-16T17:04:02Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "crossbario/autobahn-python": {
-    "stars": 2534,
-    "owner": "crossbario",
-    "last_commit_at": "2026-01-10T09:37:30Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "cython/cython": {
-    "stars": 10655,
-    "owner": "cython",
-    "last_commit_at": "2026-03-18T07:34:32Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dahlia/awesome-sqlalchemy": {
-    "stars": 3033,
-    "owner": "dahlia",
-    "last_commit_at": "2026-02-25T14:13:09Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dashingsoft/pyarmor": {
-    "stars": 4988,
-    "owner": "dashingsoft",
-    "last_commit_at": "2026-03-18T02:02:48Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dask/dask": {
-    "stars": 13769,
-    "owner": "dask",
-    "last_commit_at": "2026-03-12T11:13:54Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "datafolklabs/cement": {
-    "stars": 1341,
-    "owner": "datafolklabs",
-    "last_commit_at": "2026-03-09T15:40:14Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "datastax/python-driver": {
-    "stars": 1426,
-    "owner": "apache",
-    "last_commit_at": "2026-03-11T19:30:07Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dateutil/dateutil": {
-    "stars": 2604,
-    "owner": "dateutil",
-    "last_commit_at": "2026-03-03T05:40:58Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "davidaurelio/hashids-python": {
-    "stars": 1423,
-    "owner": "davidaurelio",
-    "last_commit_at": "2020-09-07T16:27:01Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "daviddrysdale/python-phonenumbers": {
-    "stars": 3720,
-    "owner": "daviddrysdale",
-    "last_commit_at": "2026-03-13T10:42:24Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "davidhalter/jedi": {
-    "stars": 6124,
-    "owner": "davidhalter",
-    "last_commit_at": "2026-02-13T11:01:08Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "davidhalter/jedi-vim": {
-    "stars": 5319,
-    "owner": "davidhalter",
-    "last_commit_at": "2026-02-10T10:10:33Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dbader/schedule": {
-    "stars": 12246,
-    "owner": "dbader",
-    "last_commit_at": "2024-05-25T18:40:33Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dbcli/litecli": {
-    "stars": 3214,
-    "owner": "dbcli",
-    "last_commit_at": "2026-02-15T03:11:44Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dbcli/mycli": {
-    "stars": 11887,
-    "owner": "dbcli",
-    "last_commit_at": "2026-03-17T19:32:02Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dbcli/pgcli": {
-    "stars": 13073,
-    "owner": "dbcli",
-    "last_commit_at": "2026-02-22T03:42:48Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "deanmalmgren/textract": {
-    "stars": 4482,
-    "owner": "deanmalmgren",
-    "last_commit_at": "2026-02-04T04:01:18Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "derek73/python-nameparser": {
-    "stars": 703,
-    "owner": "derek73",
-    "last_commit_at": "2023-09-21T00:05:34Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "desbordante/desbordante-core": {
-    "stars": 469,
-    "owner": "Desbordante",
-    "last_commit_at": "2026-03-15T18:44:01Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "devpi/devpi": {
-    "stars": 1146,
-    "owner": "devpi",
-    "last_commit_at": "2026-03-17T14:40:35Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "devsnd/tinytag": {
-    "stars": 805,
-    "owner": "tinytag",
-    "last_commit_at": "2026-03-15T18:38:49Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dfunckt/django-rules": {
-    "stars": 1970,
-    "owner": "dfunckt",
-    "last_commit_at": "2025-10-11T06:42:08Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dgunning/edgartools": {
-    "stars": 1861,
-    "owner": "dgunning",
-    "last_commit_at": "2026-03-17T15:23:57Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dhamaniasad/awesome-postgres": {
-    "stars": 11772,
-    "owner": "dhamaniasad",
-    "last_commit_at": "2026-02-22T05:54:13Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dimka665/awesome-slugify": {
-    "stars": 491,
-    "owner": "voronind",
-    "last_commit_at": "2017-01-20T20:45:25Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "django-cache-machine/django-cache-machine": {
-    "stars": 885,
-    "owner": "django-cache-machine",
-    "last_commit_at": "2023-02-20T18:13:51Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "django-compressor/django-compressor": {
-    "stars": 2871,
-    "owner": "django-compressor",
-    "last_commit_at": "2026-02-14T07:39:02Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "django-guardian/django-guardian": {
-    "stars": 3893,
-    "owner": "django-guardian",
-    "last_commit_at": "2026-03-11T10:25:32Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "django-haystack/django-haystack": {
-    "stars": 3800,
-    "owner": "django-haystack",
-    "last_commit_at": "2026-03-14T01:19:47Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "django-haystack/pysolr": {
-    "stars": 697,
-    "owner": "django-haystack",
-    "last_commit_at": "2026-03-14T00:59:24Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "django-tastypie/django-tastypie": {
-    "stars": 3955,
-    "owner": "django-tastypie",
-    "last_commit_at": "2025-04-02T19:22:48Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "django/channels": {
-    "stars": 6336,
-    "owner": "django",
-    "last_commit_at": "2026-03-07T16:45:44Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "django/daphne": {
-    "stars": 2651,
-    "owner": "django",
-    "last_commit_at": "2025-09-17T12:11:36Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "django/django": {
-    "stars": 87067,
-    "owner": "django",
-    "last_commit_at": "2026-03-17T21:08:18Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dmlc/xgboost": {
-    "stars": 28139,
-    "owner": "dmlc",
-    "last_commit_at": "2026-03-18T09:23:18Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "docling-project/docling": {
-    "stars": 56000,
-    "owner": "docling-project",
-    "last_commit_at": "2026-03-17T08:59:38Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dpkp/kafka-python": {
-    "stars": 5887,
-    "owner": "dpkp",
-    "last_commit_at": "2026-03-17T21:06:58Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dry-python/returns": {
-    "stars": 4238,
-    "owner": "dry-python",
-    "last_commit_at": "2026-03-17T07:13:55Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "dynaconf/dynaconf": {
-    "stars": 4272,
-    "owner": "dynaconf",
-    "last_commit_at": "2026-03-17T18:04:02Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "elapouya/python-docx-template": {
-    "stars": 2588,
-    "owner": "elapouya",
-    "last_commit_at": "2025-11-13T12:46:04Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "elastic/elasticsearch-dsl-py": {
-    "stars": 3883,
-    "owner": "elastic",
-    "last_commit_at": "2025-04-18T13:50:16Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "eliben/pyelftools": {
-    "stars": 2217,
-    "owner": "eliben",
-    "last_commit_at": "2026-03-12T14:48:41Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "emcconville/wand": {
-    "stars": 1479,
-    "owner": "emcconville",
-    "last_commit_at": "2026-02-24T02:27:28Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "emmett-framework/granian": {
-    "stars": 5174,
-    "owner": "emmett-framework",
-    "last_commit_at": "2026-03-13T16:11:48Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "encode/django-rest-framework": {
-    "stars": 29929,
-    "owner": "encode",
-    "last_commit_at": "2026-03-17T21:09:05Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "encode/httpx": {
-    "stars": 15139,
-    "owner": "encode",
-    "last_commit_at": "2026-02-23T10:40:42Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "encode/uvicorn": {
-    "stars": 10500,
-    "owner": "Kludex",
-    "last_commit_at": "2026-03-16T06:11:15Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "erikrose/more-itertools": {
-    "stars": 4044,
-    "owner": "more-itertools",
-    "last_commit_at": "2026-03-17T15:52:45Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "esnme/ultrajson": {
-    "stars": 4474,
-    "owner": "ultrajson",
-    "last_commit_at": "2026-03-11T21:45:16Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "evhub/coconut": {
-    "stars": 4313,
-    "owner": "evhub",
-    "last_commit_at": "2025-12-31T07:03:46Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "fabric/fabric": {
-    "stars": 15405,
-    "owner": "fabric",
-    "last_commit_at": "2025-07-20T17:31:40Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "facebook/PathPicker": {
-    "stars": 5232,
-    "owner": "facebook",
-    "last_commit_at": "2024-09-05T13:30:39Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "facebook/pyre-check": {
-    "stars": 7153,
-    "owner": "facebook",
-    "last_commit_at": "2026-03-17T19:16:18Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "facebookresearch/hydra": {
-    "stars": 10260,
-    "owner": "facebookresearch",
-    "last_commit_at": "2025-12-11T03:44:41Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "faif/python-patterns": {
-    "stars": 42797,
-    "owner": "faif",
-    "last_commit_at": "2026-03-13T17:04:16Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "falconry/falcon": {
-    "stars": 9805,
-    "owner": "falconry",
-    "last_commit_at": "2026-03-10T12:58:43Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "feature-engine/feature_engine": {
-    "stars": 2214,
-    "owner": "feature-engine",
-    "last_commit_at": "2026-03-05T21:41:02Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "feincms/feincms": {
-    "stars": 1077,
-    "owner": "feincms",
-    "last_commit_at": "2026-02-11T09:41:59Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "fengsp/plan": {
-    "stars": 1182,
-    "owner": "fengsp",
-    "last_commit_at": "2020-05-14T03:02:37Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "fighting41love/funNLP": {
-    "stars": 79469,
-    "owner": "fighting41love",
-    "last_commit_at": "2023-08-24T08:47:15Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "flask-admin/flask-admin": {
-    "stars": 6057,
-    "owner": "pallets-eco",
-    "last_commit_at": "2026-03-16T22:06:01Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "flask-api/flask-api": {
-    "stars": 1468,
-    "owner": "flask-api",
-    "last_commit_at": "2024-02-20T14:04:59Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "flask-restful/flask-restful": {
-    "stars": 6924,
-    "owner": "flask-restful",
-    "last_commit_at": "2023-05-21T03:47:13Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "fogleman/Quads": {
-    "stars": 1223,
-    "owner": "fogleman",
-    "last_commit_at": "2014-05-20T02:31:15Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "fxsjy/jieba": {
-    "stars": 34808,
-    "owner": "fxsjy",
-    "last_commit_at": "2020-02-15T08:33:35Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "gabrielfalcao/HTTPretty": {
-    "stars": 2209,
-    "owner": "gabrielfalcao",
-    "last_commit_at": "2022-10-16T23:12:02Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "gaojiuli/toapi": {
-    "stars": 3555,
-    "owner": "elliotgao2",
-    "last_commit_at": "2021-06-28T01:58:45Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "gawel/pyquery": {
-    "stars": 2379,
-    "owner": "gawel",
-    "last_commit_at": "2026-02-18T21:11:29Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "geopandas/geopandas": {
-    "stars": 5066,
-    "owner": "geopandas",
-    "last_commit_at": "2026-03-14T12:07:44Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "geopy/geopy": {
-    "stars": 4783,
-    "owner": "geopy",
-    "last_commit_at": "2026-01-27T19:22:13Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "getnikola/nikola": {
-    "stars": 2723,
-    "owner": "getnikola",
-    "last_commit_at": "2026-02-15T12:21:27Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "getpelican/pelican": {
-    "stars": 13248,
-    "owner": "getpelican",
-    "last_commit_at": "2026-02-03T11:11:45Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "getsentry/responses": {
-    "stars": 4330,
-    "owner": "getsentry",
-    "last_commit_at": "2026-02-19T14:38:13Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "getsentry/sentry-python": {
-    "stars": 2157,
-    "owner": "getsentry",
-    "last_commit_at": "2026-03-17T15:05:11Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "gevent/gevent": {
-    "stars": 6444,
-    "owner": "gevent",
-    "last_commit_at": "2026-02-26T14:59:03Z",
-    "fetched_at": "2026-03-18T11:25:26.074230+00:00"
-  },
-  "giampaolo/psutil": {
-    "stars": 11108,
-    "owner": "giampaolo",
-    "last_commit_at": "2026-03-18T10:10:03Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "glamp/bashplotlib": {
-    "stars": 1917,
-    "owner": "glamp",
-    "last_commit_at": "2021-03-31T19:40:59Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "gleitz/howdoi": {
-    "stars": 10831,
-    "owner": "gleitz",
-    "last_commit_at": "2024-10-22T14:20:10Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "google/jax": {
-    "stars": 35130,
-    "owner": "jax-ml",
-    "last_commit_at": "2026-03-18T10:35:30Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "google/python-fire": {
-    "stars": 28157,
-    "owner": "google",
-    "last_commit_at": "2025-08-16T21:26:04Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "google/pytype": {
-    "stars": 5029,
-    "owner": "google",
-    "last_commit_at": "2026-01-23T16:17:37Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "google/yapf": {
-    "stars": 13991,
-    "owner": "google",
-    "last_commit_at": "2025-02-10T20:44:26Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "gorakhargosh/watchdog": {
-    "stars": 7282,
-    "owner": "gorakhargosh",
-    "last_commit_at": "2026-02-27T09:55:25Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "gotcha/ipdb": {
-    "stars": 1968,
-    "owner": "gotcha",
-    "last_commit_at": "2026-02-27T02:33:10Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "grantjenks/python-diskcache": {
-    "stars": 2846,
-    "owner": "grantjenks",
-    "last_commit_at": "2024-03-03T01:19:29Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "grantjenks/python-sortedcontainers": {
-    "stars": 3934,
-    "owner": "grantjenks",
-    "last_commit_at": "2024-03-01T23:03:38Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "graphql-python/graphene": {
-    "stars": 8251,
-    "owner": "graphql-python",
-    "last_commit_at": "2024-11-09T20:43:17Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "gruns/furl": {
-    "stars": 2797,
-    "owner": "gruns",
-    "last_commit_at": "2026-02-22T04:48:40Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "gruns/icecream": {
-    "stars": 10032,
-    "owner": "gruns",
-    "last_commit_at": "2026-01-21T07:33:17Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "h2oai/h2o-3": {
-    "stars": 7511,
-    "owner": "h2oai",
-    "last_commit_at": "2026-03-11T14:23:32Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "has2k1/plotnine": {
-    "stars": 4521,
-    "owner": "has2k1",
-    "last_commit_at": "2026-03-10T17:54:57Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "hbldh/bleak": {
-    "stars": 2352,
-    "owner": "hbldh",
-    "last_commit_at": "2026-02-17T16:54:46Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "hi-primus/optimus": {
-    "stars": 1539,
-    "owner": "hi-primus",
-    "last_commit_at": "2023-05-19T04:32:00Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "html5lib/html5lib-python": {
-    "stars": 1218,
-    "owner": "html5lib",
-    "last_commit_at": "2024-02-21T15:31:38Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "httpie/cli": {
-    "stars": 37725,
-    "owner": "httpie",
-    "last_commit_at": "2024-12-17T17:30:35Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "hugapi/hug": {
-    "stars": 6905,
-    "owner": "hugapi",
-    "last_commit_at": "2023-06-30T13:14:01Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "huggingface/diffusers": {
-    "stars": 33083,
-    "owner": "huggingface",
-    "last_commit_at": "2026-03-18T06:58:35Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "huggingface/transformers": {
-    "stars": 158003,
-    "owner": "huggingface",
-    "last_commit_at": "2026-03-18T10:39:52Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "humiaozuzu/awesome-flask": {
-    "stars": 12696,
-    "owner": "humiaozuzu",
-    "last_commit_at": "2019-09-17T07:46:46Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "ibayer/fastFM": {
-    "stars": 1090,
-    "owner": "ibayer",
-    "last_commit_at": "2021-03-24T12:22:31Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "ijl/orjson": {
-    "stars": 7962,
-    "owner": "ijl",
-    "last_commit_at": "2026-02-02T14:52:49Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "indico/indico": {
-    "stars": 2031,
-    "owner": "indico",
-    "last_commit_at": "2026-03-18T10:32:40Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "inducer/pudb": {
-    "stars": 3218,
-    "owner": "inducer",
-    "last_commit_at": "2026-03-16T17:32:15Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "infiniflow/ragflow": {
-    "stars": 75368,
-    "owner": "infiniflow",
-    "last_commit_at": "2026-03-18T11:20:10Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "ionelmc/python-hunter": {
-    "stars": 866,
-    "owner": "ionelmc",
-    "last_commit_at": "2025-08-22T21:11:31Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "ionelmc/python-manhole": {
-    "stars": 400,
-    "owner": "ionelmc",
-    "last_commit_at": "2024-07-04T13:45:03Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "isnowfy/snownlp": {
-    "stars": 6614,
-    "owner": "isnowfy",
-    "last_commit_at": "2020-01-19T02:39:03Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jab/bidict": {
-    "stars": 1578,
-    "owner": "jab",
-    "last_commit_at": "2026-02-01T17:54:35Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jaraco/path.py": {
-    "stars": 1124,
-    "owner": "jaraco",
-    "last_commit_at": "2025-07-27T20:35:09Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jazzband/django-debug-toolbar": {
-    "stars": 8351,
-    "owner": "django-commons",
-    "last_commit_at": "2026-03-17T06:19:41Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jazzband/django-oauth-toolkit": {
-    "stars": 3310,
-    "owner": "django-oauth",
-    "last_commit_at": "2026-03-13T03:05:23Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jazzband/django-pipeline": {
-    "stars": 1543,
-    "owner": "jazzband",
-    "last_commit_at": "2025-09-13T11:23:20Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jazzband/geojson": {
-    "stars": 984,
-    "owner": "jazzband",
-    "last_commit_at": "2024-12-21T19:30:30Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jazzband/pip-tools": {
-    "stars": 7994,
-    "owner": "jazzband",
-    "last_commit_at": "2026-03-10T00:56:06Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jazzband/tablib": {
-    "stars": 4752,
-    "owner": "jazzband",
-    "last_commit_at": "2025-10-15T19:49:59Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jeffknupp/sandman2": {
-    "stars": 2044,
-    "owner": "jeffknupp",
-    "last_commit_at": "2020-12-21T15:15:51Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jek/blinker": {
-    "stars": 2034,
-    "owner": "pallets-eco",
-    "last_commit_at": "2025-06-14T20:37:05Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jendrikseipp/vulture": {
-    "stars": 4380,
-    "owner": "jendrikseipp",
-    "last_commit_at": "2026-03-04T21:50:03Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jet-admin/jet-bridge": {
-    "stars": 1794,
-    "owner": "jet-admin",
-    "last_commit_at": "2026-02-20T22:46:56Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jfkirk/tensorrec": {
-    "stars": 1302,
-    "owner": "jfkirk",
-    "last_commit_at": "2020-02-04T21:10:25Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jiaaro/pydub": {
-    "stars": 9744,
-    "owner": "jiaaro",
-    "last_commit_at": "2022-12-08T17:49:19Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jindaxiang/akshare": {
-    "stars": 17423,
-    "owner": "akfamily",
-    "last_commit_at": "2026-03-16T13:32:06Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jmcnamara/XlsxWriter": {
-    "stars": 3921,
-    "owner": "jmcnamara",
-    "last_commit_at": "2026-01-28T17:54:43Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "joke2k/faker": {
-    "stars": 19196,
-    "owner": "joke2k",
-    "last_commit_at": "2026-03-13T14:35:47Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jonathanslenders/ptpython": {
-    "stars": 5410,
-    "owner": "prompt-toolkit",
-    "last_commit_at": "2025-11-21T10:57:24Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jonathanslenders/python-prompt-toolkit": {
-    "stars": 10331,
-    "owner": "prompt-toolkit",
-    "last_commit_at": "2026-03-17T12:10:47Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jorgenschaefer/elpy": {
-    "stars": 1940,
-    "owner": "jorgenschaefer",
-    "last_commit_at": "2025-04-04T23:49:23Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "josephmisiti/awesome-machine-learning": {
-    "stars": 72025,
-    "owner": "josephmisiti",
-    "last_commit_at": "2026-03-15T15:16:19Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jpadilla/pyjwt": {
-    "stars": 5621,
-    "owner": "jpadilla",
-    "last_commit_at": "2026-03-16T13:30:51Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "jschneier/django-storages": {
-    "stars": 2939,
-    "owner": "jschneier",
-    "last_commit_at": "2025-06-18T15:59:00Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "keleshev/schema": {
-    "stars": 2944,
-    "owner": "keleshev",
-    "last_commit_at": "2026-03-04T20:33:24Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "keon/algorithms": {
-    "stars": 25392,
-    "owner": "keon",
-    "last_commit_at": "2026-03-13T20:58:07Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "keras-team/keras": {
-    "stars": 63910,
-    "owner": "keras-team",
-    "last_commit_at": "2026-03-13T23:34:27Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "keunwoochoi/kapre": {
-    "stars": 946,
-    "owner": "keunwoochoi",
-    "last_commit_at": "2025-10-26T20:05:08Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "kevin1024/vcrpy": {
-    "stars": 2951,
-    "owner": "kevin1024",
-    "last_commit_at": "2026-01-04T19:19:38Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "kiwicom/schemathesis": {
-    "stars": 3116,
-    "owner": "schemathesis",
-    "last_commit_at": "2026-03-16T15:31:51Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "klen/mixer": {
-    "stars": 954,
-    "owner": "klen",
-    "last_commit_at": "2022-03-23T14:37:36Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "knipknap/SpiffWorkflow": {
-    "stars": 1864,
-    "owner": "sartography",
-    "last_commit_at": "2026-03-07T15:46:26Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "kootenpv/yagmail": {
-    "stars": 2724,
-    "owner": "kootenpv",
-    "last_commit_at": "2022-09-28T20:43:53Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "kornia/kornia": {
-    "stars": 11120,
-    "owner": "kornia",
-    "last_commit_at": "2026-03-17T04:19:37Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "kreuzberg-dev/kreuzberg": {
-    "stars": 6742,
-    "owner": "kreuzberg-dev",
-    "last_commit_at": "2026-03-18T10:21:20Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "kurtmckee/feedparser": {
-    "stars": 2327,
-    "owner": "kurtmckee",
-    "last_commit_at": "2026-02-01T15:38:19Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "laixintao/iredis": {
-    "stars": 2728,
-    "owner": "laixintao",
-    "last_commit_at": "2026-03-18T06:31:48Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "lancopku/pkuseg-python": {
-    "stars": 6703,
-    "owner": "lancopku",
-    "last_commit_at": "2022-06-08T05:57:27Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "langchain-ai/langchain": {
-    "stars": 130028,
-    "owner": "langchain-ai",
-    "last_commit_at": "2026-03-18T04:53:18Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "lektor/lektor": {
-    "stars": 3926,
-    "owner": "lektor",
-    "last_commit_at": "2026-03-14T18:05:07Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "lemire/simdjson": {
-    "stars": 23449,
-    "owner": "simdjson",
-    "last_commit_at": "2026-03-17T16:39:07Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "lepture/authlib": {
-    "stars": 5244,
-    "owner": "authlib",
-    "last_commit_at": "2026-03-16T12:43:10Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "lepture/mistune": {
-    "stars": 2997,
-    "owner": "lepture",
-    "last_commit_at": "2026-03-16T13:00:29Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "lericson/pylibmc": {
-    "stars": 493,
-    "owner": "lericson",
-    "last_commit_at": "2025-04-12T08:57:20Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "libAudioFlux/audioFlux": {
-    "stars": 3282,
-    "owner": "libAudioFlux",
-    "last_commit_at": "2026-03-06T04:12:10Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "librosa/librosa": {
-    "stars": 8268,
-    "owner": "librosa",
-    "last_commit_at": "2025-05-19T17:05:09Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "libvips/pyvips": {
-    "stars": 789,
-    "owner": "libvips",
-    "last_commit_at": "2026-01-20T19:19:36Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "lincolnloop/python-qrcode": {
-    "stars": 4866,
-    "owner": "lincolnloop",
-    "last_commit_at": "2026-01-12T03:26:33Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "linkedin/shiv": {
-    "stars": 1918,
-    "owner": "linkedin",
-    "last_commit_at": "2026-01-10T12:19:00Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "litestar-org/litestar": {
-    "stars": 8100,
-    "owner": "litestar-org",
-    "last_commit_at": "2026-03-16T20:50:28Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "litestar-org/polyfactory": {
-    "stars": 1429,
-    "owner": "litestar-org",
-    "last_commit_at": "2026-03-16T21:09:57Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "lk-geimfari/mimesis": {
-    "stars": 4799,
-    "owner": "lk-geimfari",
-    "last_commit_at": "2026-01-18T21:51:11Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "locustio/locust": {
-    "stars": 27608,
-    "owner": "locustio",
-    "last_commit_at": "2026-03-13T21:23:56Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "lorien/grab": {
-    "stars": 2458,
-    "owner": "lorien",
-    "last_commit_at": "2025-09-19T10:51:14Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "lyst/lightfm": {
-    "stars": 5067,
-    "owner": "lyst",
-    "last_commit_at": "2023-04-30T18:36:20Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "maciejkula/spotlight": {
-    "stars": 3043,
-    "owner": "maciejkula",
-    "last_commit_at": "2020-02-09T21:03:48Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "madmaze/pytesseract": {
-    "stars": 6321,
-    "owner": "madmaze",
-    "last_commit_at": "2025-02-17T21:20:41Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mahmoud/boltons": {
-    "stars": 6856,
-    "owner": "mahmoud",
-    "last_commit_at": "2026-03-06T22:18:37Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mailgun/flanker": {
-    "stars": 1650,
-    "owner": "mailgun",
-    "last_commit_at": "2023-03-03T17:53:06Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "marcelotduarte/cx_Freeze": {
-    "stars": 1532,
-    "owner": "marcelotduarte",
-    "last_commit_at": "2026-03-16T12:04:40Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "marimo-team/marimo": {
-    "stars": 19740,
-    "owner": "marimo-team",
-    "last_commit_at": "2026-03-18T03:02:33Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "markusschanta/awesome-jupyter": {
-    "stars": 4569,
-    "owner": "markusschanta",
-    "last_commit_at": "2025-12-07T18:36:13Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "marph91/jimmy": {
-    "stars": 400,
-    "owner": "marph91",
-    "last_commit_at": "2026-03-08T17:12:27Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "marrow/mailer": {
-    "stars": 293,
-    "owner": "marrow",
-    "last_commit_at": "2025-05-21T17:42:25Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "marshmallow-code/marshmallow": {
-    "stars": 7229,
-    "owner": "marshmallow-code",
-    "last_commit_at": "2026-03-13T19:59:09Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "marshmallow-code/webargs": {
-    "stars": 1405,
-    "owner": "marshmallow-code",
-    "last_commit_at": "2026-03-16T19:32:45Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "martinblech/xmltodict": {
-    "stars": 5726,
-    "owner": "martinblech",
-    "last_commit_at": "2026-02-22T23:29:47Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "martinrusev/imbox": {
-    "stars": 1211,
-    "owner": "martinrusev",
-    "last_commit_at": "2024-04-16T09:00:27Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "matplotlib/matplotlib": {
-    "stars": 22593,
-    "owner": "matplotlib",
-    "last_commit_at": "2026-03-18T05:35:11Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "metawilm/cl-python": {
-    "stars": 394,
-    "owner": "metawilm",
-    "last_commit_at": "2022-03-10T15:51:06Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mhammond/pywin32": {
-    "stars": 5530,
-    "owner": "mhammond",
-    "last_commit_at": "2026-02-27T04:04:10Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mher/flower": {
-    "stars": 7131,
-    "owner": "mher",
-    "last_commit_at": "2026-03-05T11:41:28Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "michaelhelmick/lassie": {
-    "stars": 630,
-    "owner": "michaelhelmick",
-    "last_commit_at": "2021-08-20T14:32:48Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "micropython/micropython": {
-    "stars": 21553,
-    "owner": "micropython",
-    "last_commit_at": "2026-03-18T06:02:09Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "microsoft/markitdown": {
-    "stars": 90921,
-    "owner": "microsoft",
-    "last_commit_at": "2026-03-16T17:35:24Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "miguelgrinberg/microdot": {
-    "stars": 2093,
-    "owner": "miguelgrinberg",
-    "last_commit_at": "2026-03-10T23:30:38Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mindflayer/python-mocket": {
-    "stars": 309,
-    "owner": "mindflayer",
-    "last_commit_at": "2026-02-23T18:40:24Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mindsdb/mindsdb": {
-    "stars": 38781,
-    "owner": "mindsdb",
-    "last_commit_at": "2026-03-10T12:27:03Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mingrammer/diagrams": {
-    "stars": 42082,
-    "owner": "mingrammer",
-    "last_commit_at": "2026-02-07T11:02:06Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mininet/mininet": {
-    "stars": 5788,
-    "owner": "mininet",
-    "last_commit_at": "2023-09-17T01:50:27Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "miracle2k/flask-assets": {
-    "stars": 459,
-    "owner": "miracle2k",
-    "last_commit_at": "2023-12-15T13:55:26Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "miracle2k/webassets": {
-    "stars": 935,
-    "owner": "miracle2k",
-    "last_commit_at": "2025-08-17T12:47:39Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "miso-belica/sumy": {
-    "stars": 3665,
-    "owner": "miso-belica",
-    "last_commit_at": "2026-02-14T21:08:54Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mitmproxy/pdoc": {
-    "stars": 2474,
-    "owner": "mitmproxy",
-    "last_commit_at": "2026-01-01T09:58:22Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mitsuhiko/pluginbase": {
-    "stars": 1141,
-    "owner": "mitsuhiko",
-    "last_commit_at": "2021-05-16T16:12:48Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mitsuhiko/unp": {
-    "stars": 455,
-    "owner": "mitsuhiko",
-    "last_commit_at": "2014-08-26T21:17:09Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mkdocs/mkdocs": {
-    "stars": 21864,
-    "owner": "mkdocs",
-    "last_commit_at": "2025-10-20T13:17:06Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "modoboa/modoboa": {
-    "stars": 3470,
-    "owner": "modoboa",
-    "last_commit_at": "2026-03-18T10:55:36Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mongodb/django-mongodb-backend": {
-    "stars": 218,
-    "owner": "mongodb",
-    "last_commit_at": "2026-03-18T09:42:16Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mongodb/mongo-python-driver": {
-    "stars": 4338,
-    "owner": "mongodb",
-    "last_commit_at": "2026-03-12T16:42:15Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "moses-palmer/pynput": {
-    "stars": 2125,
-    "owner": "moses-palmer",
-    "last_commit_at": "2025-03-17T17:11:34Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mozilla/unicode-slugify": {
-    "stars": 328,
-    "owner": "mozilla",
-    "last_commit_at": "2021-10-22T20:06:17Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mozillazg/python-pinyin": {
-    "stars": 5271,
-    "owner": "mozillazg",
-    "last_commit_at": "2026-02-15T08:03:42Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mpdavis/python-jose": {
-    "stars": 1743,
-    "owner": "mpdavis",
-    "last_commit_at": "2025-05-28T17:25:04Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mpi4py/mpi4py": {
-    "stars": 902,
-    "owner": "mpi4py",
-    "last_commit_at": "2026-03-15T10:04:33Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mre/awesome-static-analysis": {
-    "stars": 14440,
-    "owner": "analysis-tools-dev",
-    "last_commit_at": "2026-03-17T00:12:23Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "msiemens/tinydb": {
-    "stars": 7487,
-    "owner": "msiemens",
-    "last_commit_at": "2026-01-17T21:42:58Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mstamy2/PyPDF2": {
-    "stars": 9880,
-    "owner": "py-pdf",
-    "last_commit_at": "2026-03-17T13:32:56Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mwaskom/seaborn": {
-    "stars": 13769,
-    "owner": "mwaskom",
-    "last_commit_at": "2026-01-22T13:03:04Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "mymarilyn/clickhouse-driver": {
-    "stars": 1293,
-    "owner": "mymarilyn",
-    "last_commit_at": "2025-11-10T20:21:21Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "napalm-automation/napalm": {
-    "stars": 2438,
-    "owner": "napalm-automation",
-    "last_commit_at": "2026-03-16T18:24:04Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "nficano/python-lambda": {
-    "stars": 1521,
-    "owner": "nficano",
-    "last_commit_at": "2022-06-03T06:57:29Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "nicfit/eyeD3": {
-    "stars": 631,
-    "owner": "nicfit",
-    "last_commit_at": "2026-02-16T18:17:03Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "nose-devs/nose2": {
-    "stars": 822,
-    "owner": "nose-devs",
-    "last_commit_at": "2026-03-09T17:37:19Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "noxrepo/pox": {
-    "stars": 652,
-    "owner": "noxrepo",
-    "last_commit_at": "2020-05-20T12:00:13Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "nucleic/enaml": {
-    "stars": 1574,
-    "owner": "nucleic",
-    "last_commit_at": "2026-03-16T11:07:00Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "numba/numba": {
-    "stars": 10936,
-    "owner": "numba",
-    "last_commit_at": "2026-03-13T01:45:23Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "nvbn/thefuck": {
-    "stars": 95720,
-    "owner": "nvbn",
-    "last_commit_at": "2024-01-25T19:52:35Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "nvdv/vprof": {
-    "stars": 3982,
-    "owner": "nvdv",
-    "last_commit_at": "2022-07-15T07:43:03Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "oauthlib/oauthlib": {
-    "stars": 2958,
-    "owner": "oauthlib",
-    "last_commit_at": "2026-02-28T14:03:09Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "offerrall/FuncToWeb": {
-    "stars": 389,
-    "owner": "offerrall",
-    "last_commit_at": "2026-01-20T01:50:32Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "openai/gym": {
-    "stars": 37099,
-    "owner": "openai",
-    "last_commit_at": "2023-01-30T18:15:21Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "openembedded/bitbake": {
-    "stars": 510,
-    "owner": "openembedded",
-    "last_commit_at": "2026-03-17T13:52:55Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "openstack/cliff": {
-    "stars": 260,
-    "owner": "openstack",
-    "last_commit_at": "2026-03-06T16:40:04Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "orsinium/textdistance": {
-    "stars": 3525,
-    "owner": "life4",
-    "last_commit_at": "2025-04-18T12:13:17Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pallets-eco/flask-debugtoolbar": {
-    "stars": 980,
-    "owner": "pallets-eco",
-    "last_commit_at": "2025-06-14T20:13:45Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pallets/click": {
-    "stars": 17338,
-    "owner": "pallets",
-    "last_commit_at": "2025-12-31T06:51:28Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pallets/flask": {
-    "stars": 71345,
-    "owner": "pallets",
-    "last_commit_at": "2026-03-08T23:21:50Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pallets/itsdangerous": {
-    "stars": 3102,
-    "owner": "pallets",
-    "last_commit_at": "2025-06-14T20:35:42Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pallets/jinja": {
-    "stars": 11515,
-    "owner": "pallets",
-    "last_commit_at": "2025-06-14T20:34:58Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pallets/markupsafe": {
-    "stars": 685,
-    "owner": "pallets",
-    "last_commit_at": "2025-09-27T18:45:34Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pallets/werkzeug": {
-    "stars": 6849,
-    "owner": "pallets",
-    "last_commit_at": "2026-02-25T19:33:16Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "paramiko/paramiko": {
-    "stars": 9712,
-    "owner": "paramiko",
-    "last_commit_at": "2025-10-20T02:49:59Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pathsim/pathsim": {
-    "stars": 334,
-    "owner": "pathsim",
-    "last_commit_at": "2026-03-04T08:30:56Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pathwaycom/pathway": {
-    "stars": 60427,
-    "owner": "pathwaycom",
-    "last_commit_at": "2026-03-18T06:08:37Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "patrys/httmock": {
-    "stars": 472,
-    "owner": "patrys",
-    "last_commit_at": "2020-10-28T12:00:08Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "patx/pickledb": {
-    "stars": 1069,
-    "owner": "patx",
-    "last_commit_at": "2026-01-06T08:04:35Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pdfminer/pdfminer.six": {
-    "stars": 6933,
-    "owner": "pdfminer",
-    "last_commit_at": "2026-03-13T03:10:44Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pennersr/django-allauth": {
-    "stars": 10308,
-    "owner": "pennersr",
-    "last_commit_at": "2026-03-09T13:39:18Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "peterbrittain/asciimatics": {
-    "stars": 4273,
-    "owner": "peterbrittain",
-    "last_commit_at": "2025-05-31T15:53:57Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pgjones/hypercorn": {
-    "stars": 1536,
-    "owner": "pgjones",
-    "last_commit_at": "2025-11-08T13:49:10Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pgmpy/pgmpy": {
-    "stars": 3214,
-    "owner": "pgmpy",
-    "last_commit_at": "2026-03-18T11:06:43Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pikepdf/pikepdf": {
-    "stars": 2667,
-    "owner": "pikepdf",
-    "last_commit_at": "2026-03-14T20:40:53Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "planetopendata/awesome-sqlite": {
-    "stars": 388,
-    "owner": "planetopendata",
-    "last_commit_at": "2026-02-23T12:53:44Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "platformio/platformio-core": {
-    "stars": 8936,
-    "owner": "platformio",
-    "last_commit_at": "2026-02-23T12:44:48Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "plotly/plotly.py": {
-    "stars": 18359,
-    "owner": "plotly",
-    "last_commit_at": "2026-03-18T00:29:18Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pndurette/gTTS": {
-    "stars": 2594,
-    "owner": "pndurette",
-    "last_commit_at": "2025-05-11T13:03:37Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pola-rs/polars": {
-    "stars": 37780,
-    "owner": "pola-rs",
-    "last_commit_at": "2026-03-18T07:31:49Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "ponyorm/pony": {
-    "stars": 3825,
-    "owner": "ponyorm",
-    "last_commit_at": "2025-07-03T18:16:47Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "prabhupant/python-ds": {
-    "stars": 3075,
-    "owner": "prabhupant",
-    "last_commit_at": "2024-04-06T07:43:16Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pricingassistant/mrq": {
-    "stars": 896,
-    "owner": "pricingassistant",
-    "last_commit_at": "2020-12-13T18:58:15Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "prompt-toolkit/python-prompt-toolkit": {
-    "stars": 10331,
-    "owner": "prompt-toolkit",
-    "last_commit_at": "2026-03-17T12:10:47Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "psf/black": {
-    "stars": 41431,
-    "owner": "psf",
-    "last_commit_at": "2026-03-17T00:18:45Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "psf/requests": {
-    "stars": 53853,
-    "owner": "psf",
-    "last_commit_at": "2026-03-05T20:14:29Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "psf/requests-html": {
-    "stars": 13869,
-    "owner": "psf",
-    "last_commit_at": "2023-04-03T17:09:56Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "psycopg/psycopg": {
-    "stars": 2322,
-    "owner": "psycopg",
-    "last_commit_at": "2026-03-10T18:42:54Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pudo/dataset": {
-    "stars": 4854,
-    "owner": "pudo",
-    "last_commit_at": "2025-02-05T12:22:42Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pwaller/pyfiglet": {
-    "stars": 1546,
-    "owner": "pwaller",
-    "last_commit_at": "2025-08-15T18:27:57Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "py2exe/py2exe": {
-    "stars": 995,
-    "owner": "py2exe",
-    "last_commit_at": "2025-07-15T21:35:24Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pybee/toga": {
-    "stars": 5325,
-    "owner": "beeware",
-    "last_commit_at": "2026-03-18T04:04:32Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pybuilder/pybuilder": {
-    "stars": 1956,
-    "owner": "pybuilder",
-    "last_commit_at": "2026-03-13T22:57:47Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pyca/cryptography": {
-    "stars": 7515,
-    "owner": "pyca",
-    "last_commit_at": "2026-03-18T11:13:04Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pyca/pynacl": {
-    "stars": 1185,
-    "owner": "pyca",
-    "last_commit_at": "2026-03-18T11:13:25Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pydantic/pydantic": {
-    "stars": 27214,
-    "owner": "pydantic",
-    "last_commit_at": "2026-03-18T10:48:39Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pydantic/pydantic-ai": {
-    "stars": 15547,
-    "owner": "pydantic",
-    "last_commit_at": "2026-03-18T02:59:07Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pyenv-win/pyenv-win": {
-    "stars": 7066,
-    "owner": "pyenv-win",
-    "last_commit_at": "2026-01-21T03:27:29Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pyenv/pyenv": {
-    "stars": 44444,
-    "owner": "pyenv",
-    "last_commit_at": "2026-03-14T08:23:19Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pyeve/cerberus": {
-    "stars": 3270,
-    "owner": "pyeve",
-    "last_commit_at": "2026-01-01T13:12:42Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pyeve/eve": {
-    "stars": 6746,
-    "owner": "pyeve",
-    "last_commit_at": "2026-02-11T09:34:15Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pyexcel/pyexcel": {
-    "stars": 1284,
-    "owner": "pyexcel",
-    "last_commit_at": "2025-12-10T21:38:52Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pyglet/pyglet": {
-    "stars": 2172,
-    "owner": "pyglet",
-    "last_commit_at": "2026-03-18T02:49:51Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pygraphviz/pygraphviz": {
-    "stars": 834,
-    "owner": "pygraphviz",
-    "last_commit_at": "2026-02-10T23:04:21Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pyinfra-dev/pyinfra": {
-    "stars": 4870,
-    "owner": "pyinfra-dev",
-    "last_commit_at": "2026-03-17T10:59:38Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pyinstaller/pyinstaller": {
-    "stars": 12925,
-    "owner": "pyinstaller",
-    "last_commit_at": "2026-03-16T15:45:58Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pyinvoke/invoke": {
-    "stars": 4722,
-    "owner": "pyinvoke",
-    "last_commit_at": "2025-10-20T02:48:00Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pylint-dev/pylint": {
-    "stars": 5661,
-    "owner": "pylint-dev",
-    "last_commit_at": "2026-03-17T20:40:19Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pymatting/pymatting": {
-    "stars": 1891,
-    "owner": "pymatting",
-    "last_commit_at": "2026-02-19T10:29:20Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pymc-devs/pymc3": {
-    "stars": 9528,
-    "owner": "pymc-devs",
-    "last_commit_at": "2026-03-17T14:36:22Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pymssql/pymssql": {
-    "stars": 880,
-    "owner": "pymssql",
-    "last_commit_at": "2026-03-10T00:40:01Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pynamodb/PynamoDB": {
-    "stars": 2647,
-    "owner": "pynamodb",
-    "last_commit_at": "2026-01-06T15:42:11Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pypa/bandersnatch": {
-    "stars": 528,
-    "owner": "pypa",
-    "last_commit_at": "2026-03-16T19:27:34Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pypa/hatch": {
-    "stars": 7149,
-    "owner": "pypa",
-    "last_commit_at": "2026-02-27T17:59:39Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pypa/virtualenv": {
-    "stars": 5017,
-    "owner": "pypa",
-    "last_commit_at": "2026-03-17T00:32:57Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pypa/warehouse": {
-    "stars": 3979,
-    "owner": "pypi",
-    "last_commit_at": "2026-03-17T16:48:08Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pyparsing/pyparsing": {
-    "stars": 2465,
-    "owner": "pyparsing",
-    "last_commit_at": "2026-02-22T17:57:48Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pyqtgraph/pyqtgraph": {
-    "stars": 4311,
-    "owner": "pyqtgraph",
-    "last_commit_at": "2025-12-08T16:15:20Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pyston/pyston": {
-    "stars": 2507,
-    "owner": "pyston",
-    "last_commit_at": "2024-08-12T16:30:56Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "python-attrs/attrs": {
-    "stars": 5746,
-    "owner": "python-attrs",
-    "last_commit_at": "2026-03-14T17:51:51Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "python-greenlet/greenlet": {
-    "stars": 1815,
-    "owner": "python-greenlet",
-    "last_commit_at": "2026-02-20T20:15:01Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "python-jsonschema/jsonschema": {
-    "stars": 4934,
-    "owner": "python-jsonschema",
-    "last_commit_at": "2026-03-15T02:35:55Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "python-mode/python-mode": {
-    "stars": 5478,
-    "owner": "python-mode",
-    "last_commit_at": "2025-11-14T23:45:03Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "python-openxml/python-docx": {
-    "stars": 5486,
-    "owner": "python-openxml",
-    "last_commit_at": "2025-06-16T21:24:39Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "python-pillow/Pillow": {
-    "stars": 13438,
-    "owner": "python-pillow",
-    "last_commit_at": "2026-03-13T22:42:15Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "python-rapidjson/python-rapidjson": {
-    "stars": 532,
-    "owner": "python-rapidjson",
-    "last_commit_at": "2025-12-07T06:14:13Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "python-rope/rope": {
-    "stars": 2183,
-    "owner": "python-rope",
-    "last_commit_at": "2026-01-04T14:49:29Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "python-trio/trio": {
-    "stars": 7204,
-    "owner": "python-trio",
-    "last_commit_at": "2026-03-16T22:58:36Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "python/cpython": {
-    "stars": 72001,
-    "owner": "python",
-    "last_commit_at": "2026-03-17T18:24:44Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "python/mypy": {
-    "stars": 20302,
-    "owner": "python",
-    "last_commit_at": "2026-03-17T22:24:58Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "python/typeshed": {
-    "stars": 5022,
-    "owner": "python",
-    "last_commit_at": "2026-03-18T00:46:34Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pythonnet/pythonnet": {
-    "stars": 5418,
-    "owner": "pythonnet",
-    "last_commit_at": "2026-02-27T07:16:04Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pytoolz/cytoolz": {
-    "stars": 1103,
-    "owner": "pytoolz",
-    "last_commit_at": "2025-10-18T19:31:50Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pytoolz/toolz": {
-    "stars": 5126,
-    "owner": "pytoolz",
-    "last_commit_at": "2025-10-17T03:29:39Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pytorch/pytorch": {
-    "stars": 98348,
-    "owner": "pytorch",
-    "last_commit_at": "2026-03-18T08:34:10Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "pytransitions/transitions": {
-    "stars": 6459,
-    "owner": "pytransitions",
-    "last_commit_at": "2025-09-09T16:42:34Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "quantumlib/Cirq": {
-    "stars": 4891,
-    "owner": "quantumlib",
-    "last_commit_at": "2026-03-17T20:32:18Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "quodlibet/mutagen": {
-    "stars": 1868,
-    "owner": "quodlibet",
-    "last_commit_at": "2026-02-15T17:12:28Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "r0x0r/pywebview": {
-    "stars": 5804,
-    "owner": "r0x0r",
-    "last_commit_at": "2026-03-13T21:31:51Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "ranaroussi/yfinance": {
-    "stars": 22190,
-    "owner": "ranaroussi",
-    "last_commit_at": "2026-02-21T17:37:15Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "ray-project/ray": {
-    "stars": 41765,
-    "owner": "ray-project",
-    "last_commit_at": "2026-03-18T07:37:46Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "redis/redis-py": {
-    "stars": 13507,
-    "owner": "redis",
-    "last_commit_at": "2026-03-17T11:59:23Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "reflex-dev/reflex": {
-    "stars": 28233,
-    "owner": "reflex-dev",
-    "last_commit_at": "2026-03-18T02:23:17Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "robotframework/robotframework": {
-    "stars": 11479,
-    "owner": "robotframework",
-    "last_commit_at": "2026-03-17T20:41:56Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "ronaldoussoren/py2app": {
-    "stars": 421,
-    "owner": "ronaldoussoren",
-    "last_commit_at": "2026-01-25T11:45:17Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "rq/rq": {
-    "stars": 10605,
-    "owner": "rq",
-    "last_commit_at": "2026-03-14T11:13:10Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "rsalmei/alive-progress": {
-    "stars": 6257,
-    "owner": "rsalmei",
-    "last_commit_at": "2025-10-10T00:39:31Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "run-llama/llama_index": {
-    "stars": 47758,
-    "owner": "run-llama",
-    "last_commit_at": "2026-03-17T14:37:41Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "s3tools/s3cmd": {
-    "stars": 4869,
-    "owner": "s3tools",
-    "last_commit_at": "2025-10-22T23:26:17Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "saffsd/langid.py": {
-    "stars": 2455,
-    "owner": "saffsd",
-    "last_commit_at": "2017-07-15T02:49:17Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "saltstack/salt": {
-    "stars": 15281,
-    "owner": "saltstack",
-    "last_commit_at": "2026-03-17T21:32:42Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "samuelcolvin/watchfiles": {
-    "stars": 2446,
-    "owner": "samuelcolvin",
-    "last_commit_at": "2025-11-28T23:00:57Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sanic-org/sanic": {
-    "stars": 18639,
-    "owner": "sanic-org",
-    "last_commit_at": "2025-12-31T19:05:34Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "scanny/python-pptx": {
-    "stars": 3235,
-    "owner": "scanny",
-    "last_commit_at": "2024-08-07T17:33:54Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "schematics/schematics": {
-    "stars": 2591,
-    "owner": "schematics",
-    "last_commit_at": "2021-08-17T21:08:10Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "scottrogowski/code2flow": {
-    "stars": 4546,
-    "owner": "scottrogowski",
-    "last_commit_at": "2023-01-08T22:55:22Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "scrapy/scrapy": {
-    "stars": 60844,
-    "owner": "scrapy",
-    "last_commit_at": "2026-03-13T09:30:25Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sdispater/pendulum": {
-    "stars": 6628,
-    "owner": "python-pendulum",
-    "last_commit_at": "2026-02-17T11:16:10Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sdispater/poetry": {
-    "stars": 34294,
-    "owner": "python-poetry",
-    "last_commit_at": "2026-03-15T10:36:40Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sebastien/cuisine": {
-    "stars": 1270,
-    "owner": "sebastien",
-    "last_commit_at": "2024-05-21T02:33:04Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "secdev/scapy": {
-    "stars": 12110,
-    "owner": "secdev",
-    "last_commit_at": "2026-03-17T22:19:36Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sehmaschine/django-grappelli": {
-    "stars": 3927,
-    "owner": "sehmaschine",
-    "last_commit_at": "2025-11-27T15:59:41Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "selwin/python-user-agents": {
-    "stars": 1520,
-    "owner": "selwin",
-    "last_commit_at": "2023-02-16T01:51:50Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sergree/matchering": {
-    "stars": 2446,
-    "owner": "sergree",
-    "last_commit_at": "2026-03-15T05:33:05Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "shahraizali/awesome-django": {
-    "stars": 1902,
-    "owner": "shahraizali",
-    "last_commit_at": "2025-11-03T23:23:57Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "shapely/shapely": {
-    "stars": 4396,
-    "owner": "shapely",
-    "last_commit_at": "2026-03-10T08:57:31Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sherlock-project/sherlock": {
-    "stars": 73819,
-    "owner": "sherlock-project",
-    "last_commit_at": "2026-03-17T06:26:18Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "simonw/datasette": {
-    "stars": 10839,
-    "owner": "simonw",
-    "last_commit_at": "2026-03-17T15:47:04Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "simonw/sqlite-utils": {
-    "stars": 2019,
-    "owner": "simonw",
-    "last_commit_at": "2025-12-17T06:11:47Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sirfz/tesserocr": {
-    "stars": 2160,
-    "owner": "sirfz",
-    "last_commit_at": "2026-03-16T14:37:08Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "skorokithakis/shortuuid": {
-    "stars": 2178,
-    "owner": "skorokithakis",
-    "last_commit_at": "2025-12-01T00:26:35Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sloria/doitlive": {
-    "stars": 3566,
-    "owner": "sloria",
-    "last_commit_at": "2026-03-16T16:14:55Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sorrycc/awesome-javascript": {
-    "stars": 34932,
-    "owner": "sorrycc",
-    "last_commit_at": "2026-03-16T02:09:29Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sphinx-doc/sphinx": {
-    "stars": 7724,
-    "owner": "sphinx-doc",
-    "last_commit_at": "2025-12-31T15:07:44Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "spotify/annoy": {
-    "stars": 14181,
-    "owner": "spotify",
-    "last_commit_at": "2025-10-29T14:08:37Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "spotify/luigi": {
-    "stars": 18695,
-    "owner": "spotify",
-    "last_commit_at": "2026-03-18T02:22:01Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "spulec/freezegun": {
-    "stars": 4498,
-    "owner": "spulec",
-    "last_commit_at": "2025-08-19T19:29:42Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "spyder-ide/spyder": {
-    "stars": 9163,
-    "owner": "spyder-ide",
-    "last_commit_at": "2026-03-18T01:07:45Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sqlalchemy/dogpile.cache": {
-    "stars": 291,
-    "owner": "sqlalchemy",
-    "last_commit_at": "2026-01-12T18:51:49Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sqlmapproject/sqlmap": {
-    "stars": 36856,
-    "owner": "sqlmapproject",
-    "last_commit_at": "2026-03-17T21:22:40Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "stanfordnlp/stanza": {
-    "stars": 7740,
-    "owner": "stanfordnlp",
-    "last_commit_at": "2026-02-26T06:42:21Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "statsmodels/statsmodels": {
-    "stars": 11302,
-    "owner": "statsmodels",
-    "last_commit_at": "2026-03-12T16:03:41Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "stchris/untangle": {
-    "stars": 631,
-    "owner": "stchris",
-    "last_commit_at": "2026-02-01T11:05:37Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "strawberry-graphql/strawberry-django": {
-    "stars": 488,
-    "owner": "strawberry-graphql",
-    "last_commit_at": "2026-03-16T17:13:53Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "streamlit/streamlit": {
-    "stars": 43929,
-    "owner": "streamlit",
-    "last_commit_at": "2026-03-18T11:26:08Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sunainapai/makesite": {
-    "stars": 1872,
-    "owner": "sunainapai",
-    "last_commit_at": "2022-10-12T19:28:59Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "sympy/sympy": {
-    "stars": 14495,
-    "owner": "sympy",
-    "last_commit_at": "2026-03-15T20:23:47Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "tartley/colorama": {
-    "stars": 3770,
-    "owner": "tartley",
-    "last_commit_at": "2025-07-09T16:58:36Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "tayllan/awesome-algorithms": {
-    "stars": 24837,
-    "owner": "tayllan",
-    "last_commit_at": "2026-01-11T06:35:17Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "tensorflow/tensorflow": {
-    "stars": 194187,
-    "owner": "tensorflow",
-    "last_commit_at": "2026-03-18T11:21:25Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "thauber/django-schedule": {
-    "stars": 850,
-    "owner": "thauber",
-    "last_commit_at": "2016-04-16T20:26:10Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "thumbor/thumbor": {
-    "stars": 10465,
-    "owner": "thumbor",
-    "last_commit_at": "2026-03-16T02:56:03Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "tiangolo/fastapi": {
-    "stars": 96308,
-    "owner": "fastapi",
-    "last_commit_at": "2026-03-18T10:56:02Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "tiangolo/typer": {
-    "stars": 19044,
-    "owner": "fastapi",
-    "last_commit_at": "2026-03-16T13:02:43Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "timofurrer/awesome-asyncio": {
-    "stars": 5031,
-    "owner": "timofurrer",
-    "last_commit_at": "2025-12-01T14:19:00Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "timofurrer/try": {
-    "stars": 751,
-    "owner": "timofurrer",
-    "last_commit_at": "2022-05-15T18:30:33Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "timothycrosley/isort": {
-    "stars": 6916,
-    "owner": "PyCQA",
-    "last_commit_at": "2026-03-14T20:59:11Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "tmux-python/tmuxp": {
-    "stars": 4451,
-    "owner": "tmux-python",
-    "last_commit_at": "2026-03-17T22:44:59Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "tmux/tmux": {
-    "stars": 43191,
-    "owner": "tmux",
-    "last_commit_at": "2026-03-18T08:46:16Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "tomerfiliba/rpyc": {
-    "stars": 1693,
-    "owner": "tomerfiliba-org",
-    "last_commit_at": "2025-08-14T03:45:36Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "tomschimansky/customtkinter": {
-    "stars": 13225,
-    "owner": "TomSchimansky",
-    "last_commit_at": "2026-01-02T20:44:11Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "tornadoweb/tornado": {
-    "stars": 22406,
-    "owner": "tornadoweb",
-    "last_commit_at": "2026-03-17T19:24:12Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "tqdm/tqdm": {
-    "stars": 31042,
-    "owner": "tqdm",
-    "last_commit_at": "2026-02-03T16:58:32Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "trustedsec/social-engineer-toolkit": {
-    "stars": 14671,
-    "owner": "trustedsec",
-    "last_commit_at": "2024-10-21T15:46:17Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "twisted/treq": {
-    "stars": 606,
-    "owner": "twisted",
-    "last_commit_at": "2026-01-03T01:47:06Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "twisted/twisted": {
-    "stars": 5950,
-    "owner": "twisted",
-    "last_commit_at": "2026-03-09T23:19:56Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "tyiannak/pyAudioAnalysis": {
-    "stars": 6234,
-    "owner": "tyiannak",
-    "last_commit_at": "2025-08-04T16:44:35Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "typeddjango/awesome-python-typing": {
-    "stars": 1952,
-    "owner": "typeddjango",
-    "last_commit_at": "2026-02-28T08:10:43Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "ultraplot/UltraPlot": {
-    "stars": 280,
-    "owner": "Ultraplot",
-    "last_commit_at": "2026-03-17T00:56:09Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "un33k/python-slugify": {
-    "stars": 1599,
-    "owner": "un33k",
-    "last_commit_at": "2026-01-07T16:28:09Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "unclecode/crawl4ai": {
-    "stars": 62156,
-    "owner": "unclecode",
-    "last_commit_at": "2026-02-20T03:31:12Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "unfoldadmin/django-unfold": {
-    "stars": 3372,
-    "owner": "unfoldadmin",
-    "last_commit_at": "2026-03-18T11:04:37Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "uralbash/awesome-pyramid": {
-    "stars": 570,
-    "owner": "uralbash",
-    "last_commit_at": "2021-07-08T12:28:10Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "urllib3/urllib3": {
-    "stars": 4012,
-    "owner": "urllib3",
-    "last_commit_at": "2026-03-15T06:51:37Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "vadikko2/python-cqrs": {
-    "stars": 44,
-    "owner": "pypatterns",
-    "last_commit_at": "2026-03-05T20:33:59Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "vinta/awesome-python": {
-    "stars": 287742,
-    "owner": "vinta",
-    "last_commit_at": "2026-03-18T06:03:50Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "vinta/pangu.py": {
-    "stars": 276,
-    "owner": "vinta",
-    "last_commit_at": "2023-03-30T17:57:13Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "vispy/vispy": {
-    "stars": 3558,
-    "owner": "vispy",
-    "last_commit_at": "2026-03-02T19:30:57Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "vitali87/code-graph-rag": {
-    "stars": 2139,
-    "owner": "vitali87",
-    "last_commit_at": "2026-03-18T00:56:06Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "vllm-project/vllm": {
-    "stars": 73512,
-    "owner": "vllm-project",
-    "last_commit_at": "2026-03-18T10:30:29Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "wagtail/wagtail": {
-    "stars": 20240,
-    "owner": "wagtail",
-    "last_commit_at": "2026-03-18T01:31:28Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "waylan/Python-Markdown": {
-    "stars": 4186,
-    "owner": "Python-Markdown",
-    "last_commit_at": "2026-02-09T14:54:42Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "web2py/pydal": {
-    "stars": 531,
-    "owner": "web2py",
-    "last_commit_at": "2026-03-14T00:25:51Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "wireservice/csvkit": {
-    "stars": 6360,
-    "owner": "wireservice",
-    "last_commit_at": "2026-03-05T23:54:49Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "wooey/wooey": {
-    "stars": 2219,
-    "owner": "wooey",
-    "last_commit_at": "2023-12-14T15:17:45Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "worldveil/dejavu": {
-    "stars": 6736,
-    "owner": "worldveil",
-    "last_commit_at": "2020-06-03T05:58:03Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "xonsh/xonsh": {
-    "stars": 9252,
-    "owner": "xonsh",
-    "last_commit_at": "2026-03-17T15:32:20Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "yfedoseev/pdf_oxide": {
-    "stars": 431,
-    "owner": "yfedoseev",
-    "last_commit_at": "2026-03-11T04:36:36Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "yoloseem/awesome-sphinxdoc": {
-    "stars": 973,
-    "owner": "ygzgxyz",
-    "last_commit_at": "2025-10-07T13:10:20Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "ytdl-org/youtube-dl": {
-    "stars": 139899,
-    "owner": "ytdl-org",
-    "last_commit_at": "2025-11-26T03:02:36Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "zappa/Zappa": {
-    "stars": 3678,
-    "owner": "zappa",
-    "last_commit_at": "2026-03-15T01:53:26Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "zauberzeug/nicegui": {
-    "stars": 15522,
-    "owner": "zauberzeug",
-    "last_commit_at": "2026-03-17T13:26:42Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "zoofIO/flexx": {
-    "stars": 3343,
-    "owner": "flexxui",
-    "last_commit_at": "2024-01-06T22:16:26Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "zopefoundation/ZODB": {
-    "stars": 752,
-    "owner": "zopefoundation",
-    "last_commit_at": "2026-01-24T15:33:23Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  },
-  "ztane/python-Levenshtein": {
-    "stars": 1278,
-    "owner": "ztane",
-    "last_commit_at": "2021-02-01T13:02:11Z",
-    "fetched_at": "2026-03-18T11:26:37.667512+00:00"
-  }
-}

From 484515775fc32470b9c337ec7d49831a1f5e4cdc Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 22:48:20 +0800
Subject: [PATCH 32/96] gitignore website/data

---
 .gitignore | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 8bf0319b6..dd9781c3e 100644
--- a/.gitignore
+++ b/.gitignore
@@ -7,7 +7,7 @@
 
 # website
 website/output/
-website/data/github_stars.json
+website/data/
 
 # claude code
 .claude/skills/

From 6148c13c0cb9c47c2fc0a1d48f4d48b4b1648d81 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 22:55:21 +0800
Subject: [PATCH 33/96] feat: skip fetching repos whose cache entry is still
 fresh

Introduce CACHE_MAX_AGE_HOURS (12 h) and filter current_repos before
the fetch loop so repos that were updated recently are not re-requested.
Prints a breakdown of fetched vs cached count.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/fetch_github_stars.py            | 15 +++-
 website/tests/test_fetch_github_stars.py | 92 ++++++++++++++++++++++++
 2 files changed, 105 insertions(+), 2 deletions(-)

diff --git a/website/fetch_github_stars.py b/website/fetch_github_stars.py
index 152b2c527..c63985314 100644
--- a/website/fetch_github_stars.py
+++ b/website/fetch_github_stars.py
@@ -12,6 +12,7 @@
 
 from build import extract_github_repo, load_stars
 
+CACHE_MAX_AGE_HOURS = 12
 DATA_DIR = Path(__file__).parent / "data"
 CACHE_FILE = DATA_DIR / "github_stars.json"
 README_PATH = Path(__file__).parent.parent / "README.md"
@@ -113,8 +114,18 @@ def main() -> None:
         print(f"Pruned {len(cache) - len(pruned)} stale cache entries")
     cache = pruned
 
-    to_fetch = sorted(current_repos)
-    print(f"{len(to_fetch)} repos to fetch")
+    # Determine which repos need fetching (missing or stale)
+    to_fetch = []
+    for repo in sorted(current_repos):
+        entry = cache.get(repo)
+        if entry and "fetched_at" in entry:
+            fetched = datetime.fromisoformat(entry["fetched_at"])
+            age_hours = (now - fetched).total_seconds() / 3600
+            if age_hours < CACHE_MAX_AGE_HOURS:
+                continue
+        to_fetch.append(repo)
+
+    print(f"{len(to_fetch)} repos to fetch ({len(current_repos) - len(to_fetch)} cached)")
 
     if not to_fetch:
         save_cache(cache)
diff --git a/website/tests/test_fetch_github_stars.py b/website/tests/test_fetch_github_stars.py
index 3d52b6aab..6c9eb383d 100644
--- a/website/tests/test_fetch_github_stars.py
+++ b/website/tests/test_fetch_github_stars.py
@@ -137,3 +137,95 @@ def test_multiple_repos(self):
         assert len(result) == 2
         assert result["a/x"]["stars"] == 100
         assert result["b/y"]["stars"] == 200
+
+
+class TestMainSkipsFreshCache:
+    """Verify that main() skips fetching when all cache entries are fresh."""
+
+    def test_skips_fetch_when_cache_is_fresh(self, tmp_path, monkeypatch, capsys):
+        from datetime import datetime, timedelta, timezone
+
+        from fetch_github_stars import main
+
+        # Set up a minimal README with one repo
+        readme = tmp_path / "README.md"
+        readme.write_text("* [req](https://github.com/psf/requests) - HTTP.\n")
+        monkeypatch.setattr("fetch_github_stars.README_PATH", readme)
+
+        # Pre-populate cache with a fresh entry (1 hour ago)
+        data_dir = tmp_path / "data"
+        data_dir.mkdir()
+        cache_file = data_dir / "github_stars.json"
+        now = datetime.now(timezone.utc)
+        fresh_cache = {
+            "psf/requests": {
+                "stars": 52000,
+                "owner": "psf",
+                "last_commit_at": "2025-01-01T00:00:00+00:00",
+                "fetched_at": (now - timedelta(hours=1)).isoformat(),
+            }
+        }
+        cache_file.write_text(json.dumps(fresh_cache), encoding="utf-8")
+        monkeypatch.setattr("fetch_github_stars.CACHE_FILE", cache_file)
+        monkeypatch.setattr("fetch_github_stars.DATA_DIR", data_dir)
+        monkeypatch.setenv("GITHUB_TOKEN", "fake-token")
+
+        main()
+
+        output = capsys.readouterr().out
+        assert "0 repos to fetch" in output
+        assert "Cache is up to date" in output
+
+    def test_fetches_when_cache_is_stale(self, tmp_path, monkeypatch, capsys):
+        from datetime import datetime, timedelta, timezone
+        from unittest.mock import MagicMock
+
+        from fetch_github_stars import main
+
+        # Set up a minimal README with one repo
+        readme = tmp_path / "README.md"
+        readme.write_text("* [req](https://github.com/psf/requests) - HTTP.\n")
+        monkeypatch.setattr("fetch_github_stars.README_PATH", readme)
+
+        # Pre-populate cache with a stale entry (24 hours ago)
+        data_dir = tmp_path / "data"
+        data_dir.mkdir()
+        cache_file = data_dir / "github_stars.json"
+        now = datetime.now(timezone.utc)
+        stale_cache = {
+            "psf/requests": {
+                "stars": 52000,
+                "owner": "psf",
+                "last_commit_at": "2025-01-01T00:00:00+00:00",
+                "fetched_at": (now - timedelta(hours=24)).isoformat(),
+            }
+        }
+        cache_file.write_text(json.dumps(stale_cache), encoding="utf-8")
+        monkeypatch.setattr("fetch_github_stars.CACHE_FILE", cache_file)
+        monkeypatch.setattr("fetch_github_stars.DATA_DIR", data_dir)
+        monkeypatch.setenv("GITHUB_TOKEN", "fake-token")
+
+        # Mock httpx.Client to avoid real API calls
+        mock_response = MagicMock()
+        mock_response.json.return_value = {
+            "data": {
+                "repo_0": {
+                    "stargazerCount": 53000,
+                    "owner": {"login": "psf"},
+                    "defaultBranchRef": {"target": {"committedDate": "2025-06-01T00:00:00Z"}},
+                }
+            }
+        }
+        mock_response.raise_for_status = MagicMock()
+        mock_client = MagicMock()
+        mock_client.__enter__ = MagicMock(return_value=mock_client)
+        mock_client.__exit__ = MagicMock(return_value=False)
+        mock_client.post.return_value = mock_response
+        monkeypatch.setattr("fetch_github_stars.httpx.Client", lambda **kwargs: mock_client)
+
+        main()
+
+        output = capsys.readouterr().out
+        assert "1 repos to fetch" in output
+        assert "Done. Fetched 1 repos" in output
+        mock_client.post.assert_called_once()

From 957d685ff481ac25e04a82453ebd5b595828ba33 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 22:55:29 +0800
Subject: [PATCH 34/96] ci: run fetch-stars step on every workflow trigger

Removed the 'if: github.event_name == schedule' guard so the step also
runs on manual dispatches and push-triggered deploys, not only on the
nightly schedule.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 .github/workflows/deploy-website.yml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/deploy-website.yml b/.github/workflows/deploy-website.yml
index 661146849..8b7b0c7b7 100644
--- a/.github/workflows/deploy-website.yml
+++ b/.github/workflows/deploy-website.yml
@@ -39,7 +39,6 @@ jobs:
           restore-keys: github-stars-
 
       - name: Fetch GitHub stars
-        if: github.event_name == 'schedule'
         id: fetch-stars
         continue-on-error: true
         env:

From c1a4e693095b104d85ce1af728c2f76e08497713 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 23:15:34 +0800
Subject: [PATCH 35/96] fix: replace non-GitHub URLs with GitHub repo URLs in
 README

Projects on awesome-python.com are ranked by GitHub stars; linking
directly to GitHub enables star fetching and improves discoverability.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 150 +++++++++++++++++++++++++++---------------------------
 1 file changed, 75 insertions(+), 75 deletions(-)

diff --git a/README.md b/README.md
index d31fdfee4..8877820d5 100644
--- a/README.md
+++ b/README.md
@@ -152,7 +152,7 @@ _Libraries for manipulating audio and its metadata._
   - [kapre](https://github.com/keunwoochoi/kapre) - Keras Audio Preprocessors.
   - [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
   - [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
-  - [mingus](http://bspaans.github.io/python-mingus/) - An advanced music theory and notation package with MIDI file and playback support.
+  - [mingus](https://github.com/bspaans/python-mingus) - An advanced music theory and notation package with MIDI file and playback support.
   - [pyaudioanalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
   - [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
   - [timeside](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
@@ -291,7 +291,7 @@ _Libraries for Computer Vision._
 
 - [easyocr](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
 - [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
-- [opencv](https://opencv.org/) - Open Source Computer Vision Library.
+- [opencv](https://github.com/opencv/opencv-python) - Open Source Computer Vision Library.
 - [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
 - [tesserocr](https://github.com/sirfz/tesserocr) - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR.
 
@@ -320,7 +320,7 @@ _Libraries for data analysis._
 - [desbordante](https://github.com/desbordante/desbordante-core/) - An open source data profiler for complex pattern discovery.
 - [docling](https://github.com/docling-project/docling) - Library for converting documents into structured data.
 - [optimus](https://github.com/hi-primus/optimus) - Agile Data Science Workflows made easy with PySpark.
-- [pandas](https://pandas.pydata.org/) - A library providing high-performance, easy-to-use data structures and data analysis tools.
+- [pandas](https://github.com/pandas-dev/pandas) - A library providing high-performance, easy-to-use data structures and data analysis tools.
 - [pathway](https://github.com/pathwaycom/pathway) - Real-time data processing framework for Python with reactive dataflows.
 - [polars](https://github.com/pola-rs/polars) - A fast DataFrame library implemented in Rust with a Python API.
 
@@ -359,7 +359,7 @@ _Libraries for visualizing data. Also see [awesome-javascript](https://github.co
 
 _Databases implemented in Python._
 
-- [DuckDB](https://duckdb.org/) - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads.
+- [DuckDB](https://github.com/duckdb/duckdb) - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads.
 - [pickleDB](https://github.com/patx/pickledb) - A simple and lightweight key-value store for Python.
 - [tinydb](https://github.com/msiemens/tinydb) - A tiny, document-oriented database.
 - [zodb](https://github.com/zopefoundation/ZODB) - A native object database for Python. A key-value and object graph database.
@@ -368,7 +368,7 @@ _Databases implemented in Python._
 
 _Libraries for connecting and operating databases._
 
-- MySQL - [awesome-mysql](http://shlomi-noach.github.io/awesome-mysql/)
+- MySQL - [awesome-mysql](https://github.com/shlomi-noach/awesome-mysql)
   - [mysqlclient](https://github.com/PyMySQL/mysqlclient) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
   - [pymysql](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
 - PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres)
@@ -394,7 +394,7 @@ _Libraries for working with dates and times._
 - [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
 - [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
 - [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
-- [pytz](https://pypi.org/project/pytz/) - World timezone definitions, modern and historical. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
+- [pytz](https://github.com/stub42/pytz) - World timezone definitions, modern and historical. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
 
 ## Debugging Tools
 
@@ -565,20 +565,20 @@ _Libraries for working with graphical user interface applications._
 - [CustomTkinter](https://github.com/tomschimansky/customtkinter) - A modern and customizable python UI-library based on Tkinter.
 - [DearPyGui](https://github.com/RaylockLLC/DearPyGui/) - A Simple GPU accelerated Python GUI framework
 - [enaml](https://github.com/nucleic/enaml) - Creating beautiful user-interfaces with Declarative Syntax like QML.
-- [Flet](https://flet.dev) - Cross-platform GUI framework for building modern apps in pure Python.
+- [Flet](https://github.com/flet-dev/flet) - Cross-platform GUI framework for building modern apps in pure Python.
 - [Flexx](https://github.com/zoofIO/flexx) - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
 - [Gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line.
-- [kivy](https://kivy.org/) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
+- [kivy](https://github.com/kivy/kivy) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
 - [NiceGUI](https://github.com/zauberzeug/nicegui) - An easy-to-use, Python-based UI framework, which shows up in your web browser.
 - [pyglet](https://github.com/pyglet/pyglet) - A cross-platform windowing and multimedia library for Python.
-- [PyGObject](https://pygobject.readthedocs.io/) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
-- [PySide](https://doc.qt.io/qtforpython/) - Qt for Python offers the official Python bindings for [Qt](https://www.qt.io/), this is same as PyQt but it's the official binding with different licensing.
+- [PyGObject](https://github.com/GNOME/pygobject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
+- [PySide](https://github.com/pyside/pyside-setup) - Qt for Python offers the official Python bindings for [Qt](https://www.qt.io/), this is same as PyQt but it's the official binding with different licensing.
 - [PyQt](https://www.riverbankcomputing.com/static/Docs/PyQt6/) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.
 - [pywebview](https://github.com/r0x0r/pywebview/) - A lightweight cross-platform native wrapper around a webview component.
 - [Tkinter](https://wiki.python.org/moin/TkInter) - Tkinter is Python's de-facto standard GUI package.
 - [Toga](https://github.com/pybee/toga) - A Python native, OS native GUI toolkit.
-- [urwid](https://urwid.org/) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
-- [wxPython](https://wxpython.org/) - A blending of the wxWidgets C++ class library with the Python.
+- [urwid](https://github.com/urwid/urwid) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
+- [wxPython](https://github.com/wxWidgets/Phoenix) - A blending of the wxWidgets C++ class library with the Python.
 
 ## GraphQL
 
@@ -591,15 +591,15 @@ _Libraries for working with GraphQL._
 
 _Awesome game development libraries._
 
-- [Arcade](https://api.arcade.academy/en/latest/) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
-- [Cocos2d](https://www.cocos.com/en/cocos2d-x) - A framework for building 2D games, demos, and other graphical/interactive applications.
-- [Harfang3D](http://www.harfang3d.com) - Python framework for 3D, VR and game development.
-- [Panda3D](https://www.panda3d.org/) - 3D game engine developed by Disney.
-- [Pygame](https://www.pygame.org/news.html) - Pygame is a set of Python modules designed for writing games.
+- [Arcade](https://github.com/pythonarcade/arcade) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
+- [Cocos2d](https://github.com/los-cocos/cocos) - A framework for building 2D games, demos, and other graphical/interactive applications.
+- [Harfang3D](https://github.com/harfang3d/harfang3d) - Python framework for 3D, VR and game development.
+- [Panda3D](https://github.com/panda3d/panda3d) - 3D game engine developed by Disney.
+- [Pygame](https://github.com/pygame/pygame) - Pygame is a set of Python modules designed for writing games.
 - [PyOgre](http://www.ogre3d.org/tikiwiki/PyOgre) - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
-- [PyOpenGL](http://pyopengl.sourceforge.net/) - Python ctypes bindings for OpenGL and it's related APIs.
-- [PySDL2](https://pysdl2.readthedocs.io) - A ctypes based wrapper for the SDL2 library.
-- [RenPy](https://www.renpy.org/) - A Visual Novel engine.
+- [PyOpenGL](https://github.com/mcfletch/pyopengl) - Python ctypes bindings for OpenGL and it's related APIs.
+- [PySDL2](https://github.com/py-sdl/py-sdl2) - A ctypes based wrapper for the SDL2 library.
+- [RenPy](https://github.com/renpy/renpy) - A Visual Novel engine.
 
 ## Geolocation
 
@@ -616,15 +616,15 @@ _Libraries for geocoding addresses and working with latitudes and longitudes._
 _Libraries for working with HTML and XML._
 
 - [beautifulsoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
-- [cssutils](https://pypi.org/project/cssutils/) - A CSS library for Python.
+- [cssutils](https://github.com/jaraco/cssutils) - A CSS library for Python.
 - [html5lib](https://github.com/html5lib/html5lib-python) - A standards-compliant library for parsing and serializing HTML documents and fragments.
 - [JustHTML](https://github.com/EmilStenstrom/justhtml/) - A pure Python HTML5 parser that just works.
-- [lxml](https://lxml.de/) - A very fast, easy-to-use and versatile library for handling HTML and XML.
+- [lxml](https://github.com/lxml/lxml) - A very fast, easy-to-use and versatile library for handling HTML and XML.
 - [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
 - [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML.
 - [untangle](https://github.com/stchris/untangle) - Converts XML documents to Python objects for easy access.
-- [WeasyPrint](https://weasyprint.org) - A visual rendering engine for HTML and CSS that can export to PDF.
-- [xmldataset](https://xmldataset.readthedocs.io/en/latest/) - Simple XML Parsing.
+- [WeasyPrint](https://github.com/Kozea/WeasyPrint) - A visual rendering engine for HTML and CSS that can export to PDF.
+- [xmldataset](https://github.com/spurin/xmldataset) - Simple XML Parsing.
 - [xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON.
 
 ## HTTP Clients
@@ -655,7 +655,7 @@ _Libraries for manipulating images._
 - [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
 - [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
 - [quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
-- [scikit-image](https://scikit-image.org/) - A Python library for (scientific) image processing.
+- [scikit-image](https://github.com/scikit-image/scikit-image) - A Python library for (scientific) image processing.
 - [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
 - [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
 
@@ -670,7 +670,7 @@ _Implementations of Python._
 - [micropython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation.
 - [numba](https://github.com/numba/numba) - Python JIT compiler to LLVM aimed at scientific Python.
 - [peachpy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
-- [pypy](https://foss.heptapod.net/pypy/pypy) - A very fast and compliant implementation of the Python language.
+- [pypy](https://github.com/pypy/pypy) - A very fast and compliant implementation of the Python language.
 - [pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques.
 
 ## Interactive Interpreter
@@ -678,7 +678,7 @@ _Implementations of Python._
 _Interactive Python interpreters (REPL)._
 
 - [bpython](https://github.com/bpython/bpython) - A fancy interface to the Python interpreter.
-- [Jupyter Notebook (IPython)](https://jupyter.org) - A rich toolkit to help you make the most out of using Python interactively.
+- [Jupyter Notebook (IPython)](https://github.com/jupyter/notebook) - A rich toolkit to help you make the most out of using Python interactively.
   - [awesome-jupyter](https://github.com/markusschanta/awesome-jupyter)
 - [marimo](https://github.com/marimo-team/marimo) - Transform data and train models, feels like a next-gen notebook, stored as Git-friendly Python.
 - [ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
@@ -687,17 +687,17 @@ _Interactive Python interpreters (REPL)._
 
 _Libraries for working with i18n._
 
-- [Babel](https://babel.pocoo.org/en/latest/) - An internationalization library for Python.
+- [Babel](https://github.com/python-babel/babel) - An internationalization library for Python.
 
 ## Job Scheduler
 
 _Libraries for scheduling jobs._
 
-- [Airflow](https://airflow.apache.org/) - Airflow is a platform to programmatically author, schedule and monitor workflows.
-- [APScheduler](http://apscheduler.readthedocs.io/en/latest/) - A light but powerful in-process task scheduler that lets you schedule functions.
+- [Airflow](https://github.com/apache/airflow) - Airflow is a platform to programmatically author, schedule and monitor workflows.
+- [APScheduler](https://github.com/agronholm/apscheduler) - A light but powerful in-process task scheduler that lets you schedule functions.
 - [django-schedule](https://github.com/thauber/django-schedule) - A calendaring app for Django.
-- [doit](http://pydoit.org/) - A task runner and build tool.
-- [Joblib](https://joblib.readthedocs.io/) - A set of tools to provide lightweight pipelining in Python.
+- [doit](https://github.com/pydoit/doit) - A task runner and build tool.
+- [Joblib](https://github.com/joblib/joblib) - A set of tools to provide lightweight pipelining in Python.
 - [Plan](https://github.com/fengsp/plan) - Writing crontab file in Python like a charm.
 - [Prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
 - [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
@@ -708,11 +708,11 @@ _Libraries for scheduling jobs._
 
 _Libraries for generating and working with logs._
 
-- [logbook](http://logbook.readthedocs.io/en/stable/) - Logging replacement for Python.
+- [logbook](https://github.com/getlogbook/logbook) - Logging replacement for Python.
 - [logging](https://docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python.
 - [loguru](https://github.com/Delgan/loguru) - Library which aims to bring enjoyable logging in Python.
 - [sentry-python](https://github.com/getsentry/sentry-python) - Sentry SDK for Python.
-- [structlog](https://www.structlog.org/en/stable/) - Structured logging made easy.
+- [structlog](https://github.com/hynek/structlog) - Structured logging made easy.
 
 ## Machine Learning
 
@@ -733,7 +733,7 @@ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://git
 - [pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas.
 - [RAGFlow](https://github.com/infiniflow/ragflow) - An open-source RAG engine for document understanding and question answering with LLMs.
 - [rasa](https://github.com/RasaHQ/rasa) - An open-source machine learning framework for automated text and voice-based conversations.
-- [scikit-learn](http://scikit-learn.org/) - The most popular Python library for Machine Learning with extensive documentation and community support.
+- [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support.
 - [Spark ML](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library for distributed computing.
 - [Transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks.
 - [xgboost](https://github.com/dmlc/xgboost) - A scalable, portable, and distributed gradient boosting library.
@@ -744,7 +744,7 @@ _Python programming on Microsoft Windows._
 
 - [PythonNet](https://github.com/pythonnet/pythonnet) - Python Integration with the .NET Common Language Runtime (CLR).
 - [PyWin32](https://github.com/mhammond/pywin32) - Python Extensions for Windows.
-- [WinPython](https://winpython.github.io/) - Portable development environment for Windows 10/11.
+- [WinPython](https://github.com/winpython/winpython) - Portable development environment for Windows 10/11.
 
 ## Miscellaneous
 
@@ -754,7 +754,7 @@ _Useful libraries or tools that don't fit in the categories above._
 - [boltons](https://github.com/mahmoud/boltons) - A set of pure-Python utilities.
 - [itsdangerous](https://github.com/pallets/itsdangerous) - Various helpers to pass trusted data to untrusted environments.
 - [pluginbase](https://github.com/mitsuhiko/pluginbase) - A simple but flexible plugin system for Python.
-- [tryton](http://www.tryton.org/) - A general-purpose business framework.
+- [tryton](https://github.com/tryton/tryton) - A general-purpose business framework.
 
 ## Natural Language Processing
 
@@ -763,10 +763,10 @@ _Libraries for working with human languages._
 - General
   - [gensim](https://github.com/RaRe-Technologies/gensim) - Topic Modeling for Humans.
   - [langid.py](https://github.com/saffsd/langid.py) - Stand-alone language identification system.
-  - [nltk](https://www.nltk.org/) - A leading platform for building Python programs to work with human language data.
+  - [nltk](https://github.com/nltk/nltk) - A leading platform for building Python programs to work with human language data.
   - [pattern](https://github.com/clips/pattern) - A web mining module.
   - [polyglot](https://github.com/aboSamoor/polyglot) - Natural language pipeline supporting hundreds of languages.
-  - [spacy](https://spacy.io/) - A library for industrial-strength natural language processing in Python and Cython.
+  - [spacy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
   - [Stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
 - Chinese
   - [funNLP](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
@@ -788,13 +788,13 @@ _Libraries that implement Object-Relational Mapping or data mapping techniques._
 
 - Relational Databases
   - [Django Models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.
-  - [SQLAlchemy](https://www.sqlalchemy.org/) - The Python SQL Toolkit and Object Relational Mapper.
+  - [SQLAlchemy](https://github.com/sqlalchemy/sqlalchemy) - The Python SQL Toolkit and Object Relational Mapper.
     - [awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy)
   - [dataset](https://github.com/pudo/dataset) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
   - [peewee](https://github.com/coleifer/peewee) - A small, expressive ORM.
   - [pony](https://github.com/ponyorm/pony/) - ORM that provides a generator-oriented interface to SQL.
   - [pydal](https://github.com/web2py/pydal/) - A pure Python Database Abstraction Layer.
-  - [SQLModel](https://sqlmodel.tiangolo.com/) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.
+  - [SQLModel](https://github.com/fastapi/sqlmodel) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.
 - NoSQL Databases
   - [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
   - [ODMantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
@@ -804,7 +804,7 @@ _Libraries that implement Object-Relational Mapping or data mapping techniques._
 
 _Libraries for package and dependency management._
 
-- [pip](https://pip.pypa.io/en/stable/) - The package installer for Python.
+- [pip](https://github.com/pypa/pip) - The package installer for Python.
   - [pip-tools](https://github.com/jazzband/pip-tools) - A set of tools to keep your pinned Python dependencies fresh.
 - [conda](https://github.com/conda/conda/) - Cross-platform, Python-agnostic binary package manager.
 - [hatch](https://github.com/pypa/hatch) - Modern, extensible Python project management.
@@ -840,7 +840,7 @@ _Libraries that allow or deny users access to data or functionality._
 _Libraries for starting and communicating with OS processes._
 
 - [delegator.py](https://github.com/amitt001/delegator.py) - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0.
-- [sarge](https://sarge.readthedocs.io/en/latest/) - Yet another wrapper for subprocess.
+- [sarge](https://github.com/vsajip/sarge) - Yet another wrapper for subprocess.
 - [sh](https://github.com/amoffat/sh) - A full-fledged subprocess replacement for Python.
 
 ## Quantum Computing
@@ -850,7 +850,7 @@ _Libraries for quantum computing._
 - [Cirq](https://github.com/quantumlib/Cirq) — A Google-developed framework focused on hardware-aware quantum circuit design for NISQ devices.
 - [PennyLane](https://github.com/PennyLaneAI/pennylane) — A hybrid quantum-classical machine learning library with automatic differentiation support.
 - [Qiskit](https://github.com/Qiskit/qiskit) — An IBM-backed quantum SDK for building, simulating, and running circuits on real quantum hardware.
-- [QuTiP](http://qutip.org/) - Quantum Toolbox in Python.
+- [QuTiP](https://github.com/qutip/qutip) - Quantum Toolbox in Python.
 
 ## Recommender Systems
 
@@ -868,7 +868,7 @@ _Libraries for building recommender systems._
 
 _Refactoring tools and libraries for Python._
 
-- [Bowler](https://pybowler.io/) - Safe code refactoring for modern Python.
+- [Bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
 - [Rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
 
 ## RESTful API
@@ -908,24 +908,24 @@ _RPC-compatible servers._
 
 _Libraries for scientific computing. Also see [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists)._
 
-- [astropy](https://www.astropy.org/) - A community Python library for Astronomy.
+- [astropy](https://github.com/astropy/astropy) - A community Python library for Astronomy.
 - [bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - Providing best-practice pipelines for fully automated high throughput sequencing analysis.
 - [bcbb](https://github.com/chapmanb/bcbb) - Collection of useful code related to biological analysis.
-- [Biopython](http://biopython.org/wiki/Main_Page) - Biopython is a set of freely available tools for biological computation.
-- [cclib](http://cclib.github.io/) - A library for parsing and interpreting the results of computational chemistry packages.
-- [Colour](http://colour-science.org/) - Implementing a comprehensive number of colour theory transformations and algorithms.
+- [Biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation.
+- [cclib](https://github.com/cclib/cclib) - A library for parsing and interpreting the results of computational chemistry packages.
+- [Colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms.
 - [Karate Club](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data.
 - [manim](https://github.com/ManimCommunity/manim) - An animation engine for explanatory math videos.
-- [NetworkX](https://networkx.github.io/) - A high-productivity software for complex networks.
-- [NIPY](http://nipy.org) - A collection of neuroimaging toolkits.
-- [NumPy](http://www.numpy.org/) - A fundamental package for scientific computing with Python.
-- [ObsPy](https://github.com/obspy/obspy/wiki/) - A Python toolbox for seismology.
-- [Open Babel](https://open-babel.readthedocs.io/) - A chemical toolbox designed to speak the many languages of chemical data.
+- [NetworkX](https://github.com/networkx/networkx) - A high-productivity software for complex networks.
+- [NIPY](https://github.com/nipy/nipy) - A collection of neuroimaging toolkits.
+- [NumPy](https://github.com/numpy/numpy) - A fundamental package for scientific computing with Python.
+- [ObsPy](https://github.com/obspy/obspy) - A Python toolbox for seismology.
+- [Open Babel](https://github.com/openbabel/openbabel) - A chemical toolbox designed to speak the many languages of chemical data.
 - [PathSim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
-- [PyDy](http://www.pydy.org/) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
+- [PyDy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
 - [PyMC](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
-- [RDKit](http://www.rdkit.org/) - Cheminformatics and Machine Learning Software.
-- [SciPy](https://www.scipy.org/) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
+- [RDKit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software.
+- [SciPy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
 - [shapely](https://github.com/shapely/shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.
 - [SimPy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
 - [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
@@ -937,9 +937,9 @@ _Libraries and software for indexing and performing search queries on data._
 
 - [django-haystack](https://github.com/django-haystack/django-haystack) - Modular search for Django.
 - [elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch.
-- [elasticsearch-py](https://www.elastic.co/guide/en/elasticsearch/client/python-api/current/index.html) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
+- [elasticsearch-py](https://github.com/elastic/elasticsearch-py) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
 - [pysolr](https://github.com/django-haystack/pysolr) - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/).
-- [whoosh](http://whoosh.readthedocs.io/en/latest/) - A fast, pure Python search engine library.
+- [whoosh](https://github.com/mchaput/whoosh) - A fast, pure Python search engine library.
 
 ## Serialization
 
@@ -991,7 +991,7 @@ _Libraries for parsing and manipulating specific text formats._
   - [Mistune](https://github.com/lepture/mistune) - Fastest and full featured pure Python parsers of Markdown.
   - [Python-Markdown](https://github.com/waylan/Python-Markdown) - A Python implementation of John Gruber’s Markdown.
 - YAML
-  - [PyYAML](http://pyyaml.org/) - YAML implementations for Python.
+  - [PyYAML](https://github.com/yaml/pyyaml) - YAML implementations for Python.
 - CSV
   - [csvkit](https://github.com/wireservice/csvkit) - Utilities for converting to and working with CSV.
 - Archive
@@ -1011,7 +1011,7 @@ _Static site generator is a software that takes some text + templates as input a
 
 _Libraries for working with task queues._
 
-- [celery](https://docs.celeryproject.org/en/stable/) - An asynchronous task queue/job queue based on distributed message passing.
+- [celery](https://github.com/celery/celery) - An asynchronous task queue/job queue based on distributed message passing.
 - [dramatiq](https://github.com/Bogdanp/dramatiq) - A fast and reliable background task processing library for Python 3.
 - [huey](https://github.com/coleifer/huey) - Little multi-threaded task queue.
 - [mrq](https://github.com/pricingassistant/mrq) - A distributed worker task queue in Python using Redis & gevent.
@@ -1021,9 +1021,9 @@ _Libraries for working with task queues._
 
 _Libraries and tools for templating and lexing._
 
-- [Genshi](https://genshi.edgewall.org/) - Python templating toolkit for generation of web-aware output.
+- [Genshi](https://github.com/edgewall/genshi) - Python templating toolkit for generation of web-aware output.
 - [Jinja2](https://github.com/pallets/jinja) - A modern and designer friendly templating language.
-- [Mako](http://www.makotemplates.org/) - Hyperfast and lightweight templating for the Python platform.
+- [Mako](https://github.com/sqlalchemy/mako) - Hyperfast and lightweight templating for the Python platform.
 
 ## Testing
 
@@ -1032,19 +1032,19 @@ _Libraries for testing codebases and generating test data._
 - Testing Frameworks
   - [hypothesis](https://github.com/HypothesisWorks/hypothesis) - Hypothesis is an advanced Quickcheck style property based testing library.
   - [nose2](https://github.com/nose-devs/nose2) - The successor to `nose`, based on `unittest2`.
-  - [pytest](https://docs.pytest.org/en/latest/) - A mature full-featured Python testing tool.
+  - [pytest](https://github.com/pytest-dev/pytest) - A mature full-featured Python testing tool.
   - [Robot Framework](https://github.com/robotframework/robotframework) - A generic test automation framework.
-  - [ScanAPI](https://pypi.org/project/scanapi/) - Automated Testing and Documentation for your REST API.
+  - [ScanAPI](https://github.com/scanapi/scanapi) - Automated Testing and Documentation for your REST API.
   - [unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework.
 - Test Runners
   - [green](https://github.com/CleanCut/green) - A clean, colorful test runner.
-  - [mamba](http://nestorsalceda.github.io/mamba/) - The definitive testing tool for Python. Born under the banner of BDD.
-  - [tox](https://tox.readthedocs.io/en/latest/) - Auto builds and tests distributions in multiple Python versions
+  - [mamba](https://github.com/nestorsalceda/mamba) - The definitive testing tool for Python. Born under the banner of BDD.
+  - [tox](https://github.com/tox-dev/tox) - Auto builds and tests distributions in multiple Python versions
 - GUI / Web Testing
   - [locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python.
   - [PyAutoGUI](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
   - [Schemathesis](https://github.com/kiwicom/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
-  - [Selenium](https://pypi.org/project/selenium/) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/).
+  - [Selenium](https://github.com/SeleniumHQ/selenium) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/).
   - [splinter](https://github.com/cobrateam/splinter) - Open source tool for testing web applications.
 - Mock
   - [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
@@ -1060,7 +1060,7 @@ _Libraries for testing codebases and generating test data._
   - [mixer](https://github.com/klen/mixer) - Another fixtures replacement. Supports Django, Flask, SQLAlchemy, Peewee and etc.
   - [polyfactory](https://github.com/litestar-org/polyfactory) - mock data generation library with support to classes (continuation of `pydantic-factories`)
 - Code Coverage
-  - [coverage](https://pypi.org/project/coverage/) - Code coverage measurement.
+  - [coverage](https://github.com/coveragepy/coveragepy) - Code coverage measurement.
 - Fake Data
   - [faker](https://github.com/joke2k/faker) - A Python package that generates fake data.
   - [mimesis](https://github.com/lk-geimfari/mimesis) - is a Python library that help you generate fake data.
@@ -1078,7 +1078,7 @@ _Libraries for parsing and manipulating plain texts._
   - [pyfiglet](https://github.com/pwaller/pyfiglet) - An implementation of figlet written in Python.
   - [pypinyin](https://github.com/mozillazg/python-pinyin) - Convert Chinese hanzi (漢字) to pinyin (拼音).
   - [textdistance](https://github.com/orsinium/textdistance) - Compute distance between sequences with 30+ algorithms.
-  - [unidecode](https://pypi.org/project/Unidecode/) - ASCII transliterations of Unicode text.
+  - [unidecode](https://github.com/avian2/unidecode) - ASCII transliterations of Unicode text.
 - Slugify
   - [awesome-slugify](https://github.com/dimka665/awesome-slugify) - A Python slugify library that can preserve unicode.
   - [python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII.
@@ -1087,7 +1087,7 @@ _Libraries for parsing and manipulating plain texts._
   - [hashids](https://github.com/davidaurelio/hashids-python) - Implementation of [hashids](http://hashids.org) in Python.
   - [shortuuid](https://github.com/skorokithakis/shortuuid) - A generator library for concise, unambiguous and URL-safe UUIDs.
 - Parser
-  - [pygments](http://pygments.org/) - A generic syntax highlighter.
+  - [pygments](https://github.com/pygments/pygments) - A generic syntax highlighter.
   - [pyparsing](https://github.com/pyparsing/pyparsing) - A general purpose framework for generating parsers.
   - [python-nameparser](https://github.com/derek73/python-nameparser) - Parsing human names into their individual components.
   - [python-phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - Parsing, formatting, storing and validating international phone numbers.
@@ -1106,7 +1106,7 @@ _Libraries for parsing URLs._
 
 _Libraries for manipulating video and GIFs._
 
-- [moviepy](https://zulko.github.io/moviepy/) - A module for script-based movie editing with many formats, including animated GIFs.
+- [moviepy](https://github.com/Zulko/moviepy) - A module for script-based movie editing with many formats, including animated GIFs.
 - [scikit-video](https://github.com/aizvorski/scikit-video) - Video processing routines for SciPy.
 - [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
 
@@ -1117,7 +1117,7 @@ _Tools for managing, compressing and minifying website assets._
 - [django-compressor](https://github.com/django-compressor/django-compressor) - Compresses linked and inline JavaScript or CSS into a single cached file.
 - [django-pipeline](https://github.com/jazzband/django-pipeline) - An asset packaging library for Django.
 - [django-storages](https://github.com/jschneier/django-storages) - A collection of custom storage back ends for Django.
-- [fanstatic](http://www.fanstatic.org/en/latest/) - Packages, optimizes, and serves static file dependencies as Python packages.
+- [fanstatic](https://github.com/zopefoundation/fanstatic) - Packages, optimizes, and serves static file dependencies as Python packages.
 - [flask-assets](https://github.com/miracle2k/flask-assets) - Helps you integrate webassets into your Flask app.
 - [webassets](https://github.com/miracle2k/webassets) - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
 
@@ -1155,7 +1155,7 @@ _Traditional full stack web frameworks. Also see [RESTful API](https://github.co
     - [awesome-django](https://github.com/shahraizali/awesome-django)
   - [flask](https://github.com/pallets/flask) - A microframework for Python.
     - [awesome-flask](https://github.com/humiaozuzu/awesome-flask)
-  - [pyramid](https://pylonsproject.org/) - A small, fast, down-to-earth, open source Python web framework.
+  - [pyramid](https://github.com/Pylons/pyramid) - A small, fast, down-to-earth, open source Python web framework.
     - [awesome-pyramid](https://github.com/uralbash/awesome-pyramid)
   - [fastHTML](https://github.com/AnswerDotAI/fasthtml) - The fastest way to create an HTML app.
     - [awesome-fasthtml](https://github.com/amosgyamfi/awesome-fasthtml)
@@ -1179,7 +1179,7 @@ _Libraries for working with WebSocket._
 _WSGI-compatible web servers._
 
 - [gunicorn](https://github.com/benoitc/gunicorn) - Pre-forked, ported from Ruby's Unicorn project.
-- [uwsgi](https://uwsgi-docs.readthedocs.io/en/latest/) - A project aims at developing a full stack for building hosting services, written in C.
+- [uwsgi](https://github.com/unbit/uwsgi) - A project aims at developing a full stack for building hosting services, written in C.
 - [waitress](https://github.com/Pylons/waitress) - Multi-threaded, powers Pyramid.
 - [werkzeug](https://github.com/pallets/werkzeug) - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
 

From f7a5ed8050bb93c56aeb8d654569e7c5be6eaf90 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 23:15:39 +0800
Subject: [PATCH 36/96] docs: move Automatic Rejection section to end; note
 GitHub URL preference

Positive criteria (Quality Requirements, Acceptance Criteria, Entry
Format) now appear before the rejection list, reducing friction for
contributors reading top-to-bottom. Adds a note that GitHub URLs are
preferred because awesome-python.com ranks entries by GitHub stars.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 CONTRIBUTING.md | 28 +++++++++++++++-------------
 1 file changed, 15 insertions(+), 13 deletions(-)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index d5dd034b4..422355dcf 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,18 +1,5 @@
 # Contributing
 
-## Automatic Rejection
-
-PRs will be **closed** if:
-
-- Adding multiple projects in one PR
-- Duplicate of existing entry or recently-closed PR
-- Empty or placeholder PR descriptions
-- Placed under an inappropriate category
-- Project is archived or abandoned (no commits in 12+ months)
-- No documentation or unclear use case
-- Less than 100 GitHub stars without Hidden Gem justification
-- Repository less than 3 months old
-
 ## Quality Requirements
 
 All submissions must satisfy **ALL** of these:
@@ -52,6 +39,8 @@ Your submission must meet **ONE** of the following criteria:
 
 ## Entry Format Reference
 
+**Use GitHub repository URLs** whenever possible. Projects linked to a GitHub repo are ranked higher on [awesome-python.com](https://awesome-python.com/).
+
 ### Standard Entry
 
 ```markdown
@@ -101,3 +90,16 @@ PRs are reviewed by automated tools and maintainers:
 5. **Quality Check**: Meets acceptance criteria
 
 Search previous Pull Requests and Issues before submitting, as yours may be a duplicate.
+
+## Automatic Rejection
+
+PRs will be **closed** if:
+
+- Adding multiple projects in one PR
+- Duplicate of existing entry or recently-closed PR
+- Empty or placeholder PR descriptions
+- Placed under an inappropriate category
+- Project is archived or abandoned (no commits in 12+ months)
+- No documentation or unclear use case
+- Less than 100 GitHub stars without Hidden Gem justification
+- Repository less than 3 months old

From 7b8002426d7b57e556d1ad170b3410e3dc0686db Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 23:30:47 +0800
Subject: [PATCH 37/96] feat(website): add co-maintainer credit and bump
 hero-sub font size

- Replace 'Curated by @vinta since 2014' with 'Maintained by @vinta
  and @JinyangWang27' to reflect the new co-maintainer
- Increase .hero-sub font size from --text-sm to --text-base for
  better readability

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/static/style.css     |  2 +-
 website/templates/index.html | 34 +++++++++++++++++++++++++---------
 2 files changed, 26 insertions(+), 10 deletions(-)

diff --git a/website/static/style.css b/website/static/style.css
index 1925b00b5..1a01501ed 100644
--- a/website/static/style.css
+++ b/website/static/style.css
@@ -108,7 +108,7 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
 }
 
 .hero-sub {
-  font-size: var(--text-sm);
+  font-size: var(--text-base);
   color: var(--text-secondary);
   line-height: 1.6;
   margin-bottom: 0.5rem;
diff --git a/website/templates/index.html b/website/templates/index.html
index 9d3334f2e..4a91ecb05 100644
--- a/website/templates/index.html
+++ b/website/templates/index.html
@@ -1,15 +1,20 @@
-{% extends "base.html" %}
-{% block content %}
+{% extends "base.html" %} {% block content %}
 <header class="hero">
   <div class="hero-main">
     <div>
       <h1>Awesome Python</h1>
       <p class="hero-sub">
-        {{ subtitle }}<br />Curated by
+        {{ subtitle }}<br />Maintained by
         <a href="https://github.com/vinta" target="_blank" rel="noopener"
           >@vinta</a
         >
-        since 2014.
+        and
+        <a
+          href="https://github.com/JinyangWang27"
+          target="_blank"
+          rel="noopener"
+          >@JinyangWang27</a
+        >.
       </p>
       <a
         href="https://github.com/vinta/awesome-python"
@@ -95,9 +100,21 @@ <h2 class="sr-only">Results</h2>
           {% if entry.stars is not none %}{{ "{:,}".format(entry.stars) }}{%
           else %}&mdash;{% endif %}
         </td>
-        <td class="col-commit"
-          {% if entry.last_commit_at %}data-commit="{{ entry.last_commit_at }}"{% endif %}
-        >{% if entry.last_commit_at %}<time datetime="{{ entry.last_commit_at }}">{{ entry.last_commit_at[:10] }}</time>{% else %}&mdash;{% endif %}</td>
+        <td
+          class="col-commit"
+          {%
+          if
+          entry.last_commit_at
+          %}data-commit="{{ entry.last_commit_at }}"
+          {%
+          endif
+          %}
+        >
+          {% if entry.last_commit_at %}<time
+            datetime="{{ entry.last_commit_at }}"
+            >{{ entry.last_commit_at[:10] }}</time
+          >{% else %}&mdash;{% endif %}
+        </td>
         <td class="col-cat">
           <button class="tag" data-type="cat" data-value="{{ entry.category }}">
             {{ entry.category }}
@@ -111,8 +128,7 @@ <h2 class="sr-only">Results</h2>
           <div class="expand-content">
             {% if entry.description %}
             <div class="expand-desc">{{ entry.description | safe }}</div>
-            {% endif %}
-            {% if entry.also_see %}
+            {% endif %} {% if entry.also_see %}
             <div class="expand-also-see">
               Also see: {% for see in entry.also_see %}<a
                 href="{{ see.url }}"

From 0cd4ccaec22fb4c2409e0af858725a4dff1e6460 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 23:41:32 +0800
Subject: [PATCH 38/96] chore(dates-times): replace pytz with zoneinfo

Remove the third-party pytz in favour of the stdlib zoneinfo module
(Python 3.9+), which ships the IANA tz database directly.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 8877820d5..133b11555 100644
--- a/README.md
+++ b/README.md
@@ -391,10 +391,10 @@ _Libraries for connecting and operating databases._
 
 _Libraries for working with dates and times._
 
+- [zoneinfo](https://docs.python.org/3/library/zoneinfo.html) - (Python standard library) IANA time zone support. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
 - [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
 - [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
 - [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
-- [pytz](https://github.com/stub42/pytz) - World timezone definitions, modern and historical. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
 
 ## Debugging Tools
 

From 5f44045f64df7d55f7f6ab52ef4685849b513f43 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 23:41:45 +0800
Subject: [PATCH 39/96] chore(files): move markitdown to Text Processing >
 Markdown

markitdown converts documents to Markdown, so it belongs under the
Markdown subcategory of Text Processing rather than the generic Files
section.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/README.md b/README.md
index 133b11555..774d04b40 100644
--- a/README.md
+++ b/README.md
@@ -537,7 +537,6 @@ _Libraries for Python version and virtual environment management._
 
 _Libraries for file manipulation._
 
-- [markitdown](https://github.com/microsoft/markitdown) - Python tool for converting files and office documents to Markdown.
 - [mimetypes](https://docs.python.org/3/library/mimetypes.html) - (Python standard library) Map filenames to MIME types.
 - [path.py](https://github.com/jaraco/path.py) - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html).
 - [pathlib](https://docs.python.org/3/library/pathlib.html) - (Python standard library) A cross-platform, object-oriented path library.

From 02dab03848afd5e20e66c7308e3c084f80a9a20d Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 23:41:54 +0800
Subject: [PATCH 40/96] chore(text-processing): restructure Markdown subsection
 and add TOML

- Replace Jimmy, Mistune, Python-Markdown with markdown-it-py, markdown,
  markitdown, and mistune (lowercased names, added CommonMark parser)
- Add new TOML subsection with stdlib tomllib entry

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 774d04b40..f2f535e79 100644
--- a/README.md
+++ b/README.md
@@ -986,11 +986,14 @@ _Libraries for parsing and manipulating specific text formats._
   - [PyPDF2](https://github.com/mstamy2/PyPDF2) - A library capable of splitting, merging and transforming PDF pages.
   - [ReportLab](https://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
 - Markdown
-  - [Jimmy](https://github.com/marph91/jimmy) - Convert your notes to Markdown.
-  - [Mistune](https://github.com/lepture/mistune) - Fastest and full featured pure Python parsers of Markdown.
-  - [Python-Markdown](https://github.com/waylan/Python-Markdown) - A Python implementation of John Gruber’s Markdown.
+  - [markdown-it-py](https://github.com/executablebooks/markdown-it-py) - Markdown parser with 100% CommonMark support, extensions, and syntax plugins.
+  - [markdown](https://github.com/waylan/Python-Markdown) - A Python implementation of John Gruber’s Markdown.
+  - [markitdown](https://github.com/microsoft/markitdown) - Python tool for converting files and office documents to Markdown.
+  - [mistune](https://github.com/lepture/mistune) - Fastest and full featured pure Python parsers of Markdown.
 - YAML
   - [PyYAML](https://github.com/yaml/pyyaml) - YAML implementations for Python.
+- TOML
+  - [tomllib](https://docs.python.org/3/library/tomllib.html) - (Python standard library) Parse TOML files.
 - CSV
   - [csvkit](https://github.com/wireservice/csvkit) - Utilities for converting to and working with CSV.
 - Archive

From d48c1b8904cb5557fe082a9f7d86e98546e02cb3 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 23:49:47 +0800
Subject: [PATCH 41/96] docs: move streamlit to Data Visualization from Admin
 Panels

streamlit is primarily a data visualization and dashboard framework,
so it better fits the Data Visualization category.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index f2f535e79..43737a720 100644
--- a/README.md
+++ b/README.md
@@ -101,7 +101,6 @@ _Libraries for administrative interfaces._
 - [flower](https://github.com/mher/flower) - Real-time monitor and web admin for Celery.
 - [func-to-web](https://github.com/offerrall/FuncToWeb) - Instantly create web UIs from Python functions using type hints. Zero frontend code required.
 - [jet-bridge](https://github.com/jet-admin/jet-bridge) - Admin panel framework for any application with nice UI (ex Jet Django).
-- [streamlit](https://github.com/streamlit/streamlit) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
 - [wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts.
 
 ## Algorithms and Design Patterns
@@ -348,6 +347,7 @@ _Libraries for visualizing data. Also see [awesome-javascript](https://github.co
 - [matplotlib](https://github.com/matplotlib/matplotlib) - A Python 2D plotting library.
 - [plotly](https://github.com/plotly/plotly.py) - Interactive graphing library for Python.
 - [plotnine](https://github.com/has2k1/plotnine) - A grammar of graphics for Python based on ggplot2.
+- [streamlit](https://github.com/streamlit/streamlit) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
 - [pygal](https://github.com/Kozea/pygal) - A Python SVG Charts Creator.
 - [pygraphviz](https://github.com/pygraphviz/pygraphviz/) - Python interface to [Graphviz](http://www.graphviz.org/).
 - [pyqtgraph](https://github.com/pyqtgraph/pyqtgraph) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.

From 057081ff9161d2a8f25499b7e11e8c3654b6b614 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 23:49:59 +0800
Subject: [PATCH 42/96] docs: move Beanie to ORM > NoSQL Databases from
 Database Drivers

Beanie is an ODM (Object-Document Mapper), not a raw database driver,
so it fits better under ORM > NoSQL Databases alongside mongoengine and ODMantic.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 43737a720..baec7223c 100644
--- a/README.md
+++ b/README.md
@@ -385,7 +385,6 @@ _Libraries for connecting and operating databases._
   - [kafka-python](https://github.com/dpkp/kafka-python) - The Python client for Apache Kafka.
   - [pymongo](https://github.com/mongodb/mongo-python-driver) - The official Python client for MongoDB.
   - [redis-py](https://github.com/redis/redis-py) - The Python client for Redis.
-  - [Beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
 
 ## Date and Time
 
@@ -795,6 +794,7 @@ _Libraries that implement Object-Relational Mapping or data mapping techniques._
   - [pydal](https://github.com/web2py/pydal/) - A pure Python Database Abstraction Layer.
   - [SQLModel](https://github.com/fastapi/sqlmodel) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.
 - NoSQL Databases
+  - [Beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
   - [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
   - [ODMantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
   - [PynamoDB](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).

From a7c5d84ce900845db116a50e291f5787177b7c52 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 23:50:13 +0800
Subject: [PATCH 43/96] docs: split Downloader into General and Financial Data
 subcategories

The financial data tools (akshare, edgartools, OpenBB, yfinance) are a
distinct cluster from general-purpose downloaders (s3cmd, youtube-dl),
so grouping them into subcategories improves discoverability.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 14 ++++++++------
 1 file changed, 8 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index baec7223c..7d93826bc 100644
--- a/README.md
+++ b/README.md
@@ -488,12 +488,14 @@ _Libraries for generating project documentation._
 
 _Libraries for downloading._
 
-- [akshare](https://github.com/jindaxiang/akshare) - A financial data interface library, built for human beings!
-- [edgartools](https://github.com/dgunning/edgartools) - Library for downloading structured data from SEC EDGAR filings and XBRL financial statements.
-- [OpenBB](https://github.com/OpenBB-finance/OpenBB) - A financial data platform for analysts, quants and AI agents.
-- [s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront.
-- [yfinance](https://github.com/ranaroussi/yfinance) - Easy Pythonic way to download market and financial data from Yahoo Finance.
-- [youtube-dl](https://github.com/ytdl-org/youtube-dl/) - A command-line program to download videos from YouTube and other video sites.
+- General
+  - [s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront.
+  - [youtube-dl](https://github.com/ytdl-org/youtube-dl/) - A command-line program to download videos from YouTube and other video sites.
+- Financial Data
+  - [akshare](https://github.com/jindaxiang/akshare) - A financial data interface library, built for human beings!
+  - [edgartools](https://github.com/dgunning/edgartools) - Library for downloading structured data from SEC EDGAR filings and XBRL financial statements.
+  - [OpenBB](https://github.com/OpenBB-finance/OpenBB) - A financial data platform for analysts, quants and AI agents.
+  - [yfinance](https://github.com/ranaroussi/yfinance) - Easy Pythonic way to download market and financial data from Yahoo Finance.
 
 ## Editor Plugins and IDEs
 

From 79c0be0a5c26b2705c5205935190838371573c59 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Wed, 18 Mar 2026 23:50:25 +0800
Subject: [PATCH 44/96] docs: move docling and textract to Text Processing

docling (document-to-structured-data conversion) and textract (text
extraction from Office/PDF files) are document parsing tools, not
data analysis or web scraping tools, so Text Processing > General
is a more accurate placement.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 7d93826bc..6d20a97be 100644
--- a/README.md
+++ b/README.md
@@ -317,7 +317,6 @@ _Libraries for data analysis._
 - [aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas) - Pandas on AWS.
 - [datasette](https://github.com/simonw/datasette) - An open source multi-tool for exploring and publishing data.
 - [desbordante](https://github.com/desbordante/desbordante-core/) - An open source data profiler for complex pattern discovery.
-- [docling](https://github.com/docling-project/docling) - Library for converting documents into structured data.
 - [optimus](https://github.com/hi-primus/optimus) - Agile Data Science Workflows made easy with PySpark.
 - [pandas](https://github.com/pandas-dev/pandas) - A library providing high-performance, easy-to-use data structures and data analysis tools.
 - [pathway](https://github.com/pathwaycom/pathway) - Real-time data processing framework for Python with reactive dataflows.
@@ -971,8 +970,10 @@ _Shells built with Python._
 _Libraries for parsing and manipulating specific text formats._
 
 - General
+  - [docling](https://github.com/docling-project/docling) - Library for converting documents into structured data.
   - [kreuzberg](https://github.com/kreuzberg-dev/kreuzberg) - High-performance document extraction library with a Rust core, supporting 62+ formats including PDF, Office, images with OCR, HTML, email, and archives.
   - [tablib](https://github.com/jazzband/tablib) - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
+  - [textract](https://github.com/deanmalmgren/textract) - Extract text from any document, Word, PowerPoint, PDFs, etc.
 - Office
   - [docxtpl](https://github.com/elapouya/python-docx-template) - Editing a docx document by jinja2 template
   - [openpyxl](https://openpyxl.readthedocs.io/en/stable/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
@@ -1136,7 +1137,6 @@ _Libraries for extracting web contents._
 - [python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool.
 - [requests-html](https://github.com/psf/requests-html) - Pythonic HTML Parsing for Humans.
 - [sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages.
-- [textract](https://github.com/deanmalmgren/textract) - Extract text from any document, Word, PowerPoint, PDFs, etc.
 - [toapi](https://github.com/gaojiuli/toapi) - Every web site provides APIs.
 
 ## Web Crawling

From 4a0db0dee65040b33e40e4d75a0eefa3336216d3 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 00:11:45 +0800
Subject: [PATCH 45/96] docs: match project display names to their GitHub repo
 names
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Update 79 entries where the display name differed from the GitHub
repository name only in casing (e.g. NumPy→numpy, LangChain→langchain,
SQLAlchemy→sqlalchemy, DuckDB→duckdb).

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 README.md | 170 +++++++++++++++++++++++++++---------------------------
 1 file changed, 85 insertions(+), 85 deletions(-)

diff --git a/README.md b/README.md
index 6d20a97be..7203aa9fa 100644
--- a/README.md
+++ b/README.md
@@ -152,12 +152,12 @@ _Libraries for manipulating audio and its metadata._
   - [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
   - [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
   - [mingus](https://github.com/bspaans/python-mingus) - An advanced music theory and notation package with MIDI file and playback support.
-  - [pyaudioanalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
+  - [pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
   - [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
-  - [timeside](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
+  - [TimeSide](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
 - Metadata
   - [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
-  - [eyed3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
+  - [eyeD3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
   - [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
   - [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
 
@@ -190,9 +190,9 @@ _Libraries for enhancing Python built-in classes._
 
 - [attrs](https://github.com/python-attrs/attrs) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.
 - [bidict](https://github.com/jab/bidict) - Efficient, Pythonic bidirectional map data structures and related functionality.
-- [box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access.
+- [Box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access.
 - [dataclasses](https://docs.python.org/3/library/dataclasses.html) - (Python standard library) Data classes.
-- [dotteddict](https://github.com/carlosescri/DottedDict) - A library that provides a method of accessing lists and dicts with a dotted path notation.
+- [DottedDict](https://github.com/carlosescri/DottedDict) - A library that provides a method of accessing lists and dicts with a dotted path notation.
 
 ## CMS
 
@@ -238,7 +238,7 @@ _Tools of static analysis, linters and code quality checkers. Also see [awesome-
   - [ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker and language server.
   - [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
 - Static Type Annotations Generators
-  - [monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
+  - [MonkeyType](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
   - [pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations.
 
 ## Command-line Interface Development
@@ -252,7 +252,7 @@ _Libraries for building command-line applications._
   - [cliff](https://github.com/openstack/cliff) - A framework for creating command-line programs with multi-level commands.
   - [python-fire](https://github.com/google/python-fire) - A library for creating command line interfaces from absolutely any Python object.
   - [python-prompt-toolkit](https://github.com/prompt-toolkit/python-prompt-toolkit) - A library for building powerful interactive command lines.
-  - [Typer](https://github.com/tiangolo/typer) - Modern CLI framework that uses Python type hints. Built on Click and Pydantic.
+  - [typer](https://github.com/tiangolo/typer) - Modern CLI framework that uses Python type hints. Built on Click and Pydantic.
 - Terminal Rendering
   - [alive-progress](https://github.com/rsalmei/alive-progress) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
   - [asciimatics](https://github.com/peterbrittain/asciimatics) - A package to create full-screen text UIs (from interactive forms to ASCII animations).
@@ -273,7 +273,7 @@ _Useful CLI-based tools for productivity._
   - [doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal.
   - [howdoi](https://github.com/gleitz/howdoi) - Instant coding answers via the command line.
   - [invoke](https://github.com/pyinvoke/invoke) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
-  - [pathpicker](https://github.com/facebook/PathPicker) - Select files out of bash output.
+  - [PathPicker](https://github.com/facebook/PathPicker) - Select files out of bash output.
   - [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command.
   - [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
   - [try](https://github.com/timofurrer/try) - A dead simple CLI to try out python packages - it's never been easier.
@@ -288,7 +288,7 @@ _Useful CLI-based tools for productivity._
 
 _Libraries for Computer Vision._
 
-- [easyocr](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
+- [EasyOCR](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
 - [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
 - [opencv](https://github.com/opencv/opencv-python) - Open Source Computer Vision Library.
 - [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
@@ -346,11 +346,11 @@ _Libraries for visualizing data. Also see [awesome-javascript](https://github.co
 - [matplotlib](https://github.com/matplotlib/matplotlib) - A Python 2D plotting library.
 - [plotly](https://github.com/plotly/plotly.py) - Interactive graphing library for Python.
 - [plotnine](https://github.com/has2k1/plotnine) - A grammar of graphics for Python based on ggplot2.
-- [streamlit](https://github.com/streamlit/streamlit) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
 - [pygal](https://github.com/Kozea/pygal) - A Python SVG Charts Creator.
 - [pygraphviz](https://github.com/pygraphviz/pygraphviz/) - Python interface to [Graphviz](http://www.graphviz.org/).
 - [pyqtgraph](https://github.com/pyqtgraph/pyqtgraph) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
 - [seaborn](https://github.com/mwaskom/seaborn) - Statistical data visualization using Matplotlib.
+- [streamlit](https://github.com/streamlit/streamlit) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
 - [UltraPlot](https://github.com/ultraplot/UltraPlot) - Matplotlib wrapper for publication-ready scientific figures with minimal code. Includes advanced subplot management, panel layouts, and batteries-included geoscience plotting.
 - [vispy](https://github.com/vispy/vispy) - High-performance scientific visualization based on OpenGL.
 
@@ -358,10 +358,10 @@ _Libraries for visualizing data. Also see [awesome-javascript](https://github.co
 
 _Databases implemented in Python._
 
-- [DuckDB](https://github.com/duckdb/duckdb) - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads.
-- [pickleDB](https://github.com/patx/pickledb) - A simple and lightweight key-value store for Python.
+- [duckdb](https://github.com/duckdb/duckdb) - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads.
+- [pickledb](https://github.com/patx/pickledb) - A simple and lightweight key-value store for Python.
 - [tinydb](https://github.com/msiemens/tinydb) - A tiny, document-oriented database.
-- [zodb](https://github.com/zopefoundation/ZODB) - A native object database for Python. A key-value and object graph database.
+- [ZODB](https://github.com/zopefoundation/ZODB) - A native object database for Python. A key-value and object graph database.
 
 ## Database Drivers
 
@@ -369,7 +369,7 @@ _Libraries for connecting and operating databases._
 
 - MySQL - [awesome-mysql](https://github.com/shlomi-noach/awesome-mysql)
   - [mysqlclient](https://github.com/PyMySQL/mysqlclient) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
-  - [pymysql](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
+  - [PyMySQL](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
 - PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres)
   - [psycopg](https://github.com/psycopg/psycopg) - The most popular PostgreSQL adapter for Python.
 - SQlite - [awesome-sqlite](https://github.com/planetopendata/awesome-sqlite)
@@ -389,10 +389,10 @@ _Libraries for connecting and operating databases._
 
 _Libraries for working with dates and times._
 
-- [zoneinfo](https://docs.python.org/3/library/zoneinfo.html) - (Python standard library) IANA time zone support. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
 - [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
 - [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
 - [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
+- [zoneinfo](https://docs.python.org/3/library/zoneinfo.html) - (Python standard library) IANA time zone support. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
 
 ## Debugging Tools
 
@@ -459,7 +459,7 @@ _Frameworks and libraries for Distributed Computing._
   - [luigi](https://github.com/spotify/luigi) - A module that helps you build complex pipelines of batch jobs.
   - [mpi4py](https://github.com/mpi4py/mpi4py) - Python bindings for MPI.
   - [PySpark](https://github.com/apache/spark) - [Apache Spark](https://spark.apache.org/) Python API.
-  - [Ray](https://github.com/ray-project/ray/) - A system for parallel and distributed Python that unifies the machine learning ecosystem.
+  - [ray](https://github.com/ray-project/ray/) - A system for parallel and distributed Python that unifies the machine learning ecosystem.
 - Stream Processing
   - [streamparse](https://github.com/Parsely/streamparse) - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/).
 
@@ -467,7 +467,7 @@ _Frameworks and libraries for Distributed Computing._
 
 _Libraries to create packaged executables for release distribution._
 
-- [cx_freeze](https://github.com/marcelotduarte/cx_Freeze) - It is a Python tool that converts Python scripts into standalone executables and installers for Windows, macOS, and Linux.
+- [cx_Freeze](https://github.com/marcelotduarte/cx_Freeze) - It is a Python tool that converts Python scripts into standalone executables and installers for Windows, macOS, and Linux.
 - [Nuitka](https://github.com/Nuitka/Nuitka) - Compiles Python programs into high-performance standalone executables (cross-platform, supports all Python versions).
 - [py2app](https://github.com/ronaldoussoren/py2app) - Freezes Python scripts (Mac OS X).
 - [py2exe](https://github.com/py2exe/py2exe) - Freezes Python scripts (Windows).
@@ -529,8 +529,8 @@ _Libraries for sending and parsing email._
 
 _Libraries for Python version and virtual environment management._
 
-- [pyenv](https://github.com/pyenv/pyenv) - Simple Python version management.
 - [pyenv-win](https://github.com/pyenv-win/pyenv-win) - Pyenv for Windows, Simple Python version management.
+- [pyenv](https://github.com/pyenv/pyenv) - Simple Python version management.
 - [virtualenv](https://github.com/pypa/virtualenv) - A tool to create isolated Python environments.
 
 ## File Manipulation
@@ -561,21 +561,21 @@ _Functional Programming with Python._
 _Libraries for working with graphical user interface applications._
 
 - [curses](https://docs.python.org/3/library/curses.html) - Built-in wrapper for [ncurses](http://www.gnu.org/software/ncurses/) used to create terminal GUI applications.
-- [CustomTkinter](https://github.com/tomschimansky/customtkinter) - A modern and customizable python UI-library based on Tkinter.
+- [customtkinter](https://github.com/tomschimansky/customtkinter) - A modern and customizable python UI-library based on Tkinter.
 - [DearPyGui](https://github.com/RaylockLLC/DearPyGui/) - A Simple GPU accelerated Python GUI framework
 - [enaml](https://github.com/nucleic/enaml) - Creating beautiful user-interfaces with Declarative Syntax like QML.
-- [Flet](https://github.com/flet-dev/flet) - Cross-platform GUI framework for building modern apps in pure Python.
-- [Flexx](https://github.com/zoofIO/flexx) - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
+- [flet](https://github.com/flet-dev/flet) - Cross-platform GUI framework for building modern apps in pure Python.
+- [flexx](https://github.com/zoofIO/flexx) - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
 - [Gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line.
 - [kivy](https://github.com/kivy/kivy) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
-- [NiceGUI](https://github.com/zauberzeug/nicegui) - An easy-to-use, Python-based UI framework, which shows up in your web browser.
+- [nicegui](https://github.com/zauberzeug/nicegui) - An easy-to-use, Python-based UI framework, which shows up in your web browser.
 - [pyglet](https://github.com/pyglet/pyglet) - A cross-platform windowing and multimedia library for Python.
-- [PyGObject](https://github.com/GNOME/pygobject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
-- [PySide](https://github.com/pyside/pyside-setup) - Qt for Python offers the official Python bindings for [Qt](https://www.qt.io/), this is same as PyQt but it's the official binding with different licensing.
+- [pygobject](https://github.com/GNOME/pygobject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
 - [PyQt](https://www.riverbankcomputing.com/static/Docs/PyQt6/) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.
+- [PySide](https://github.com/pyside/pyside-setup) - Qt for Python offers the official Python bindings for [Qt](https://www.qt.io/), this is same as PyQt but it's the official binding with different licensing.
 - [pywebview](https://github.com/r0x0r/pywebview/) - A lightweight cross-platform native wrapper around a webview component.
 - [Tkinter](https://wiki.python.org/moin/TkInter) - Tkinter is Python's de-facto standard GUI package.
-- [Toga](https://github.com/pybee/toga) - A Python native, OS native GUI toolkit.
+- [toga](https://github.com/pybee/toga) - A Python native, OS native GUI toolkit.
 - [urwid](https://github.com/urwid/urwid) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
 - [wxPython](https://github.com/wxWidgets/Phoenix) - A blending of the wxWidgets C++ class library with the Python.
 
@@ -590,15 +590,15 @@ _Libraries for working with GraphQL._
 
 _Awesome game development libraries._
 
-- [Arcade](https://github.com/pythonarcade/arcade) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
+- [arcade](https://github.com/pythonarcade/arcade) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
 - [Cocos2d](https://github.com/los-cocos/cocos) - A framework for building 2D games, demos, and other graphical/interactive applications.
-- [Harfang3D](https://github.com/harfang3d/harfang3d) - Python framework for 3D, VR and game development.
-- [Panda3D](https://github.com/panda3d/panda3d) - 3D game engine developed by Disney.
-- [Pygame](https://github.com/pygame/pygame) - Pygame is a set of Python modules designed for writing games.
+- [harfang3d](https://github.com/harfang3d/harfang3d) - Python framework for 3D, VR and game development.
+- [panda3d](https://github.com/panda3d/panda3d) - 3D game engine developed by Disney.
+- [pygame](https://github.com/pygame/pygame) - Pygame is a set of Python modules designed for writing games.
 - [PyOgre](http://www.ogre3d.org/tikiwiki/PyOgre) - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
-- [PyOpenGL](https://github.com/mcfletch/pyopengl) - Python ctypes bindings for OpenGL and it's related APIs.
+- [pyopengl](https://github.com/mcfletch/pyopengl) - Python ctypes bindings for OpenGL and it's related APIs.
 - [PySDL2](https://github.com/py-sdl/py-sdl2) - A ctypes based wrapper for the SDL2 library.
-- [RenPy](https://github.com/renpy/renpy) - A Visual Novel engine.
+- [renpy](https://github.com/renpy/renpy) - A Visual Novel engine.
 
 ## Geolocation
 
@@ -617,7 +617,7 @@ _Libraries for working with HTML and XML._
 - [beautifulsoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
 - [cssutils](https://github.com/jaraco/cssutils) - A CSS library for Python.
 - [html5lib](https://github.com/html5lib/html5lib-python) - A standards-compliant library for parsing and serializing HTML documents and fragments.
-- [JustHTML](https://github.com/EmilStenstrom/justhtml/) - A pure Python HTML5 parser that just works.
+- [justhtml](https://github.com/EmilStenstrom/justhtml/) - A pure Python HTML5 parser that just works.
 - [lxml](https://github.com/lxml/lxml) - A very fast, easy-to-use and versatile library for handling HTML and XML.
 - [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
 - [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML.
@@ -648,12 +648,12 @@ _Libraries for programming with hardware._
 
 _Libraries for manipulating images._
 
-- [pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
+- [Pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
 - [pymatting](https://github.com/pymatting/pymatting) - A library for alpha matting.
 - [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies.
 - [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
 - [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
-- [quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
+- [Quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
 - [scikit-image](https://github.com/scikit-image/scikit-image) - A Python library for (scientific) image processing.
 - [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
 - [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
@@ -668,7 +668,7 @@ _Implementations of Python._
 - [ironpython](https://github.com/IronLanguages/ironpython3) - Implementation of the Python programming language written in C#.
 - [micropython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation.
 - [numba](https://github.com/numba/numba) - Python JIT compiler to LLVM aimed at scientific Python.
-- [peachpy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
+- [PeachPy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
 - [pypy](https://github.com/pypy/pypy) - A very fast and compliant implementation of the Python language.
 - [pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques.
 
@@ -686,19 +686,19 @@ _Interactive Python interpreters (REPL)._
 
 _Libraries for working with i18n._
 
-- [Babel](https://github.com/python-babel/babel) - An internationalization library for Python.
+- [babel](https://github.com/python-babel/babel) - An internationalization library for Python.
 
 ## Job Scheduler
 
 _Libraries for scheduling jobs._
 
-- [Airflow](https://github.com/apache/airflow) - Airflow is a platform to programmatically author, schedule and monitor workflows.
-- [APScheduler](https://github.com/agronholm/apscheduler) - A light but powerful in-process task scheduler that lets you schedule functions.
+- [airflow](https://github.com/apache/airflow) - Airflow is a platform to programmatically author, schedule and monitor workflows.
+- [apscheduler](https://github.com/agronholm/apscheduler) - A light but powerful in-process task scheduler that lets you schedule functions.
 - [django-schedule](https://github.com/thauber/django-schedule) - A calendaring app for Django.
 - [doit](https://github.com/pydoit/doit) - A task runner and build tool.
-- [Joblib](https://github.com/joblib/joblib) - A set of tools to provide lightweight pipelining in Python.
-- [Plan](https://github.com/fengsp/plan) - Writing crontab file in Python like a charm.
-- [Prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
+- [joblib](https://github.com/joblib/joblib) - A set of tools to provide lightweight pipelining in Python.
+- [plan](https://github.com/fengsp/plan) - Writing crontab file in Python like a charm.
+- [prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
 - [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
 - [Spiff](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
 - [TaskFlow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
@@ -717,33 +717,33 @@ _Libraries for generating and working with logs._
 
 _Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python)._
 
-- [Agno](https://github.com/agno-agi/agno) - Open-source Python library for building AI agents and agentic systems.
+- [agno](https://github.com/agno-agi/agno) - Open-source Python library for building AI agents and agentic systems.
 - [diffusers](https://github.com/huggingface/diffusers) - A library that provides pretrained diffusion models for generating and editing images, audio, and video.
-- [gym](https://github.com/openai/gym) - A toolkit for developing and comparing reinforcement learning algorithms.
 - [Feature-engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
+- [gym](https://github.com/openai/gym) - A toolkit for developing and comparing reinforcement learning algorithms.
 - [H2O](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
-- [Instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic.
-- [LangChain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability.
+- [instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic.
+- [langchain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability.
 - [LlamaIndex](https://github.com/run-llama/llama_index) - A data framework for your LLM application.
 - [Metrics](https://github.com/benhamner/Metrics) - Machine learning evaluation metrics.
-- [MindsDB](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
+- [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
 - [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
 - [PraisonAI](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows.
 - [pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas.
-- [RAGFlow](https://github.com/infiniflow/ragflow) - An open-source RAG engine for document understanding and question answering with LLMs.
+- [ragflow](https://github.com/infiniflow/ragflow) - An open-source RAG engine for document understanding and question answering with LLMs.
 - [rasa](https://github.com/RasaHQ/rasa) - An open-source machine learning framework for automated text and voice-based conversations.
 - [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support.
 - [Spark ML](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library for distributed computing.
-- [Transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks.
+- [transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks.
 - [xgboost](https://github.com/dmlc/xgboost) - A scalable, portable, and distributed gradient boosting library.
 
 ## Microsoft Windows
 
 _Python programming on Microsoft Windows._
 
-- [PythonNet](https://github.com/pythonnet/pythonnet) - Python Integration with the .NET Common Language Runtime (CLR).
-- [PyWin32](https://github.com/mhammond/pywin32) - Python Extensions for Windows.
-- [WinPython](https://github.com/winpython/winpython) - Portable development environment for Windows 10/11.
+- [pythonnet](https://github.com/pythonnet/pythonnet) - Python Integration with the .NET Common Language Runtime (CLR).
+- [pywin32](https://github.com/mhammond/pywin32) - Python Extensions for Windows.
+- [winpython](https://github.com/winpython/winpython) - Portable development environment for Windows 10/11.
 
 ## Miscellaneous
 
@@ -765,8 +765,8 @@ _Libraries for working with human languages._
   - [nltk](https://github.com/nltk/nltk) - A leading platform for building Python programs to work with human language data.
   - [pattern](https://github.com/clips/pattern) - A web mining module.
   - [polyglot](https://github.com/aboSamoor/polyglot) - Natural language pipeline supporting hundreds of languages.
-  - [spacy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
-  - [Stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
+  - [spaCy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
+  - [stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
 - Chinese
   - [funNLP](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
   - [jieba](https://github.com/fxsjy/jieba) - The most popular Chinese text segmentation library.
@@ -787,17 +787,17 @@ _Libraries that implement Object-Relational Mapping or data mapping techniques._
 
 - Relational Databases
   - [Django Models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.
-  - [SQLAlchemy](https://github.com/sqlalchemy/sqlalchemy) - The Python SQL Toolkit and Object Relational Mapper.
+  - [sqlalchemy](https://github.com/sqlalchemy/sqlalchemy) - The Python SQL Toolkit and Object Relational Mapper.
     - [awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy)
   - [dataset](https://github.com/pudo/dataset) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
   - [peewee](https://github.com/coleifer/peewee) - A small, expressive ORM.
   - [pony](https://github.com/ponyorm/pony/) - ORM that provides a generator-oriented interface to SQL.
   - [pydal](https://github.com/web2py/pydal/) - A pure Python Database Abstraction Layer.
-  - [SQLModel](https://github.com/fastapi/sqlmodel) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.
+  - [sqlmodel](https://github.com/fastapi/sqlmodel) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.
 - NoSQL Databases
-  - [Beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
+  - [beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
   - [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
-  - [ODMantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
+  - [odmantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
   - [PynamoDB](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
 
 ## Package Management
@@ -848,9 +848,9 @@ _Libraries for starting and communicating with OS processes._
 _Libraries for quantum computing._
 
 - [Cirq](https://github.com/quantumlib/Cirq) — A Google-developed framework focused on hardware-aware quantum circuit design for NISQ devices.
-- [PennyLane](https://github.com/PennyLaneAI/pennylane) — A hybrid quantum-classical machine learning library with automatic differentiation support.
-- [Qiskit](https://github.com/Qiskit/qiskit) — An IBM-backed quantum SDK for building, simulating, and running circuits on real quantum hardware.
-- [QuTiP](https://github.com/qutip/qutip) - Quantum Toolbox in Python.
+- [pennylane](https://github.com/PennyLaneAI/pennylane) — A hybrid quantum-classical machine learning library with automatic differentiation support.
+- [qiskit](https://github.com/Qiskit/qiskit) — An IBM-backed quantum SDK for building, simulating, and running circuits on real quantum hardware.
+- [qutip](https://github.com/qutip/qutip) - Quantum Toolbox in Python.
 
 ## Recommender Systems
 
@@ -869,7 +869,7 @@ _Libraries for building recommender systems._
 _Refactoring tools and libraries for Python._
 
 - [Bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
-- [Rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
+- [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
 
 ## RESTful API
 
@@ -901,7 +901,7 @@ _Libraries for robotics._
 
 _RPC-compatible servers._
 
-- [RPyC](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
+- [rpyc](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
 - [zeroRPC](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
 
 ## Science
@@ -909,27 +909,27 @@ _RPC-compatible servers._
 _Libraries for scientific computing. Also see [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists)._
 
 - [astropy](https://github.com/astropy/astropy) - A community Python library for Astronomy.
-- [bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - Providing best-practice pipelines for fully automated high throughput sequencing analysis.
 - [bcbb](https://github.com/chapmanb/bcbb) - Collection of useful code related to biological analysis.
-- [Biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation.
+- [bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - Providing best-practice pipelines for fully automated high throughput sequencing analysis.
+- [biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation.
 - [cclib](https://github.com/cclib/cclib) - A library for parsing and interpreting the results of computational chemistry packages.
-- [Colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms.
+- [colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms.
 - [Karate Club](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data.
 - [manim](https://github.com/ManimCommunity/manim) - An animation engine for explanatory math videos.
-- [NetworkX](https://github.com/networkx/networkx) - A high-productivity software for complex networks.
-- [NIPY](https://github.com/nipy/nipy) - A collection of neuroimaging toolkits.
-- [NumPy](https://github.com/numpy/numpy) - A fundamental package for scientific computing with Python.
-- [ObsPy](https://github.com/obspy/obspy) - A Python toolbox for seismology.
+- [networkx](https://github.com/networkx/networkx) - A high-productivity software for complex networks.
+- [nipy](https://github.com/nipy/nipy) - A collection of neuroimaging toolkits.
+- [numpy](https://github.com/numpy/numpy) - A fundamental package for scientific computing with Python.
+- [obspy](https://github.com/obspy/obspy) - A Python toolbox for seismology.
 - [Open Babel](https://github.com/openbabel/openbabel) - A chemical toolbox designed to speak the many languages of chemical data.
-- [PathSim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
-- [PyDy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
+- [pathsim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
+- [pydy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
 - [PyMC](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
-- [RDKit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software.
-- [SciPy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
+- [rdkit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software.
+- [scipy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
 - [shapely](https://github.com/shapely/shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.
 - [SimPy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
 - [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
-- [SymPy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
+- [sympy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
 
 ## Search
 
@@ -994,7 +994,7 @@ _Libraries for parsing and manipulating specific text formats._
   - [markitdown](https://github.com/microsoft/markitdown) - Python tool for converting files and office documents to Markdown.
   - [mistune](https://github.com/lepture/mistune) - Fastest and full featured pure Python parsers of Markdown.
 - YAML
-  - [PyYAML](https://github.com/yaml/pyyaml) - YAML implementations for Python.
+  - [pyyaml](https://github.com/yaml/pyyaml) - YAML implementations for Python.
 - TOML
   - [tomllib](https://docs.python.org/3/library/tomllib.html) - (Python standard library) Parse TOML files.
 - CSV
@@ -1026,9 +1026,9 @@ _Libraries for working with task queues._
 
 _Libraries and tools for templating and lexing._
 
-- [Genshi](https://github.com/edgewall/genshi) - Python templating toolkit for generation of web-aware output.
+- [genshi](https://github.com/edgewall/genshi) - Python templating toolkit for generation of web-aware output.
 - [Jinja2](https://github.com/pallets/jinja) - A modern and designer friendly templating language.
-- [Mako](https://github.com/sqlalchemy/mako) - Hyperfast and lightweight templating for the Python platform.
+- [mako](https://github.com/sqlalchemy/mako) - Hyperfast and lightweight templating for the Python platform.
 
 ## Testing
 
@@ -1039,7 +1039,7 @@ _Libraries for testing codebases and generating test data._
   - [nose2](https://github.com/nose-devs/nose2) - The successor to `nose`, based on `unittest2`.
   - [pytest](https://github.com/pytest-dev/pytest) - A mature full-featured Python testing tool.
   - [Robot Framework](https://github.com/robotframework/robotframework) - A generic test automation framework.
-  - [ScanAPI](https://github.com/scanapi/scanapi) - Automated Testing and Documentation for your REST API.
+  - [scanapi](https://github.com/scanapi/scanapi) - Automated Testing and Documentation for your REST API.
   - [unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework.
 - Test Runners
   - [green](https://github.com/CleanCut/green) - A clean, colorful test runner.
@@ -1047,15 +1047,15 @@ _Libraries for testing codebases and generating test data._
   - [tox](https://github.com/tox-dev/tox) - Auto builds and tests distributions in multiple Python versions
 - GUI / Web Testing
   - [locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python.
-  - [PyAutoGUI](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
-  - [Schemathesis](https://github.com/kiwicom/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
-  - [Selenium](https://github.com/SeleniumHQ/selenium) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/).
+  - [pyautogui](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
+  - [schemathesis](https://github.com/kiwicom/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
+  - [selenium](https://github.com/SeleniumHQ/selenium) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/).
   - [splinter](https://github.com/cobrateam/splinter) - Open source tool for testing web applications.
 - Mock
   - [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
   - [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
   - [httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+.
-  - [httpretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
+  - [HTTPretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
   - [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
   - [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support.
   - [responses](https://github.com/getsentry/responses) - A utility library for mocking out the requests Python library.
@@ -1147,7 +1147,7 @@ _Libraries to automate web scraping._
 - [crawl4ai](https://github.com/unclecode/crawl4ai) - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents.
 - [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
 - [grab](https://github.com/lorien/grab) - Site scraping framework.
-- [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
+- [MechanicalSoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
 - [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
 
 ## Web Frameworks
@@ -1161,11 +1161,11 @@ _Traditional full stack web frameworks. Also see [RESTful API](https://github.co
     - [awesome-flask](https://github.com/humiaozuzu/awesome-flask)
   - [pyramid](https://github.com/Pylons/pyramid) - A small, fast, down-to-earth, open source Python web framework.
     - [awesome-pyramid](https://github.com/uralbash/awesome-pyramid)
-  - [fastHTML](https://github.com/AnswerDotAI/fasthtml) - The fastest way to create an HTML app.
+  - [fasthtml](https://github.com/AnswerDotAI/fasthtml) - The fastest way to create an HTML app.
     - [awesome-fasthtml](https://github.com/amosgyamfi/awesome-fasthtml)
   - [masonite](https://github.com/MasoniteFramework/masonite) - The modern and developer centric Python web framework.
 - Asynchronous
-  - [Litestar](https://github.com/litestar-org/litestar) - Production-ready, capable and extensible ASGI Web framework.
+  - [litestar](https://github.com/litestar-org/litestar) - Production-ready, capable and extensible ASGI Web framework.
   - [microdot](https://github.com/miguelgrinberg/microdot) - The impossibly small web framework for Python and MicroPython.
   - [reflex](https://github.com/reflex-dev/reflex) – A framework for building reactive, full-stack web applications entirely with python .
   - [tornado](https://github.com/tornadoweb/tornado) - A web framework and asynchronous networking library.

From fb3112d8d2e64cb26f6ce4936b8edaf798dd06f9 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 00:40:50 +0800
Subject: [PATCH 46/96] docs: match 11 more display names to their GitHub repo
 names
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Django MongoDB Backend→django-mongodb-backend, Karate Club→karateclub,
Open Babel→openbabel, Robot Framework→robotframework,
Feature-engine→feature_engine, memory-graph→memory_graph, Jinja2→jinja,
Cocos2d→cocos, LlamaIndex→llama_index, VCR.py→vcrpy,
Spiff→SpiffWorkflow.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 README.md | 22 +++++++++++-----------
 1 file changed, 11 insertions(+), 11 deletions(-)

diff --git a/README.md b/README.md
index 7203aa9fa..e0bf110dd 100644
--- a/README.md
+++ b/README.md
@@ -380,7 +380,7 @@ _Libraries for connecting and operating databases._
   - [pymssql](https://github.com/pymssql/pymssql) - A simple database interface to Microsoft SQL Server.
 - NoSQL Databases
   - [cassandra-driver](https://github.com/datastax/python-driver) - The Python Driver for Apache Cassandra.
-  - [Django MongoDB Backend](https://github.com/mongodb/django-mongodb-backend) - Official MongoDB database backend for Django.
+  - [django-mongodb-backend](https://github.com/mongodb/django-mongodb-backend) - Official MongoDB database backend for Django.
   - [kafka-python](https://github.com/dpkp/kafka-python) - The Python client for Apache Kafka.
   - [pymongo](https://github.com/mongodb/mongo-python-driver) - The official Python client for MongoDB.
   - [redis-py](https://github.com/redis/redis-py) - The Python client for Redis.
@@ -411,7 +411,7 @@ _Libraries for debugging code._
   - [django-debug-toolbar](https://github.com/jazzband/django-debug-toolbar) - Display various debug information for Django.
   - [flask-debugtoolbar](https://github.com/pallets-eco/flask-debugtoolbar) - A port of the django-debug-toolbar to flask.
   - [icecream](https://github.com/gruns/icecream) - Inspect variables, expressions, and program execution with a single, simple function call.
-  - [memory-graph](https://github.com/bterwijn/memory_graph) - Visualize Python data at runtime to debug references, mutability, and aliasing.
+  - [memory_graph](https://github.com/bterwijn/memory_graph) - Visualize Python data at runtime to debug references, mutability, and aliasing.
   - [pyelftools](https://github.com/eliben/pyelftools) - Parsing and analyzing ELF files and DWARF debugging information.
 
 ## Deep Learning
@@ -591,7 +591,7 @@ _Libraries for working with GraphQL._
 _Awesome game development libraries._
 
 - [arcade](https://github.com/pythonarcade/arcade) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
-- [Cocos2d](https://github.com/los-cocos/cocos) - A framework for building 2D games, demos, and other graphical/interactive applications.
+- [cocos](https://github.com/los-cocos/cocos) - A framework for building 2D games, demos, and other graphical/interactive applications.
 - [harfang3d](https://github.com/harfang3d/harfang3d) - Python framework for 3D, VR and game development.
 - [panda3d](https://github.com/panda3d/panda3d) - 3D game engine developed by Disney.
 - [pygame](https://github.com/pygame/pygame) - Pygame is a set of Python modules designed for writing games.
@@ -700,7 +700,7 @@ _Libraries for scheduling jobs._
 - [plan](https://github.com/fengsp/plan) - Writing crontab file in Python like a charm.
 - [prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
 - [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
-- [Spiff](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
+- [SpiffWorkflow](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
 - [TaskFlow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
 
 ## Logging
@@ -719,12 +719,12 @@ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://git
 
 - [agno](https://github.com/agno-agi/agno) - Open-source Python library for building AI agents and agentic systems.
 - [diffusers](https://github.com/huggingface/diffusers) - A library that provides pretrained diffusion models for generating and editing images, audio, and video.
-- [Feature-engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
+- [feature_engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
 - [gym](https://github.com/openai/gym) - A toolkit for developing and comparing reinforcement learning algorithms.
 - [H2O](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
 - [instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic.
 - [langchain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability.
-- [LlamaIndex](https://github.com/run-llama/llama_index) - A data framework for your LLM application.
+- [llama_index](https://github.com/run-llama/llama_index) - A data framework for your LLM application.
 - [Metrics](https://github.com/benhamner/Metrics) - Machine learning evaluation metrics.
 - [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
 - [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
@@ -914,13 +914,13 @@ _Libraries for scientific computing. Also see [Python-for-Scientists](https://gi
 - [biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation.
 - [cclib](https://github.com/cclib/cclib) - A library for parsing and interpreting the results of computational chemistry packages.
 - [colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms.
-- [Karate Club](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data.
+- [karateclub](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data.
 - [manim](https://github.com/ManimCommunity/manim) - An animation engine for explanatory math videos.
 - [networkx](https://github.com/networkx/networkx) - A high-productivity software for complex networks.
 - [nipy](https://github.com/nipy/nipy) - A collection of neuroimaging toolkits.
 - [numpy](https://github.com/numpy/numpy) - A fundamental package for scientific computing with Python.
 - [obspy](https://github.com/obspy/obspy) - A Python toolbox for seismology.
-- [Open Babel](https://github.com/openbabel/openbabel) - A chemical toolbox designed to speak the many languages of chemical data.
+- [openbabel](https://github.com/openbabel/openbabel) - A chemical toolbox designed to speak the many languages of chemical data.
 - [pathsim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
 - [pydy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
 - [PyMC](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
@@ -1027,7 +1027,7 @@ _Libraries for working with task queues._
 _Libraries and tools for templating and lexing._
 
 - [genshi](https://github.com/edgewall/genshi) - Python templating toolkit for generation of web-aware output.
-- [Jinja2](https://github.com/pallets/jinja) - A modern and designer friendly templating language.
+- [jinja](https://github.com/pallets/jinja) - A modern and designer friendly templating language.
 - [mako](https://github.com/sqlalchemy/mako) - Hyperfast and lightweight templating for the Python platform.
 
 ## Testing
@@ -1038,7 +1038,7 @@ _Libraries for testing codebases and generating test data._
   - [hypothesis](https://github.com/HypothesisWorks/hypothesis) - Hypothesis is an advanced Quickcheck style property based testing library.
   - [nose2](https://github.com/nose-devs/nose2) - The successor to `nose`, based on `unittest2`.
   - [pytest](https://github.com/pytest-dev/pytest) - A mature full-featured Python testing tool.
-  - [Robot Framework](https://github.com/robotframework/robotframework) - A generic test automation framework.
+  - [robotframework](https://github.com/robotframework/robotframework) - A generic test automation framework.
   - [scanapi](https://github.com/scanapi/scanapi) - Automated Testing and Documentation for your REST API.
   - [unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework.
 - Test Runners
@@ -1059,7 +1059,7 @@ _Libraries for testing codebases and generating test data._
   - [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
   - [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support.
   - [responses](https://github.com/getsentry/responses) - A utility library for mocking out the requests Python library.
-  - [VCR.py](https://github.com/kevin1024/vcrpy) - Record and replay HTTP interactions on your tests.
+  - [vcrpy](https://github.com/kevin1024/vcrpy) - Record and replay HTTP interactions on your tests.
 - Object Factories
   - [factory_boy](https://github.com/FactoryBoy/factory_boy) - A test fixtures replacement for Python.
   - [mixer](https://github.com/klen/mixer) - Another fixtures replacement. Supports Django, Flask, SQLAlchemy, Peewee and etc.

From 6ad2a77bb45ea436dd4201e75eaf5caac0bce727 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 00:43:01 +0800
Subject: [PATCH 47/96] docs: rename Jupyter Notebook (IPython) to jupyter

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index e0bf110dd..6e5c6b47b 100644
--- a/README.md
+++ b/README.md
@@ -677,7 +677,7 @@ _Implementations of Python._
 _Interactive Python interpreters (REPL)._
 
 - [bpython](https://github.com/bpython/bpython) - A fancy interface to the Python interpreter.
-- [Jupyter Notebook (IPython)](https://github.com/jupyter/notebook) - A rich toolkit to help you make the most out of using Python interactively.
+- [jupyter](https://github.com/jupyter/notebook) - A rich toolkit to help you make the most out of using Python interactively.
   - [awesome-jupyter](https://github.com/markusschanta/awesome-jupyter)
 - [marimo](https://github.com/marimo-team/marimo) - Transform data and train models, feels like a next-gen notebook, stored as Git-friendly Python.
 - [ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).

From 3d534f57d7aed0281ff32443481a6e817253482f Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 00:44:23 +0800
Subject: [PATCH 48/96] docs: lowercase H2O and PyMC display names
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

H2O→h2o, PyMC→pymc (drop version suffixes from repo names).

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 6e5c6b47b..4c787f70d 100644
--- a/README.md
+++ b/README.md
@@ -721,7 +721,7 @@ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://git
 - [diffusers](https://github.com/huggingface/diffusers) - A library that provides pretrained diffusion models for generating and editing images, audio, and video.
 - [feature_engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
 - [gym](https://github.com/openai/gym) - A toolkit for developing and comparing reinforcement learning algorithms.
-- [H2O](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
+- [h2o](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
 - [instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic.
 - [langchain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability.
 - [llama_index](https://github.com/run-llama/llama_index) - A data framework for your LLM application.
@@ -923,7 +923,7 @@ _Libraries for scientific computing. Also see [Python-for-Scientists](https://gi
 - [openbabel](https://github.com/openbabel/openbabel) - A chemical toolbox designed to speak the many languages of chemical data.
 - [pathsim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
 - [pydy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
-- [PyMC](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
+- [pymc](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
 - [rdkit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software.
 - [scipy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
 - [shapely](https://github.com/shapely/shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.

From 5036fe82011b167014f16efe9179fd2556ce3e45 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 00:49:52 +0800
Subject: [PATCH 49/96] docs: normalize entry names to lowercase for
 django.db.models and reportlab

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 4c787f70d..8bd005506 100644
--- a/README.md
+++ b/README.md
@@ -786,7 +786,7 @@ _Tools and libraries for Virtual Networking and SDN (Software Defined Networking
 _Libraries that implement Object-Relational Mapping or data mapping techniques._
 
 - Relational Databases
-  - [Django Models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.
+  - [django.db.models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.
   - [sqlalchemy](https://github.com/sqlalchemy/sqlalchemy) - The Python SQL Toolkit and Object Relational Mapper.
     - [awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy)
   - [dataset](https://github.com/pudo/dataset) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
@@ -987,7 +987,7 @@ _Libraries for parsing and manipulating specific text formats._
   - [pdfminer.six](https://github.com/pdfminer/pdfminer.six) - Pdfminer.six is a community maintained fork of the original PDFMiner.
   - [pikepdf](https://github.com/pikepdf/pikepdf) - A powerful library for reading and editing PDF files, based on qpdf.
   - [PyPDF2](https://github.com/mstamy2/PyPDF2) - A library capable of splitting, merging and transforming PDF pages.
-  - [ReportLab](https://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
+  - [reportlab](https://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
 - Markdown
   - [markdown-it-py](https://github.com/executablebooks/markdown-it-py) - Markdown parser with 100% CommonMark support, extensions, and syntax plugins.
   - [markdown](https://github.com/waylan/Python-Markdown) - A Python implementation of John Gruber’s Markdown.

From 7a0abca2e50791d29da396253d00f4d17fad3ca3 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 00:58:09 +0800
Subject: [PATCH 50/96] docs: remove dataclasses and DottedDict from Data
 Structures

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 2 --
 1 file changed, 2 deletions(-)

diff --git a/README.md b/README.md
index 8bd005506..ce0cff7b7 100644
--- a/README.md
+++ b/README.md
@@ -191,8 +191,6 @@ _Libraries for enhancing Python built-in classes._
 - [attrs](https://github.com/python-attrs/attrs) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.
 - [bidict](https://github.com/jab/bidict) - Efficient, Pythonic bidirectional map data structures and related functionality.
 - [Box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access.
-- [dataclasses](https://docs.python.org/3/library/dataclasses.html) - (Python standard library) Data classes.
-- [DottedDict](https://github.com/carlosescri/DottedDict) - A library that provides a method of accessing lists and dicts with a dotted path notation.
 
 ## CMS
 

From 8a131b7874c700281530d8b1ce6e234003236a00 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 00:58:11 +0800
Subject: [PATCH 51/96] docs: rename Spark ML to spark.ml in Machine Learning

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index ce0cff7b7..85e1f1143 100644
--- a/README.md
+++ b/README.md
@@ -731,7 +731,7 @@ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://git
 - [ragflow](https://github.com/infiniflow/ragflow) - An open-source RAG engine for document understanding and question answering with LLMs.
 - [rasa](https://github.com/RasaHQ/rasa) - An open-source machine learning framework for automated text and voice-based conversations.
 - [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support.
-- [Spark ML](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library for distributed computing.
+- [spark.ml](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library for distributed computing.
 - [transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks.
 - [xgboost](https://github.com/dmlc/xgboost) - A scalable, portable, and distributed gradient boosting library.
 

From 620419608371fe972c2bd6a916cfaa27028e42cc Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 01:24:26 +0800
Subject: [PATCH 52/96] docs: add naming convention rule to CONTRIBUTING.md

Prefer PyPI package name as display name so developers can copy it
directly to pip install. Fall back to GitHub repo name if not on PyPI.
Also update examples to use lowercase PyPI names.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 CONTRIBUTING.md | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 422355dcf..1164e1288 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -18,7 +18,7 @@ Your submission must meet **ONE** of the following criteria:
 ### 1. Industry Standard
 
 - The go-to tool that almost everyone uses for a specific use case
-- Examples: Requests, Flask, Pandas, NumPy
+- Examples: requests, flask, pandas, numpy
 - Limit: 1-3 tools per category
 
 ### 2. Rising Star
@@ -26,7 +26,7 @@ Your submission must meet **ONE** of the following criteria:
 - Rapid growth: 5,000+ GitHub stars in less than 2 years
 - Significant community buzz and adoption
 - Solving problems in new or better ways
-- Examples: FastAPI, Ruff, uv
+- Examples: fastapi, ruff, uv
 
 ### 3. Hidden Gem
 
@@ -41,10 +41,14 @@ Your submission must meet **ONE** of the following criteria:
 
 **Use GitHub repository URLs** whenever possible. Projects linked to a GitHub repo are ranked higher on [awesome-python.com](https://awesome-python.com/).
 
+### Naming Convention
+
+Use the **PyPI package name** as the display name so developers can copy it directly to `pip install`. Check the canonical name at `https://pypi.org/pypi/{package}/json`. If the project is not on PyPI, use the GitHub repository name instead.
+
 ### Standard Entry
 
 ```markdown
-- [project-name](https://github.com/owner/repo) - Description ending with period.
+- [pypi-name](https://github.com/owner/repo) - Description ending with period.
 ```
 
 ### Standard Library Module

From 2cbb2d7c6005ec4bebac8f489b8c26fccf930858 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 01:27:54 +0800
Subject: [PATCH 53/96] docs: normalize entry names to lowercase

Standardize display names to lowercase across all categories (audioFlux,
EasyOCR, UltraPlot, PySpark, cx_Freeze, OpenBB, DearPyGui, WeasyPrint,
Pillow, Quads, TaskFlow, Metrics, spaCy, funNLP, PynamoDB, Surprise,
Bowler, zeroRPC, SimPy, XlsxWriter, HTTPretty) for consistent formatting.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 42 +++++++++++++++++++++---------------------
 1 file changed, 21 insertions(+), 21 deletions(-)

diff --git a/README.md b/README.md
index 85e1f1143..5c742c64f 100644
--- a/README.md
+++ b/README.md
@@ -144,7 +144,7 @@ _Libraries for asynchronous, concurrent and parallel execution. Also see [awesom
 _Libraries for manipulating audio and its metadata._
 
 - Audio
-  - [audioFlux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
+  - [audioflux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
   - [audioread](https://github.com/beetbox/audioread) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
   - [dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition.
   - [gTTS](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
@@ -286,7 +286,7 @@ _Useful CLI-based tools for productivity._
 
 _Libraries for Computer Vision._
 
-- [EasyOCR](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
+- [easyocr](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
 - [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
 - [opencv](https://github.com/opencv/opencv-python) - Open Source Computer Vision Library.
 - [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
@@ -349,7 +349,7 @@ _Libraries for visualizing data. Also see [awesome-javascript](https://github.co
 - [pyqtgraph](https://github.com/pyqtgraph/pyqtgraph) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
 - [seaborn](https://github.com/mwaskom/seaborn) - Statistical data visualization using Matplotlib.
 - [streamlit](https://github.com/streamlit/streamlit) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
-- [UltraPlot](https://github.com/ultraplot/UltraPlot) - Matplotlib wrapper for publication-ready scientific figures with minimal code. Includes advanced subplot management, panel layouts, and batteries-included geoscience plotting.
+- [ultraplot](https://github.com/ultraplot/UltraPlot) - Matplotlib wrapper for publication-ready scientific figures with minimal code. Includes advanced subplot management, panel layouts, and batteries-included geoscience plotting.
 - [vispy](https://github.com/vispy/vispy) - High-performance scientific visualization based on OpenGL.
 
 ## Database
@@ -456,7 +456,7 @@ _Frameworks and libraries for Distributed Computing._
   - [dask](https://github.com/dask/dask) - A flexible parallel computing library for analytic computing.
   - [luigi](https://github.com/spotify/luigi) - A module that helps you build complex pipelines of batch jobs.
   - [mpi4py](https://github.com/mpi4py/mpi4py) - Python bindings for MPI.
-  - [PySpark](https://github.com/apache/spark) - [Apache Spark](https://spark.apache.org/) Python API.
+  - [pyspark](https://github.com/apache/spark) - [Apache Spark](https://spark.apache.org/) Python API.
   - [ray](https://github.com/ray-project/ray/) - A system for parallel and distributed Python that unifies the machine learning ecosystem.
 - Stream Processing
   - [streamparse](https://github.com/Parsely/streamparse) - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/).
@@ -465,7 +465,7 @@ _Frameworks and libraries for Distributed Computing._
 
 _Libraries to create packaged executables for release distribution._
 
-- [cx_Freeze](https://github.com/marcelotduarte/cx_Freeze) - It is a Python tool that converts Python scripts into standalone executables and installers for Windows, macOS, and Linux.
+- [cx-Freeze](https://github.com/marcelotduarte/cx_Freeze) - It is a Python tool that converts Python scripts into standalone executables and installers for Windows, macOS, and Linux.
 - [Nuitka](https://github.com/Nuitka/Nuitka) - Compiles Python programs into high-performance standalone executables (cross-platform, supports all Python versions).
 - [py2app](https://github.com/ronaldoussoren/py2app) - Freezes Python scripts (Mac OS X).
 - [py2exe](https://github.com/py2exe/py2exe) - Freezes Python scripts (Windows).
@@ -491,7 +491,7 @@ _Libraries for downloading._
 - Financial Data
   - [akshare](https://github.com/jindaxiang/akshare) - A financial data interface library, built for human beings!
   - [edgartools](https://github.com/dgunning/edgartools) - Library for downloading structured data from SEC EDGAR filings and XBRL financial statements.
-  - [OpenBB](https://github.com/OpenBB-finance/OpenBB) - A financial data platform for analysts, quants and AI agents.
+  - [openbb](https://github.com/OpenBB-finance/OpenBB) - A financial data platform for analysts, quants and AI agents.
   - [yfinance](https://github.com/ranaroussi/yfinance) - Easy Pythonic way to download market and financial data from Yahoo Finance.
 
 ## Editor Plugins and IDEs
@@ -560,7 +560,7 @@ _Libraries for working with graphical user interface applications._
 
 - [curses](https://docs.python.org/3/library/curses.html) - Built-in wrapper for [ncurses](http://www.gnu.org/software/ncurses/) used to create terminal GUI applications.
 - [customtkinter](https://github.com/tomschimansky/customtkinter) - A modern and customizable python UI-library based on Tkinter.
-- [DearPyGui](https://github.com/RaylockLLC/DearPyGui/) - A Simple GPU accelerated Python GUI framework
+- [dearpygui](https://github.com/RaylockLLC/DearPyGui/) - A Simple GPU accelerated Python GUI framework
 - [enaml](https://github.com/nucleic/enaml) - Creating beautiful user-interfaces with Declarative Syntax like QML.
 - [flet](https://github.com/flet-dev/flet) - Cross-platform GUI framework for building modern apps in pure Python.
 - [flexx](https://github.com/zoofIO/flexx) - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
@@ -620,7 +620,7 @@ _Libraries for working with HTML and XML._
 - [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
 - [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML.
 - [untangle](https://github.com/stchris/untangle) - Converts XML documents to Python objects for easy access.
-- [WeasyPrint](https://github.com/Kozea/WeasyPrint) - A visual rendering engine for HTML and CSS that can export to PDF.
+- [weasyprint](https://github.com/Kozea/WeasyPrint) - A visual rendering engine for HTML and CSS that can export to PDF.
 - [xmldataset](https://github.com/spurin/xmldataset) - Simple XML Parsing.
 - [xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON.
 
@@ -646,12 +646,12 @@ _Libraries for programming with hardware._
 
 _Libraries for manipulating images._
 
-- [Pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
+- [pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
 - [pymatting](https://github.com/pymatting/pymatting) - A library for alpha matting.
 - [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies.
 - [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
 - [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
-- [Quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
+- [quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
 - [scikit-image](https://github.com/scikit-image/scikit-image) - A Python library for (scientific) image processing.
 - [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
 - [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
@@ -699,7 +699,7 @@ _Libraries for scheduling jobs._
 - [prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
 - [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
 - [SpiffWorkflow](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
-- [TaskFlow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
+- [taskflow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
 
 ## Logging
 
@@ -723,7 +723,7 @@ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://git
 - [instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic.
 - [langchain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability.
 - [llama_index](https://github.com/run-llama/llama_index) - A data framework for your LLM application.
-- [Metrics](https://github.com/benhamner/Metrics) - Machine learning evaluation metrics.
+- [metrics](https://github.com/benhamner/Metrics) - Machine learning evaluation metrics.
 - [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
 - [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
 - [PraisonAI](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows.
@@ -763,10 +763,10 @@ _Libraries for working with human languages._
   - [nltk](https://github.com/nltk/nltk) - A leading platform for building Python programs to work with human language data.
   - [pattern](https://github.com/clips/pattern) - A web mining module.
   - [polyglot](https://github.com/aboSamoor/polyglot) - Natural language pipeline supporting hundreds of languages.
-  - [spaCy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
+  - [spacy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
   - [stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
 - Chinese
-  - [funNLP](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
+  - [funnlp](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
   - [jieba](https://github.com/fxsjy/jieba) - The most popular Chinese text segmentation library.
   - [pkuseg-python](https://github.com/lancopku/pkuseg-python) - A toolkit for Chinese word segmentation in various domains.
   - [snownlp](https://github.com/isnowfy/snownlp) - A library for processing Chinese text.
@@ -796,7 +796,7 @@ _Libraries that implement Object-Relational Mapping or data mapping techniques._
   - [beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
   - [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
   - [odmantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
-  - [PynamoDB](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
+  - [pynamodb](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
 
 ## Package Management
 
@@ -859,14 +859,14 @@ _Libraries for building recommender systems._
 - [implicit](https://github.com/benfred/implicit) - A fast Python implementation of collaborative filtering for implicit datasets.
 - [lightfm](https://github.com/lyst/lightfm) - A Python implementation of a number of popular recommendation algorithms.
 - [spotlight](https://github.com/maciejkula/spotlight) - Deep recommender models using PyTorch.
-- [Surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
+- [scikit-surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
 - [tensorrec](https://github.com/jfkirk/tensorrec) - A Recommendation Engine Framework in TensorFlow.
 
 ## Refactoring
 
 _Refactoring tools and libraries for Python._
 
-- [Bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
+- [bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
 - [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
 
 ## RESTful API
@@ -900,7 +900,7 @@ _Libraries for robotics._
 _RPC-compatible servers._
 
 - [rpyc](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
-- [zeroRPC](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
+- [zerorpc](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
 
 ## Science
 
@@ -925,7 +925,7 @@ _Libraries for scientific computing. Also see [Python-for-Scientists](https://gi
 - [rdkit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software.
 - [scipy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
 - [shapely](https://github.com/shapely/shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.
-- [SimPy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
+- [simpy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
 - [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
 - [sympy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
 
@@ -978,7 +978,7 @@ _Libraries for parsing and manipulating specific text formats._
   - [pyexcel](https://github.com/pyexcel/pyexcel) - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.
   - [python-docx](https://github.com/python-openxml/python-docx) - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
   - [python-pptx](https://github.com/scanny/python-pptx) - Python library for creating and updating PowerPoint (.pptx) files.
-  - [XlsxWriter](https://github.com/jmcnamara/XlsxWriter) - A Python module for creating Excel .xlsx files.
+  - [xlsxwriter](https://github.com/jmcnamara/XlsxWriter) - A Python module for creating Excel .xlsx files.
   - [xlwings](https://github.com/ZoomerAnalytics/xlwings) - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
 - PDF
   - [pdf_oxide](https://github.com/yfedoseev/pdf_oxide) - A fast PDF library for text extraction, image extraction, and markdown conversion, powered by Rust.
@@ -1053,7 +1053,7 @@ _Libraries for testing codebases and generating test data._
   - [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
   - [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
   - [httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+.
-  - [HTTPretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
+  - [httpretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
   - [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
   - [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support.
   - [responses](https://github.com/getsentry/responses) - A utility library for mocking out the requests Python library.

From 55db9c7f64385e241b0138e3ebe52f4f644471a2 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 01:30:57 +0800
Subject: [PATCH 54/96] docs: rename Box to box, PathPicker to fpp

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 5c742c64f..de84a665a 100644
--- a/README.md
+++ b/README.md
@@ -190,7 +190,7 @@ _Libraries for enhancing Python built-in classes._
 
 - [attrs](https://github.com/python-attrs/attrs) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.
 - [bidict](https://github.com/jab/bidict) - Efficient, Pythonic bidirectional map data structures and related functionality.
-- [Box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access.
+- [box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access.
 
 ## CMS
 
@@ -271,7 +271,7 @@ _Useful CLI-based tools for productivity._
   - [doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal.
   - [howdoi](https://github.com/gleitz/howdoi) - Instant coding answers via the command line.
   - [invoke](https://github.com/pyinvoke/invoke) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
-  - [PathPicker](https://github.com/facebook/PathPicker) - Select files out of bash output.
+  - [fpp](https://github.com/facebook/PathPicker) - Select files out of bash output.
   - [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command.
   - [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
   - [try](https://github.com/timofurrer/try) - A dead simple CLI to try out python packages - it's never been easier.

From e70b25d42dff1645061e1b9e62350c045450848c Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 01:33:44 +0800
Subject: [PATCH 55/96] docs: fix tkinter entry to use stdlib format

Lowercase name, link to official docs, add stdlib label.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 README.md | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index de84a665a..163fae140 100644
--- a/README.md
+++ b/README.md
@@ -572,7 +572,7 @@ _Libraries for working with graphical user interface applications._
 - [PyQt](https://www.riverbankcomputing.com/static/Docs/PyQt6/) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.
 - [PySide](https://github.com/pyside/pyside-setup) - Qt for Python offers the official Python bindings for [Qt](https://www.qt.io/), this is same as PyQt but it's the official binding with different licensing.
 - [pywebview](https://github.com/r0x0r/pywebview/) - A lightweight cross-platform native wrapper around a webview component.
-- [Tkinter](https://wiki.python.org/moin/TkInter) - Tkinter is Python's de-facto standard GUI package.
+- [tkinter](https://docs.python.org/3/library/tkinter.html) - (Python standard library) De-facto standard GUI package.
 - [toga](https://github.com/pybee/toga) - A Python native, OS native GUI toolkit.
 - [urwid](https://github.com/urwid/urwid) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
 - [wxPython](https://github.com/wxWidgets/Phoenix) - A blending of the wxWidgets C++ class library with the Python.
@@ -593,9 +593,8 @@ _Awesome game development libraries._
 - [harfang3d](https://github.com/harfang3d/harfang3d) - Python framework for 3D, VR and game development.
 - [panda3d](https://github.com/panda3d/panda3d) - 3D game engine developed by Disney.
 - [pygame](https://github.com/pygame/pygame) - Pygame is a set of Python modules designed for writing games.
-- [PyOgre](http://www.ogre3d.org/tikiwiki/PyOgre) - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
 - [pyopengl](https://github.com/mcfletch/pyopengl) - Python ctypes bindings for OpenGL and it's related APIs.
-- [PySDL2](https://github.com/py-sdl/py-sdl2) - A ctypes based wrapper for the SDL2 library.
+- [py-sdl2](https://github.com/py-sdl/py-sdl2) - A ctypes based wrapper for the SDL2 library.
 - [renpy](https://github.com/renpy/renpy) - A Visual Novel engine.
 
 ## Geolocation

From 9761bac1e0bb0c4a5d1aeed8fd4e8d0b737b16a5 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 01:39:49 +0800
Subject: [PATCH 56/96] docs: lowercase 8 project names to match their import
 names
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

eyeD3→eyed3, Gooey→gooey, gTTS→gtts, MechanicalSoup→mechanicalsoup,
MonkeyType→monkeytype, PraisonAI→praisonai, PyMySQL→pymysql,
Zappa→zappa.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 README.md | 20 ++++++++++----------
 1 file changed, 10 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index 163fae140..f0c719fbf 100644
--- a/README.md
+++ b/README.md
@@ -147,7 +147,7 @@ _Libraries for manipulating audio and its metadata._
   - [audioflux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
   - [audioread](https://github.com/beetbox/audioread) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
   - [dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition.
-  - [gTTS](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
+  - [gtts](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
   - [kapre](https://github.com/keunwoochoi/kapre) - Keras Audio Preprocessors.
   - [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
   - [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
@@ -157,7 +157,7 @@ _Libraries for manipulating audio and its metadata._
   - [TimeSide](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
 - Metadata
   - [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
-  - [eyeD3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
+  - [eyed3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
   - [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
   - [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
 
@@ -236,7 +236,7 @@ _Tools of static analysis, linters and code quality checkers. Also see [awesome-
   - [ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker and language server.
   - [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
 - Static Type Annotations Generators
-  - [MonkeyType](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
+  - [monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
   - [pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations.
 
 ## Command-line Interface Development
@@ -367,7 +367,7 @@ _Libraries for connecting and operating databases._
 
 - MySQL - [awesome-mysql](https://github.com/shlomi-noach/awesome-mysql)
   - [mysqlclient](https://github.com/PyMySQL/mysqlclient) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
-  - [PyMySQL](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
+  - [pymysql](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
 - PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres)
   - [psycopg](https://github.com/psycopg/psycopg) - The most popular PostgreSQL adapter for Python.
 - SQlite - [awesome-sqlite](https://github.com/planetopendata/awesome-sqlite)
@@ -564,15 +564,15 @@ _Libraries for working with graphical user interface applications._
 - [enaml](https://github.com/nucleic/enaml) - Creating beautiful user-interfaces with Declarative Syntax like QML.
 - [flet](https://github.com/flet-dev/flet) - Cross-platform GUI framework for building modern apps in pure Python.
 - [flexx](https://github.com/zoofIO/flexx) - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
-- [Gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line.
+- [gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line.
 - [kivy](https://github.com/kivy/kivy) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
 - [nicegui](https://github.com/zauberzeug/nicegui) - An easy-to-use, Python-based UI framework, which shows up in your web browser.
 - [pyglet](https://github.com/pyglet/pyglet) - A cross-platform windowing and multimedia library for Python.
 - [pygobject](https://github.com/GNOME/pygobject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
 - [PyQt](https://www.riverbankcomputing.com/static/Docs/PyQt6/) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.
-- [PySide](https://github.com/pyside/pyside-setup) - Qt for Python offers the official Python bindings for [Qt](https://www.qt.io/), this is same as PyQt but it's the official binding with different licensing.
+- [pyside](https://github.com/pyside/pyside-setup) - Qt for Python offers the official Python bindings for [Qt](https://www.qt.io/), this is same as PyQt but it's the official binding with different licensing.
 - [pywebview](https://github.com/r0x0r/pywebview/) - A lightweight cross-platform native wrapper around a webview component.
-- [tkinter](https://docs.python.org/3/library/tkinter.html) - (Python standard library) De-facto standard GUI package.
+- [tkinter](https://docs.python.org/3/library/tkinter.html) - (Python standard library) The standard Python interface to the Tcl/Tk GUI toolkit.
 - [toga](https://github.com/pybee/toga) - A Python native, OS native GUI toolkit.
 - [urwid](https://github.com/urwid/urwid) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
 - [wxPython](https://github.com/wxWidgets/Phoenix) - A blending of the wxWidgets C++ class library with the Python.
@@ -725,7 +725,7 @@ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://git
 - [metrics](https://github.com/benhamner/Metrics) - Machine learning evaluation metrics.
 - [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
 - [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
-- [PraisonAI](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows.
+- [praisonai](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows.
 - [pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas.
 - [ragflow](https://github.com/infiniflow/ragflow) - An open-source RAG engine for document understanding and question answering with LLMs.
 - [rasa](https://github.com/RasaHQ/rasa) - An open-source machine learning framework for automated text and voice-based conversations.
@@ -954,7 +954,7 @@ _Libraries for serializing complex data types._
 _Frameworks for developing serverless Python code._
 
 - [python-lambda](https://github.com/nficano/python-lambda) - A toolkit for developing and deploying Python code in AWS Lambda.
-- [Zappa](https://github.com/zappa/Zappa) - A tool for deploying WSGI applications on AWS Lambda and API Gateway.
+- [zappa](https://github.com/zappa/Zappa) - A tool for deploying WSGI applications on AWS Lambda and API Gateway.
 
 ## Shell
 
@@ -1144,7 +1144,7 @@ _Libraries to automate web scraping._
 - [crawl4ai](https://github.com/unclecode/crawl4ai) - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents.
 - [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
 - [grab](https://github.com/lorien/grab) - Site scraping framework.
-- [MechanicalSoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
+- [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
 - [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
 
 ## Web Frameworks

From 46caf8cec4edd425e49d9c9dbec3a6cc91536000 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 01:45:24 +0800
Subject: [PATCH 57/96] docs: add AI and Agents category with autoresearch

New category for LLM integrations, agent frameworks, and AI applications.
Move agno, instructor, langchain, llama_index, praisonai, pydantic-ai,
ragflow from Machine Learning. Add autoresearch (karpathy).

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 README.md | 21 ++++++++++++++-------
 1 file changed, 14 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index f0c719fbf..29ee6c913 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 # Categories
 
 - [Admin Panels](#admin-panels)
+- [AI and Agents](#ai-and-agents)
 - [Algorithms and Design Patterns](#algorithms-and-design-patterns)
 - [ASGI Servers](#asgi-servers)
 - [Asynchronous Programming](#asynchronous-programming)
@@ -103,6 +104,19 @@ _Libraries for administrative interfaces._
 - [jet-bridge](https://github.com/jet-admin/jet-bridge) - Admin panel framework for any application with nice UI (ex Jet Django).
 - [wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts.
 
+## AI and Agents
+
+_Libraries for building AI applications, LLM integrations, and autonomous agents._
+
+- [agno](https://github.com/agno-agi/agno) - Open-source Python library for building AI agents and agentic systems.
+- [autoresearch](https://github.com/karpathy/autoresearch) - AI agents running autonomous research experiments on single-GPU LLM training.
+- [instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic.
+- [langchain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability.
+- [llama_index](https://github.com/run-llama/llama_index) - A data framework for your LLM application.
+- [praisonai](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows.
+- [pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas.
+- [ragflow](https://github.com/infiniflow/ragflow) - An open-source RAG engine for document understanding and question answering with LLMs.
+
 ## Algorithms and Design Patterns
 
 _Python implementation of data structures, algorithms and design patterns. Also see [awesome-algorithms](https://github.com/tayllan/awesome-algorithms)._
@@ -714,20 +728,13 @@ _Libraries for generating and working with logs._
 
 _Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python)._
 
-- [agno](https://github.com/agno-agi/agno) - Open-source Python library for building AI agents and agentic systems.
 - [diffusers](https://github.com/huggingface/diffusers) - A library that provides pretrained diffusion models for generating and editing images, audio, and video.
 - [feature_engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
 - [gym](https://github.com/openai/gym) - A toolkit for developing and comparing reinforcement learning algorithms.
 - [h2o](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
-- [instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic.
-- [langchain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability.
-- [llama_index](https://github.com/run-llama/llama_index) - A data framework for your LLM application.
 - [metrics](https://github.com/benhamner/Metrics) - Machine learning evaluation metrics.
 - [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
 - [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
-- [praisonai](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows.
-- [pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas.
-- [ragflow](https://github.com/infiniflow/ragflow) - An open-source RAG engine for document understanding and question answering with LLMs.
 - [rasa](https://github.com/RasaHQ/rasa) - An open-source machine learning framework for automated text and voice-based conversations.
 - [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support.
 - [spark.ml](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library for distributed computing.

From 8b518664d8dad5b3552d8e45ffe6d83aef1ebb26 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 01:54:46 +0800
Subject: [PATCH 58/96] chore: redistribute Specialized group across existing
 groups

Remove the Specialized catchall group. Redistribute its categories:
- Web & API: Admin Panels, CMS, Email, Static Site Generator, URL Manipulation
- AI & Data: Geolocation, Robotics
- Content & Media: Game Development, Internationalization
- System & Runtime: Date and Time, Hardware, Microsoft Windows
- Development Tools: Algorithms and Design Patterns

Only Miscellaneous remains ungrouped (falls into Other).

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 website/build.py | 35 +++++++++++++++--------------------
 1 file changed, 15 insertions(+), 20 deletions(-)

diff --git a/website/build.py b/website/build.py
index b396f753a..7901f4cd4 100644
--- a/website/build.py
+++ b/website/build.py
@@ -16,6 +16,11 @@
     (
         "Web & API",
         [
+            "Admin Panels",
+            "CMS",
+            "Email",
+            "Static Site Generator",
+            "URL Manipulation",
             "Web Frameworks",
             "RESTful API",
             "GraphQL",
@@ -30,8 +35,9 @@
         ],
     ),
     (
-        "Data & ML",
+        "AI & Data",
         [
+            "AI and Agents",
             "Data Analysis",
             "Data Validation",
             "Data Visualization",
@@ -39,7 +45,9 @@
             "Deep Learning",
             "Computer Vision",
             "Natural Language Processing",
+            "Geolocation",
             "Recommender Systems",
+            "Robotics",
             "Science",
             "Quantum Computing",
         ],
@@ -77,6 +85,7 @@
             "Debugging Tools",
             "Code Analysis",
             "Build Tools",
+            "Algorithms and Design Patterns",
             "Refactoring",
             "Documentation",
             "Editor Plugins and IDEs",
@@ -96,7 +105,9 @@
         [
             "Audio",
             "Video",
+            "Game Development",
             "Image Processing",
+            "Internationalization",
             "HTML Manipulation",
             "Text Processing",
             "Specific Formats Processing",
@@ -111,8 +122,11 @@
             "Environment Management",
             "Package Management",
             "Package Repositories",
+            "Date and Time",
             "Distribution",
+            "Hardware",
             "Implementations",
+            "Microsoft Windows",
             "Built-in Classes Enhancement",
             "Functional Programming",
             "Configuration Files",
@@ -127,25 +141,6 @@
             "Permissions",
         ],
     ),
-    (
-        "Specialized",
-        [
-            "CMS",
-            "Admin Panels",
-            "Email",
-            "Game Development",
-            "Geolocation",
-            "Hardware",
-            "Internationalization",
-            "Date and Time",
-            "URL Manipulation",
-            "Robotics",
-            "Microsoft Windows",
-            "Miscellaneous",
-            "Algorithms and Design Patterns",
-            "Static Site Generator",
-        ],
-    ),
     ("Resources", []),  # Filled dynamically from parsed resources
 ]
 

From 926ba010b79e8cb1bdbaa55e8208bf2ed92eb613 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 01:55:18 +0800
Subject: [PATCH 59/96] chore: split AI & Data into AI & ML and Data & Science

AI & ML: AI and Agents, Machine Learning, Deep Learning, Computer Vision,
Natural Language Processing, Recommender Systems, Robotics.

Data & Science: Data Analysis, Data Validation, Data Visualization,
Geolocation, Science, Quantum Computing.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 website/build.py | 15 ++++++++++-----
 1 file changed, 10 insertions(+), 5 deletions(-)

diff --git a/website/build.py b/website/build.py
index 7901f4cd4..b19d65b76 100644
--- a/website/build.py
+++ b/website/build.py
@@ -35,19 +35,24 @@
         ],
     ),
     (
-        "AI & Data",
+        "AI & ML",
         [
             "AI and Agents",
-            "Data Analysis",
-            "Data Validation",
-            "Data Visualization",
             "Machine Learning",
             "Deep Learning",
             "Computer Vision",
             "Natural Language Processing",
-            "Geolocation",
             "Recommender Systems",
             "Robotics",
+        ],
+    ),
+    (
+        "Data & Science",
+        [
+            "Data Analysis",
+            "Data Validation",
+            "Data Visualization",
+            "Geolocation",
             "Science",
             "Quantum Computing",
         ],

From ac9b69a0b221bc688ca152c7cdcadc544f99d6a8 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 02:00:07 +0800
Subject: [PATCH 60/96] fix: reduce table padding on mobile for better
 centering and arrow visibility

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/static/style.css | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/website/static/style.css b/website/static/style.css
index 1a01501ed..6d687d2bb 100644
--- a/website/static/style.css
+++ b/website/static/style.css
@@ -535,10 +535,10 @@ th[data-sort].sort-asc::after {
   .controls { padding: 0 1.25rem 0.75rem; }
 
   .table thead th:first-child,
-  .table tbody td:first-child { padding-left: 1.25rem; }
+  .table tbody td:first-child { padding-left: 0.5rem; }
 
   .table thead th:last-child,
-  .table tbody td:last-child { padding-right: 1.25rem; }
+  .table tbody td:last-child { padding-right: 0.5rem; }
 
   .col-cat { display: none; }
   .col-name { white-space: normal; }

From fb2a693dbb89c2690e8e17c66e1bcacfe582e23b Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 02:05:34 +0800
Subject: [PATCH 61/96] fix: reduce number and arrow column widths on mobile
 for tighter table layout

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/static/style.css | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/website/static/style.css b/website/static/style.css
index 6d687d2bb..549473489 100644
--- a/website/static/style.css
+++ b/website/static/style.css
@@ -540,6 +540,8 @@ th[data-sort].sort-asc::after {
   .table thead th:last-child,
   .table tbody td:last-child { padding-right: 0.5rem; }
 
+  .col-num { width: 1.75rem; }
+  .col-arrow { width: 1.75rem; }
   .col-cat { display: none; }
   .col-name { white-space: normal; }
   .footer { padding: 1.25rem; justify-content: center; flex-wrap: wrap; }

From ca350ebaf9ddefb44811a1668626e7ac5762e75a Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 02:11:23 +0800
Subject: [PATCH 62/96] fix: use table-layout fixed on mobile to prevent column
 width inflation

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/static/style.css | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/website/static/style.css b/website/static/style.css
index 549473489..33bb382d3 100644
--- a/website/static/style.css
+++ b/website/static/style.css
@@ -534,14 +534,16 @@ th[data-sort].sort-asc::after {
   .hero { padding: 2rem 1.25rem 1rem; }
   .controls { padding: 0 1.25rem 0.75rem; }
 
+  .table { table-layout: fixed; }
+
   .table thead th:first-child,
   .table tbody td:first-child { padding-left: 0.5rem; }
 
   .table thead th:last-child,
   .table tbody td:last-child { padding-right: 0.5rem; }
 
-  .col-num { width: 1.75rem; }
-  .col-arrow { width: 1.75rem; }
+  .col-num { width: 2.5rem; }
+  .col-arrow { width: 2rem; }
   .col-cat { display: none; }
   .col-name { white-space: normal; }
   .footer { padding: 1.25rem; justify-content: center; flex-wrap: wrap; }

From e967722a5d14aea5501d85cf9d99c9ad81b82920 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 02:24:23 +0800
Subject: [PATCH 63/96] fix: improve mobile table layout with auto sizing and
 tighter spacing

Switch table-layout back to auto on mobile to let columns size naturally,
add uniform cell padding overrides, shrink num/arrow columns further,
pin stars column width, reduce edge padding, and left-align the number
column to avoid awkward right-aligned single digits.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/static/style.css | 26 +++++++++++++++++++-------
 1 file changed, 19 insertions(+), 7 deletions(-)

diff --git a/website/static/style.css b/website/static/style.css
index 33bb382d3..709fdcb2c 100644
--- a/website/static/style.css
+++ b/website/static/style.css
@@ -264,7 +264,7 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   width: 3rem;
   color: var(--text-muted);
   font-variant-numeric: tabular-nums;
-  text-align: right;
+  text-align: left;
 }
 
 .col-name {
@@ -534,18 +534,30 @@ th[data-sort].sort-asc::after {
   .hero { padding: 2rem 1.25rem 1rem; }
   .controls { padding: 0 1.25rem 0.75rem; }
 
-  .table { table-layout: fixed; }
+  .table { table-layout: auto; }
+
+  .table thead th,
+  .table tbody td {
+    padding-left: 0.5rem;
+    padding-right: 0.5rem;
+  }
 
   .table thead th:first-child,
-  .table tbody td:first-child { padding-left: 0.5rem; }
+  .table tbody td:first-child { padding-left: 0.25rem; }
 
   .table thead th:last-child,
-  .table tbody td:last-child { padding-right: 0.5rem; }
+  .table tbody td:last-child { padding-right: 0.25rem; }
+
+  .table thead th { font-size: var(--text-sm); }
 
-  .col-num { width: 2.5rem; }
-  .col-arrow { width: 2rem; }
+  .col-num { width: 2rem; }
+  .col-stars { width: 4.75rem; }
+  .col-arrow { width: 1.25rem; }
   .col-cat { display: none; }
-  .col-name { white-space: normal; }
+  .col-name {
+    width: auto;
+    white-space: normal;
+  }
   .footer { padding: 1.25rem; justify-content: center; flex-wrap: wrap; }
 }
 

From 40770518130ab661cfcb31638264ca0705432d03 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 02:29:07 +0800
Subject: [PATCH 64/96] docs: clarify VS Code Python extension entry name

Rename 'Python' to 'Python for VSCode' in the Editor Plugins section
to disambiguate the extension from the Python language itself.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 29ee6c913..517cad15e 100644
--- a/README.md
+++ b/README.md
@@ -519,7 +519,7 @@ _Libraries for downloading._
 - Visual Studio
   - [PTVS](https://github.com/Microsoft/PTVS) - Python Tools for Visual Studio.
 - Visual Studio Code
-  - [Python](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.
+  - [Python for VSCode](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.
 - IDE
   - [PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.
   - [spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE.

From 4ea3134ba322f9444c3cedd1bbea7c88054c4c73 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 02:36:40 +0800
Subject: [PATCH 65/96] fix: move group tag into category cell and hide on
 mobile
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- Relocate group tag from expand row to category column so it appears inline beside the category tag
- Add margin between stacked tags with .col-cat .tag + .tag spacing rule
- Remove fixed width from .col-cat; narrow .col-name from 35% to 30% to give category column room
- Hide .tag-group on screens ≤900px and widen .col-name to 50% to reclaim space

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/static/style.css     |  9 +++++++--
 website/templates/index.html | 10 ++++------
 2 files changed, 11 insertions(+), 8 deletions(-)

diff --git a/website/static/style.css b/website/static/style.css
index 709fdcb2c..13f9f0bf1 100644
--- a/website/static/style.css
+++ b/website/static/style.css
@@ -268,7 +268,7 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
 }
 
 .col-name {
-  width: 35%;
+  width: 30%;
   overflow-wrap: anywhere;
 }
 
@@ -439,10 +439,13 @@ th[data-sort].sort-asc::after {
 }
 
 .col-cat {
-  width: 13%;
   white-space: nowrap;
 }
 
+.col-cat .tag + .tag {
+  margin-left: 0.35rem;
+}
+
 /* === Last Commit Column === */
 .col-commit {
   width: 9rem;
@@ -528,6 +531,8 @@ th[data-sort].sort-asc::after {
 /* === Responsive === */
 @media (max-width: 900px) {
   .col-commit { display: none; }
+  .tag-group { display: none; }
+  .col-name { width: 50%; }
 }
 
 @media (max-width: 640px) {
diff --git a/website/templates/index.html b/website/templates/index.html
index 4a91ecb05..8569016ae 100644
--- a/website/templates/index.html
+++ b/website/templates/index.html
@@ -119,12 +119,15 @@ <h2 class="sr-only">Results</h2>
           <button class="tag" data-type="cat" data-value="{{ entry.category }}">
             {{ entry.category }}
           </button>
+          <button class="tag tag-group" data-type="group" data-value="{{ entry.group }}">
+            {{ entry.group }}
+          </button>
         </td>
         <td class="col-arrow"><span class="arrow">&rarr;</span></td>
       </tr>
       <tr class="expand-row" id="expand-{{ loop.index }}">
         <td></td>
-        <td colspan="3">
+        <td colspan="4">
           <div class="expand-content">
             {% if entry.description %}
             <div class="expand-desc">{{ entry.description | safe }}</div>
@@ -153,11 +156,6 @@ <h2 class="sr-only">Results</h2>
             </div>
           </div>
         </td>
-        <td class="col-cat">
-          <button class="tag" data-type="group" data-value="{{ entry.group }}">
-            {{ entry.group }}
-          </button>
-        </td>
         <td></td>
       </tr>
       {% endfor %}

From 716464e726ea7bf462a4b994335c51f3f5b8b405 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Thu, 19 Mar 2026 02:41:56 +0800
Subject: [PATCH 66/96] fix: improve CSS polish with active states, font
 smoothing, and text wrapping

Add active-state press feedback (scale transform) to buttons, filter clear,
and tags. Add moz-osx-font-smoothing for consistent antialiasing on Firefox/Mac.
Apply text-wrap: balance to headings and text-wrap: pretty to body text and
expanded row descriptions. Add text-underline-offset to links and highlight
active table rows with bg-hover.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/static/style.css | 19 ++++++++++++++++++-
 1 file changed, 18 insertions(+), 1 deletion(-)

diff --git a/website/static/style.css b/website/static/style.css
index 13f9f0bf1..8f86f881d 100644
--- a/website/static/style.css
+++ b/website/static/style.css
@@ -38,9 +38,10 @@ body {
   display: flex;
   flex-direction: column;
   -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
 }
 
-a { color: var(--accent); text-decoration: none; }
+a { color: var(--accent); text-decoration: none; text-underline-offset: 0.15em; }
 a:hover { color: var(--accent-hover); text-decoration: underline; }
 
 /* === Skip Link === */
@@ -92,6 +93,10 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   text-decoration: none;
 }
 
+.hero-submit:active {
+  transform: scale(0.97);
+}
+
 .hero-submit:focus-visible {
   outline: 2px solid var(--accent);
   outline-offset: 2px;
@@ -103,6 +108,7 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   font-weight: 400;
   letter-spacing: -0.01em;
   line-height: 1.1;
+  text-wrap: balance;
   color: var(--accent);
   margin-bottom: 0.75rem;
 }
@@ -112,6 +118,7 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   color: var(--text-secondary);
   line-height: 1.6;
   margin-bottom: 0.5rem;
+  text-wrap: pretty;
 }
 
 .hero-sub a { color: var(--text-secondary); font-weight: 600; }
@@ -194,6 +201,10 @@ a:hover { color: var(--accent-hover); text-decoration: underline; }
   transition: border-color 0.15s, color 0.15s;
 }
 
+.filter-clear:active {
+  transform: scale(0.97);
+}
+
 .filter-clear:hover {
   border-color: var(--text-muted);
   color: var(--text);
@@ -342,6 +353,7 @@ th[data-sort].sort-asc::after {
 
 /* === Row Click === */
 .row { cursor: pointer; }
+.row:active td { background: var(--bg-hover); }
 
 .row:focus-visible td {
   outline: none;
@@ -385,6 +397,7 @@ th[data-sort].sort-asc::after {
   font-size: var(--text-sm);
   color: var(--text-secondary);
   line-height: 1.6;
+  text-wrap: pretty;
   animation: expand-in 0.2s cubic-bezier(0.25, 1, 0.5, 1);
 }
 
@@ -475,6 +488,10 @@ th[data-sort].sort-asc::after {
   inset: -0.5rem -0.25rem;
 }
 
+.tag:active {
+  transform: scale(0.95);
+}
+
 .tag:hover {
   background: var(--tag-hover-bg);
   color: var(--accent);

From 7baa8875893d755282b2a5d586e3c33a02ea6dc0 Mon Sep 17 00:00:00 2001
From: Jinyang <jinyang.wang27@outlook.com>
Date: Thu, 19 Mar 2026 09:51:28 +0400
Subject: [PATCH 67/96] remove bcbio-nextgen

---
 README.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/README.md b/README.md
index 517cad15e..5fac645bb 100644
--- a/README.md
+++ b/README.md
@@ -914,7 +914,6 @@ _Libraries for scientific computing. Also see [Python-for-Scientists](https://gi
 
 - [astropy](https://github.com/astropy/astropy) - A community Python library for Astronomy.
 - [bcbb](https://github.com/chapmanb/bcbb) - Collection of useful code related to biological analysis.
-- [bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - Providing best-practice pipelines for fully automated high throughput sequencing analysis.
 - [biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation.
 - [cclib](https://github.com/cclib/cclib) - A library for parsing and interpreting the results of computational chemistry packages.
 - [colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms.

From c5376618b8678e1fe515de3f82166019b8ab06f3 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Fri, 20 Mar 2026 16:54:28 +0800
Subject: [PATCH 68/96] docs: update Environment and Package Management entries

- Move pyenv-win as sub-entry under pyenv
- Add uv to Environment Management
- Remove pip-tools sub-entry from pip
- Add pipx and mamba entries
- Remove hatch entry
- Update uv description in Package Management

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 5fac645bb..ca696acd6 100644
--- a/README.md
+++ b/README.md
@@ -541,9 +541,10 @@ _Libraries for sending and parsing email._
 
 _Libraries for Python version and virtual environment management._
 
-- [pyenv-win](https://github.com/pyenv-win/pyenv-win) - Pyenv for Windows, Simple Python version management.
 - [pyenv](https://github.com/pyenv/pyenv) - Simple Python version management.
+  - [pyenv-win](https://github.com/pyenv-win/pyenv-win) - Pyenv for Windows, Simple Python version management.
 - [virtualenv](https://github.com/pypa/virtualenv) - A tool to create isolated Python environments.
+- [uv](https://github.com/astral-sh/uv) - An extremely fast Python version, package and project manager, written in Rust.
 
 ## File Manipulation
 
@@ -809,11 +810,11 @@ _Libraries that implement Object-Relational Mapping or data mapping techniques._
 _Libraries for package and dependency management._
 
 - [pip](https://github.com/pypa/pip) - The package installer for Python.
-  - [pip-tools](https://github.com/jazzband/pip-tools) - A set of tools to keep your pinned Python dependencies fresh.
+- [pipx](https://github.com/pypa/pipx) - Install and Run Python Applications in Isolated Environments. Like `npx` in Node.js.
 - [conda](https://github.com/conda/conda/) - Cross-platform, Python-agnostic binary package manager.
-- [hatch](https://github.com/pypa/hatch) - Modern, extensible Python project management.
+- [mamba](https://github.com/mamba-org/mamba) - A reimplementation of the `conda` package manager in C++.
 - [poetry](https://github.com/sdispater/poetry) - Python dependency management and packaging made easy.
-- [uv](https://github.com/astral-sh/uv) - An extremely fast Python package and project manager, written in Rust.
+- [uv](https://github.com/astral-sh/uv) - An extremely fast Python version, package and project manager, written in Rust.
 
 ## Package Repositories
 

From 18011f86f3e9a723ac2c450f00f1647d9653db99 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Fri, 20 Mar 2026 17:02:22 +0800
Subject: [PATCH 69/96] feat: merge duplicate entries across multiple
 categories

Entries appearing in more than one category were previously emitted as
separate rows. They are now deduplicated in build.py by URL, collecting
all category and group names into lists.

The template encodes those lists as pipe-delimited data attributes
(data-cats, data-groups) and renders a tag button per category.
The JS filter is updated to split on '||' and check for membership,
so clicking any category tag correctly shows the merged row.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 website/build.py             | 27 ++++++++++++++++++++-------
 website/static/main.js       |  3 ++-
 website/templates/index.html | 14 ++++++++------
 3 files changed, 30 insertions(+), 14 deletions(-)

diff --git a/website/build.py b/website/build.py
index b19d65b76..a2bf34a1b 100644
--- a/website/build.py
+++ b/website/build.py
@@ -243,29 +243,42 @@ def extract_entries(
     categories: list[dict],
     groups: list[dict],
 ) -> list[dict]:
-    """Flatten categories into individual library entries for table display."""
+    """Flatten categories into individual library entries for table display.
+
+    Entries appearing in multiple categories are merged into a single entry
+    with lists of categories and groups.
+    """
     cat_to_group: dict[str, str] = {}
     for group in groups:
         for cat in group["categories"]:
             cat_to_group[cat["name"]] = group["name"]
 
+    seen: dict[str, dict] = {}  # url -> entry
     entries: list[dict] = []
     for cat in categories:
         group_name = cat_to_group.get(cat["name"], "Other")
         for entry in cat["entries"]:
-            entries.append(
-                {
+            url = entry["url"]
+            if url in seen:
+                existing = seen[url]
+                if cat["name"] not in existing["categories"]:
+                    existing["categories"].append(cat["name"])
+                if group_name not in existing["groups"]:
+                    existing["groups"].append(group_name)
+            else:
+                merged = {
                     "name": entry["name"],
-                    "url": entry["url"],
+                    "url": url,
                     "description": entry["description"],
-                    "category": cat["name"],
-                    "group": group_name,
+                    "categories": [cat["name"]],
+                    "groups": [group_name],
                     "stars": None,
                     "owner": None,
                     "last_commit_at": None,
                     "also_see": entry["also_see"],
                 }
-            )
+                seen[url] = merged
+                entries.append(merged)
     return entries
 
 
diff --git a/website/static/main.js b/website/static/main.js
index ed04a5578..9c7b1595e 100644
--- a/website/static/main.js
+++ b/website/static/main.js
@@ -59,7 +59,8 @@ function applyFilters() {
 
     // Category/group filter
     if (activeFilter) {
-      show = row.dataset[activeFilter.type] === activeFilter.value;
+      var attr = activeFilter.type === 'cat' ? row.dataset.cats : row.dataset.groups;
+      show = attr ? attr.split('||').indexOf(activeFilter.value) !== -1 : false;
     }
 
     // Text search
diff --git a/website/templates/index.html b/website/templates/index.html
index 8569016ae..9e8b25d12 100644
--- a/website/templates/index.html
+++ b/website/templates/index.html
@@ -84,8 +84,8 @@ <h2 class="sr-only">Results</h2>
       <tr
         class="row"
         role="button"
-        data-cat="{{ entry.category }}"
-        data-group="{{ entry.group }}"
+        data-cats="{{ entry.categories | join('||') }}"
+        data-groups="{{ entry.groups | join('||') }}"
         tabindex="0"
         aria-expanded="false"
         aria-controls="expand-{{ loop.index }}"
@@ -116,11 +116,13 @@ <h2 class="sr-only">Results</h2>
           >{% else %}&mdash;{% endif %}
         </td>
         <td class="col-cat">
-          <button class="tag" data-type="cat" data-value="{{ entry.category }}">
-            {{ entry.category }}
+          {% for cat in entry.categories %}
+          <button class="tag" data-type="cat" data-value="{{ cat }}">
+            {{ cat }}
           </button>
-          <button class="tag tag-group" data-type="group" data-value="{{ entry.group }}">
-            {{ entry.group }}
+          {% endfor %}
+          <button class="tag tag-group" data-type="group" data-value="{{ entry.groups[0] }}">
+            {{ entry.groups[0] }}
           </button>
         </td>
         <td class="col-arrow"><span class="arrow">&rarr;</span></td>

From c0fc30cec69f9ff5beb50128a050032d5327906d Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Fri, 20 Mar 2026 17:27:40 +0800
Subject: [PATCH 70/96] docs: add new entries and reorganize existing ones
 across multiple categories

Adds new library entries: autogen, crewai, dspy, smolagents (AI/Agents),
invoke (Build Tools), django-cms (CMS), bandit (Code Analysis), gradio
(Data Visualization), chromadb (Database), pre-commit (DevOps), aiohttp
(HTTP), dagster (Job Scheduler), catboost, lightgbm (Machine Learning),
tortoise-orm (ORM), msgpack (Serialization), nox, playwright (Testing),
and py-sdl2 (Game Dev).

Removes stale or low-quality entries: howdoi, try, cuisine, django-schedule,
plan, gym, metrics, pydal, fastFM, tensorrec, mamba (testing), toonify.

Fixes alphabetical ordering for uv/virtualenv, pip/pipx, py-sdl2/pygame.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 42 ++++++++++++++++++++++++------------------
 1 file changed, 24 insertions(+), 18 deletions(-)

diff --git a/README.md b/README.md
index ca696acd6..5b0492e2a 100644
--- a/README.md
+++ b/README.md
@@ -109,13 +109,17 @@ _Libraries for administrative interfaces._
 _Libraries for building AI applications, LLM integrations, and autonomous agents._
 
 - [agno](https://github.com/agno-agi/agno) - Open-source Python library for building AI agents and agentic systems.
+- [autogen](https://github.com/microsoft/autogen) - A programming framework for building agentic AI applications.
 - [autoresearch](https://github.com/karpathy/autoresearch) - AI agents running autonomous research experiments on single-GPU LLM training.
+- [crewai](https://github.com/crewAIInc/crewAI) - A framework for orchestrating role-playing autonomous AI agents for collaborative task solving.
+- [dspy](https://github.com/stanfordnlp/dspy) - A framework for programming, not prompting, language models.
 - [instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic.
 - [langchain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability.
 - [llama_index](https://github.com/run-llama/llama_index) - A data framework for your LLM application.
 - [praisonai](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows.
 - [pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas.
 - [ragflow](https://github.com/infiniflow/ragflow) - An open-source RAG engine for document understanding and question answering with LLMs.
+- [smolagents](https://github.com/huggingface/smolagents) - A lightweight library for building agents that reason and act through code.
 
 ## Algorithms and Design Patterns
 
@@ -194,6 +198,7 @@ _Compile software from source code._
 
 - [bitbake](https://github.com/openembedded/bitbake) - A make-like build tool for embedded Linux.
 - [buildout](https://github.com/buildout/buildout) - A build system for creating, assembling and deploying applications from multiple parts.
+- [invoke](https://github.com/pyinvoke/invoke) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
 - [platformio](https://github.com/platformio/platformio-core) - A console tool to build code with different development platforms.
 - [pybuilder](https://github.com/pybuilder/pybuilder) - A continuous build tool written in pure Python.
 - [scons](https://github.com/SCons/scons) - A software construction tool.
@@ -210,6 +215,7 @@ _Libraries for enhancing Python built-in classes._
 
 _Content Management Systems._
 
+- [django-cms](https://github.com/django-cms/django-cms) - The easy-to-use and developer-friendly enterprise CMS powered by Django.
 - [feincms](https://github.com/feincms/feincms) - One of the most advanced Content Management Systems built on Django.
 - [indico](https://github.com/indico/indico) - A feature-rich event management system, made @ [CERN](https://en.wikipedia.org/wiki/CERN).
 - [wagtail](https://github.com/wagtail/wagtail) - A Django content management system.
@@ -236,6 +242,7 @@ _Tools of static analysis, linters and code quality checkers. Also see [awesome-
   - [prospector](https://github.com/PyCQA/prospector) - A tool to analyze Python code.
   - [vulture](https://github.com/jendrikseipp/vulture) - A tool for finding and analyzing dead Python code.
 - Code Linters
+  - [bandit](https://github.com/PyCQA/bandit) - A tool designed to find common security issues in Python code.
   - [flake8](https://github.com/PyCQA/flake8) - A wrapper around `pycodestyle`, `pyflakes` and McCabe.
     - [awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions)
   - [pylint](https://github.com/pylint-dev/pylint) - A fully customizable source code analyzer.
@@ -283,12 +290,9 @@ _Useful CLI-based tools for productivity._
   - [cookiecutter](https://github.com/cookiecutter/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates).
   - [copier](https://github.com/copier-org/copier) - A library and command-line utility for rendering projects templates.
   - [doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal.
-  - [howdoi](https://github.com/gleitz/howdoi) - Instant coding answers via the command line.
-  - [invoke](https://github.com/pyinvoke/invoke) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
   - [fpp](https://github.com/facebook/PathPicker) - Select files out of bash output.
   - [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command.
   - [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
-  - [try](https://github.com/timofurrer/try) - A dead simple CLI to try out python packages - it's never been easier.
 - CLI Enhancements
   - [httpie](https://github.com/httpie/cli) - A command line HTTP client, a user-friendly cURL replacement.
   - [iredis](https://github.com/laixintao/iredis) - Redis CLI with autocompletion and syntax highlighting.
@@ -355,6 +359,7 @@ _Libraries for visualizing data. Also see [awesome-javascript](https://github.co
 - [bqplot](https://github.com/bloomberg/bqplot) - Interactive Plotting Library for the Jupyter Notebook.
 - [cartopy](https://github.com/SciTools/cartopy) - A cartographic python library with matplotlib support.
 - [diagrams](https://github.com/mingrammer/diagrams) - Diagram as Code.
+- [gradio](https://github.com/gradio-app/gradio) - Build and share machine learning apps, all in Python.
 - [matplotlib](https://github.com/matplotlib/matplotlib) - A Python 2D plotting library.
 - [plotly](https://github.com/plotly/plotly.py) - Interactive graphing library for Python.
 - [plotnine](https://github.com/has2k1/plotnine) - A grammar of graphics for Python based on ggplot2.
@@ -370,6 +375,7 @@ _Libraries for visualizing data. Also see [awesome-javascript](https://github.co
 
 _Databases implemented in Python._
 
+- [chromadb](https://github.com/chroma-core/chroma) - An open-source embedding database for building AI applications with embeddings and semantic search.
 - [duckdb](https://github.com/duckdb/duckdb) - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads.
 - [pickledb](https://github.com/patx/pickledb) - A simple and lightweight key-value store for Python.
 - [tinydb](https://github.com/msiemens/tinydb) - A tiny, document-oriented database.
@@ -451,12 +457,13 @@ _Software and libraries for DevOps._
   - [pyinfra](https://github.com/pyinfra-dev/pyinfra) - A versatile CLI tools and python libraries to automate infrastructure.
   - [saltstack](https://github.com/saltstack/salt) - Infrastructure automation and management system.
 - SSH-style Deployment
-  - [cuisine](https://github.com/sebastien/cuisine) - Chef-like functionality for Fabric.
   - [fabric](https://github.com/fabric/fabric) - A simple, Pythonic tool for remote execution and deployment.
 - Process Management
   - [supervisor](https://github.com/Supervisor/supervisor) - Supervisor process control system for UNIX.
 - Monitoring
   - [psutil](https://github.com/giampaolo/psutil) - A cross-platform process and system utilities module.
+- Git Hooks
+  - [pre-commit](https://github.com/pre-commit/pre-commit) - A framework for managing and maintaining multi-language pre-commit hooks.
 - Backup
   - [borg](https://github.com/borgbackup/borg) - A deduplicating archiver with compression and encryption.
 - Chaos Engineering
@@ -543,8 +550,8 @@ _Libraries for Python version and virtual environment management._
 
 - [pyenv](https://github.com/pyenv/pyenv) - Simple Python version management.
   - [pyenv-win](https://github.com/pyenv-win/pyenv-win) - Pyenv for Windows, Simple Python version management.
-- [virtualenv](https://github.com/pypa/virtualenv) - A tool to create isolated Python environments.
 - [uv](https://github.com/astral-sh/uv) - An extremely fast Python version, package and project manager, written in Rust.
+- [virtualenv](https://github.com/pypa/virtualenv) - A tool to create isolated Python environments.
 
 ## File Manipulation
 
@@ -607,9 +614,9 @@ _Awesome game development libraries._
 - [cocos](https://github.com/los-cocos/cocos) - A framework for building 2D games, demos, and other graphical/interactive applications.
 - [harfang3d](https://github.com/harfang3d/harfang3d) - Python framework for 3D, VR and game development.
 - [panda3d](https://github.com/panda3d/panda3d) - 3D game engine developed by Disney.
+- [py-sdl2](https://github.com/py-sdl/py-sdl2) - A ctypes based wrapper for the SDL2 library.
 - [pygame](https://github.com/pygame/pygame) - Pygame is a set of Python modules designed for writing games.
 - [pyopengl](https://github.com/mcfletch/pyopengl) - Python ctypes bindings for OpenGL and it's related APIs.
-- [py-sdl2](https://github.com/py-sdl/py-sdl2) - A ctypes based wrapper for the SDL2 library.
 - [renpy](https://github.com/renpy/renpy) - A Visual Novel engine.
 
 ## Geolocation
@@ -642,6 +649,7 @@ _Libraries for working with HTML and XML._
 
 _Libraries for working with HTTP._
 
+- [aiohttp](https://github.com/aio-libs/aiohttp) - Asynchronous HTTP client/server framework for asyncio and Python.
 - [httpx](https://github.com/encode/httpx) - A next generation HTTP client for Python.
 - [requests](https://github.com/psf/requests) - HTTP Requests for Humans.
 - [treq](https://github.com/twisted/treq) - Python requests like API built on top of Twisted's HTTP client.
@@ -706,10 +714,9 @@ _Libraries for scheduling jobs._
 
 - [airflow](https://github.com/apache/airflow) - Airflow is a platform to programmatically author, schedule and monitor workflows.
 - [apscheduler](https://github.com/agronholm/apscheduler) - A light but powerful in-process task scheduler that lets you schedule functions.
-- [django-schedule](https://github.com/thauber/django-schedule) - A calendaring app for Django.
+- [dagster](https://github.com/dagster-io/dagster) - An orchestration platform for the development, production, and observation of data assets.
 - [doit](https://github.com/pydoit/doit) - A task runner and build tool.
 - [joblib](https://github.com/joblib/joblib) - A set of tools to provide lightweight pipelining in Python.
-- [plan](https://github.com/fengsp/plan) - Writing crontab file in Python like a charm.
 - [prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
 - [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
 - [SpiffWorkflow](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
@@ -729,11 +736,11 @@ _Libraries for generating and working with logs._
 
 _Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python)._
 
+- [catboost](https://github.com/catboost/catboost) - A fast, scalable, high performance gradient boosting on decision trees library.
 - [diffusers](https://github.com/huggingface/diffusers) - A library that provides pretrained diffusion models for generating and editing images, audio, and video.
 - [feature_engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
-- [gym](https://github.com/openai/gym) - A toolkit for developing and comparing reinforcement learning algorithms.
 - [h2o](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
-- [metrics](https://github.com/benhamner/Metrics) - Machine learning evaluation metrics.
+- [lightgbm](https://github.com/microsoft/LightGBM) - A fast, distributed, high performance gradient boosting framework.
 - [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
 - [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
 - [rasa](https://github.com/RasaHQ/rasa) - An open-source machine learning framework for automated text and voice-based conversations.
@@ -797,8 +804,8 @@ _Libraries that implement Object-Relational Mapping or data mapping techniques._
   - [dataset](https://github.com/pudo/dataset) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
   - [peewee](https://github.com/coleifer/peewee) - A small, expressive ORM.
   - [pony](https://github.com/ponyorm/pony/) - ORM that provides a generator-oriented interface to SQL.
-  - [pydal](https://github.com/web2py/pydal/) - A pure Python Database Abstraction Layer.
   - [sqlmodel](https://github.com/fastapi/sqlmodel) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.
+  - [tortoise-orm](https://github.com/tortoise/tortoise-orm) - An easy-to-use asyncio ORM inspired by Django, with relations support.
 - NoSQL Databases
   - [beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
   - [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
@@ -809,10 +816,10 @@ _Libraries that implement Object-Relational Mapping or data mapping techniques._
 
 _Libraries for package and dependency management._
 
-- [pip](https://github.com/pypa/pip) - The package installer for Python.
-- [pipx](https://github.com/pypa/pipx) - Install and Run Python Applications in Isolated Environments. Like `npx` in Node.js.
 - [conda](https://github.com/conda/conda/) - Cross-platform, Python-agnostic binary package manager.
 - [mamba](https://github.com/mamba-org/mamba) - A reimplementation of the `conda` package manager in C++.
+- [pip](https://github.com/pypa/pip) - The package installer for Python.
+- [pipx](https://github.com/pypa/pipx) - Install and Run Python Applications in Isolated Environments. Like `npx` in Node.js.
 - [poetry](https://github.com/sdispater/poetry) - Python dependency management and packaging made easy.
 - [uv](https://github.com/astral-sh/uv) - An extremely fast Python version, package and project manager, written in Rust.
 
@@ -862,12 +869,10 @@ _Libraries for quantum computing._
 _Libraries for building recommender systems._
 
 - [annoy](https://github.com/spotify/annoy) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.
-- [fastFM](https://github.com/ibayer/fastFM) - A library for Factorization Machines.
 - [implicit](https://github.com/benfred/implicit) - A fast Python implementation of collaborative filtering for implicit datasets.
 - [lightfm](https://github.com/lyst/lightfm) - A Python implementation of a number of popular recommendation algorithms.
-- [spotlight](https://github.com/maciejkula/spotlight) - Deep recommender models using PyTorch.
 - [scikit-surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
-- [tensorrec](https://github.com/jfkirk/tensorrec) - A Recommendation Engine Framework in TensorFlow.
+- [spotlight](https://github.com/maciejkula/spotlight) - Deep recommender models using PyTorch.
 
 ## Refactoring
 
@@ -950,10 +955,10 @@ _Libraries and software for indexing and performing search queries on data._
 _Libraries for serializing complex data types._
 
 - [marshmallow](https://github.com/marshmallow-code/marshmallow) - A lightweight library for converting complex objects to and from simple Python datatypes.
+- [msgpack](https://github.com/msgpack/msgpack-python) - MessagePack serializer implementation for Python.
 - [orjson](https://github.com/ijl/orjson) - Fast, correct JSON library.
 - [pysimdjson](https://github.com/TkTech/pysimdjson) - A Python bindings for [simdjson](https://github.com/lemire/simdjson).
 - [python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson).
-- [toonify](https://github.com/ScrapeGraphAI/toonify) - A compact, human-readable serialization format that reduces LLM token usage by 30-60% compared to JSON.
 - [ultrajson](https://github.com/esnme/ultrajson) - A fast JSON decoder and encoder written in C with Python bindings.
 
 ## Serverless Frameworks
@@ -1047,10 +1052,11 @@ _Libraries for testing codebases and generating test data._
   - [unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework.
 - Test Runners
   - [green](https://github.com/CleanCut/green) - A clean, colorful test runner.
-  - [mamba](https://github.com/nestorsalceda/mamba) - The definitive testing tool for Python. Born under the banner of BDD.
+  - [nox](https://github.com/wntrblm/nox) - Flexible test automation for Python.
   - [tox](https://github.com/tox-dev/tox) - Auto builds and tests distributions in multiple Python versions
 - GUI / Web Testing
   - [locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python.
+  - [playwright](https://github.com/microsoft/playwright-python) - Python version of the Playwright testing and automation library.
   - [pyautogui](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
   - [schemathesis](https://github.com/kiwicom/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
   - [selenium](https://github.com/SeleniumHQ/selenium) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/).

From dd3394963d7504d7513d7396407bf86ac6689eaa Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Fri, 20 Mar 2026 17:41:11 +0800
Subject: [PATCH 71/96] refactor: consolidate and reorganize categories for
 clarity

- Merge ASGI Servers and WSGI Servers into a single Web Servers section
- Merge RESTful API and GraphQL into Web APIs section
- Move Permissions entries under Authentication as a subsection
- Move Refactoring entries under Code Analysis as a subsection
- Move Serverless Frameworks entries under DevOps as a subsection
- Move Shell (xonsh) under CLI Tools
- Move Internationalization (babel) under Text Processing
- Move Robotics (PythonRobotics) under Science
- Remove standalone Internationalization, Permissions, Refactoring, Serverless Frameworks, Shell, Robotics, and GraphQL sections
- Fix capitalization in TOC entries (Penetration Testing, Framework Agnostic)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 106 +++++++++++++++++-------------------------------------
 1 file changed, 32 insertions(+), 74 deletions(-)

diff --git a/README.md b/README.md
index 5b0492e2a..b661619a6 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,7 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 - [Admin Panels](#admin-panels)
 - [AI and Agents](#ai-and-agents)
 - [Algorithms and Design Patterns](#algorithms-and-design-patterns)
-- [ASGI Servers](#asgi-servers)
+- [Web Servers](#web-servers)
 - [Asynchronous Programming](#asynchronous-programming)
 - [Audio](#audio)
 - [Authentication](#authentication)
@@ -50,7 +50,6 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 - [Image Processing](#image-processing)
 - [Implementations](#implementations)
 - [Interactive Interpreter](#interactive-interpreter)
-- [Internationalization](#internationalization)
 - [Job Scheduler](#job-scheduler)
 - [Logging](#logging)
 - [Machine Learning](#machine-learning)
@@ -60,20 +59,15 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 - [ORM](#orm)
 - [Package Management](#package-management)
 - [Package Repositories](#package-repositories)
-- [Penetration testing](#penetration-testing)
-- [Permissions](#permissions)
+- [Penetration Testing](#penetration-testing)
 - [Processes](#processes)
 - [Quantum Computing](#quantum-computing)
 - [Recommender Systems](#recommender-systems)
-- [Refactoring](#refactoring)
-- [RESTful API](#restful-api)
-- [Robotics](#robotics)
+- [Web APIs](#web-apis)
 - [RPC Servers](#rpc-servers)
 - [Science](#science)
 - [Search](#search)
 - [Serialization](#serialization)
-- [Serverless Frameworks](#serverless-frameworks)
-- [Shell](#shell)
 - [Specific Formats Processing](#specific-formats-processing)
 - [Static Site Generator](#static-site-generator)
 - [Task Queues](#task-queues)
@@ -87,7 +81,6 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 - [Web Crawling](#web-crawling)
 - [Web Frameworks](#web-frameworks)
 - [WebSocket](#websocket)
-- [WSGI Servers](#wsgi-servers)
 
 ---
 
@@ -135,14 +128,20 @@ _Python implementation of data structures, algorithms and design patterns. Also
   - [python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python.
   - [transitions](https://github.com/pytransitions/transitions) - A lightweight, object-oriented finite state machine implementation.
 
-## ASGI Servers
+## Web Servers
 
-_[ASGI](https://asgi.readthedocs.io/en/latest/)-compatible web servers._
+_ASGI and WSGI compatible web servers._
 
-- [daphne](https://github.com/django/daphne) - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.
-- [granian](https://github.com/emmett-framework/granian) - A Rust HTTP server for Python applications built on top of Hyper and Tokio, supporting WSGI/ASGI/RSGI.
-- [hypercorn](https://github.com/pgjones/hypercorn) - An ASGI and WSGI Server based on Hyper libraries and inspired by Gunicorn.
-- [uvicorn](https://github.com/encode/uvicorn) - A lightning-fast ASGI server implementation, using uvloop and httptools.
+- ASGI
+  - [daphne](https://github.com/django/daphne) - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.
+  - [granian](https://github.com/emmett-framework/granian) - A Rust HTTP server for Python applications built on top of Hyper and Tokio, supporting WSGI/ASGI/RSGI.
+  - [hypercorn](https://github.com/pgjones/hypercorn) - An ASGI and WSGI Server based on Hyper libraries and inspired by Gunicorn.
+  - [uvicorn](https://github.com/encode/uvicorn) - A lightning-fast ASGI server implementation, using uvloop and httptools.
+- WSGI
+  - [gunicorn](https://github.com/benoitc/gunicorn) - Pre-forked, ported from Ruby's Unicorn project.
+  - [uwsgi](https://github.com/unbit/uwsgi) - A project aims at developing a full stack for building hosting services, written in C.
+  - [waitress](https://github.com/Pylons/waitress) - Multi-threaded, powers Pyramid.
+  - [werkzeug](https://github.com/pallets/werkzeug) - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
 
 ## Asynchronous Programming
 
@@ -191,6 +190,9 @@ _Libraries for implementing authentication schemes._
 - JWT
   - [pyjwt](https://github.com/jpadilla/pyjwt) - JSON Web Token implementation in Python.
   - [python-jose](https://github.com/mpdavis/python-jose/) - A JOSE implementation in Python.
+- Permissions
+  - [django-guardian](https://github.com/django-guardian/django-guardian) - Implementation of per object permissions for Django 1.2+
+  - [django-rules](https://github.com/dfunckt/django-rules) - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
 
 ## Build Tools
 
@@ -256,6 +258,9 @@ _Tools of static analysis, linters and code quality checkers. Also see [awesome-
   - [pyre-check](https://github.com/facebook/pyre-check) - Performant type checking.
   - [ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker and language server.
   - [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
+- Refactoring
+  - [bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
+  - [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
 - Static Type Annotations Generators
   - [monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
   - [pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations.
@@ -293,6 +298,7 @@ _Useful CLI-based tools for productivity._
   - [fpp](https://github.com/facebook/PathPicker) - Select files out of bash output.
   - [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command.
   - [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
+  - [xonsh](https://github.com/xonsh/xonsh/) - A Python-powered shell. Full-featured and cross-platform.
 - CLI Enhancements
   - [httpie](https://github.com/httpie/cli) - A command line HTTP client, a user-friendly cURL replacement.
   - [iredis](https://github.com/laixintao/iredis) - Redis CLI with autocompletion and syntax highlighting.
@@ -466,6 +472,9 @@ _Software and libraries for DevOps._
   - [pre-commit](https://github.com/pre-commit/pre-commit) - A framework for managing and maintaining multi-language pre-commit hooks.
 - Backup
   - [borg](https://github.com/borgbackup/borg) - A deduplicating archiver with compression and encryption.
+- Serverless
+  - [python-lambda](https://github.com/nficano/python-lambda) - A toolkit for developing and deploying Python code in AWS Lambda.
+  - [zappa](https://github.com/zappa/Zappa) - A tool for deploying WSGI applications on AWS Lambda and API Gateway.
 - Chaos Engineering
   - [chaostoolkit](https://github.com/chaostoolkit/chaostoolkit) - A Chaos Engineering toolkit & Orchestration for Developers.
 
@@ -599,13 +608,6 @@ _Libraries for working with graphical user interface applications._
 - [urwid](https://github.com/urwid/urwid) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
 - [wxPython](https://github.com/wxWidgets/Phoenix) - A blending of the wxWidgets C++ class library with the Python.
 
-## GraphQL
-
-_Libraries for working with GraphQL._
-
-- [graphene](https://github.com/graphql-python/graphene/) - GraphQL framework for Python.
-- [strawberry-django](https://github.com/strawberry-graphql/strawberry-django) - Strawberry GraphQL integration with Django.
-
 ## Game Development
 
 _Awesome game development libraries._
@@ -702,12 +704,6 @@ _Interactive Python interpreters (REPL)._
 - [marimo](https://github.com/marimo-team/marimo) - Transform data and train models, feels like a next-gen notebook, stored as Git-friendly Python.
 - [ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
 
-## Internationalization
-
-_Libraries for working with i18n._
-
-- [babel](https://github.com/python-babel/babel) - An internationalization library for Python.
-
 ## Job Scheduler
 
 _Libraries for scheduling jobs._
@@ -840,13 +836,6 @@ _Frameworks and tools for penetration testing._
 - [sherlock](https://github.com/sherlock-project/sherlock) - Hunt down social media accounts by username across social networks.
 - [sqlmap](https://github.com/sqlmapproject/sqlmap) - Automatic SQL injection and database takeover tool.
 
-## Permissions
-
-_Libraries that allow or deny users access to data or functionality._
-
-- [django-guardian](https://github.com/django-guardian/django-guardian) - Implementation of per object permissions for Django 1.2+
-- [django-rules](https://github.com/dfunckt/django-rules) - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
-
 ## Processes
 
 _Libraries for starting and communicating with OS processes._
@@ -874,39 +863,28 @@ _Libraries for building recommender systems._
 - [scikit-surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
 - [spotlight](https://github.com/maciejkula/spotlight) - Deep recommender models using PyTorch.
 
-## Refactoring
-
-_Refactoring tools and libraries for Python._
+## Web APIs
 
-- [bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
-- [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
-
-## RESTful API
-
-_Libraries for building RESTful APIs._
+_Libraries for building RESTful and GraphQL APIs._
 
 - Django
   - [django-rest-framework](https://github.com/encode/django-rest-framework) - A powerful and flexible toolkit to build web APIs.
   - [django-tastypie](https://github.com/django-tastypie/django-tastypie) - Creating delicious APIs for Django apps.
+  - [strawberry-django](https://github.com/strawberry-graphql/strawberry-django) - Strawberry GraphQL integration with Django.
 - Flask
   - [eve](https://github.com/pyeve/eve) - REST API framework powered by Flask, MongoDB and good intentions.
   - [flask-api](https://github.com/flask-api/flask-api) - Browsable Web APIs for Flask.
   - [flask-restful](https://github.com/flask-restful/flask-restful) - Quickly building REST APIs for Flask.
 - Pyramid
   - [cornice](https://github.com/Cornices/cornice) - A RESTful framework for Pyramid.
-- Framework agnostic
+- Framework Agnostic
   - [falcon](https://github.com/falconry/falcon) - A high-performance framework for building cloud APIs and web app backends.
   - [fastapi](https://github.com/tiangolo/fastapi) - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
+  - [graphene](https://github.com/graphql-python/graphene/) - GraphQL framework for Python.
   - [hug](https://github.com/hugapi/hug) - A Python 3 framework for cleanly exposing APIs.
   - [sandman2](https://github.com/jeffknupp/sandman2) - Automated REST APIs for existing database-driven systems.
   - [sanic](https://github.com/sanic-org/sanic) - A Python 3.6+ web server and web framework that's written to go fast.
 
-## Robotics
-
-_Libraries for robotics._
-
-- [PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - This is a compilation of various robotics algorithms with visualizations.
-
 ## RPC Servers
 
 _RPC-compatible servers._
@@ -933,6 +911,7 @@ _Libraries for scientific computing. Also see [Python-for-Scientists](https://gi
 - [pathsim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
 - [pydy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
 - [pymc](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
+- [PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - This is a compilation of various robotics algorithms with visualizations.
 - [rdkit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software.
 - [scipy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
 - [shapely](https://github.com/shapely/shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.
@@ -961,19 +940,6 @@ _Libraries for serializing complex data types._
 - [python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson).
 - [ultrajson](https://github.com/esnme/ultrajson) - A fast JSON decoder and encoder written in C with Python bindings.
 
-## Serverless Frameworks
-
-_Frameworks for developing serverless Python code._
-
-- [python-lambda](https://github.com/nficano/python-lambda) - A toolkit for developing and deploying Python code in AWS Lambda.
-- [zappa](https://github.com/zappa/Zappa) - A tool for deploying WSGI applications on AWS Lambda and API Gateway.
-
-## Shell
-
-_Shells built with Python._
-
-- [xonsh](https://github.com/xonsh/xonsh/) - A Python-powered shell. Full-featured and cross-platform.
-
 ## Specific Formats Processing
 
 _Libraries for parsing and manipulating specific text formats._
@@ -1085,6 +1051,7 @@ _Libraries for testing codebases and generating test data._
 _Libraries for parsing and manipulating plain texts._
 
 - General
+  - [babel](https://github.com/python-babel/babel) - An internationalization library for Python.
   - [chardet](https://github.com/chardet/chardet) - Python 2/3 compatible character encoding detector.
   - [difflib](https://docs.python.org/3/library/difflib.html) - (Python standard library) Helpers for computing deltas.
   - [ftfy](https://github.com/LuminosoInsight/python-ftfy) - Makes Unicode text less broken and more consistent automagically.
@@ -1188,15 +1155,6 @@ _Libraries for working with WebSocket._
 - [channels](https://github.com/django/channels) - Developer-friendly asynchrony for Django.
 - [websockets](https://github.com/aaugustin/websockets) - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
 
-## WSGI Servers
-
-_WSGI-compatible web servers._
-
-- [gunicorn](https://github.com/benoitc/gunicorn) - Pre-forked, ported from Ruby's Unicorn project.
-- [uwsgi](https://github.com/unbit/uwsgi) - A project aims at developing a full stack for building hosting services, written in C.
-- [waitress](https://github.com/Pylons/waitress) - Multi-threaded, powers Pyramid.
-- [werkzeug](https://github.com/pallets/werkzeug) - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
-
 # Resources
 
 Where to discover learning resources or new Python libraries.

From 0183bf15aec16d0fd91d6b8cf244630aeffd0c0b Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Fri, 20 Mar 2026 17:46:54 +0800
Subject: [PATCH 72/96] refactor: move entries to more accurate categories

- flower -> Task Queues (Celery sub-entry, not Admin Panels)
- vllm, rasa, diffusers, transformers -> AI Agents (not Deep Learning / ML)
- ccb -> AI Agents (not CLI Productivity Tools)
- code-graph-rag -> AI Agents (not Code Analysis)
- kafka-python -> Distributed Computing / Stream Processing (not NoSQL Databases)
- scapy -> Networking (not Hardware)
- sentry-python -> DevOps / Monitoring (not Logging)
- joblib -> Distributed Computing (not Job Scheduler)
- doit -> Build Tools (not Job Scheduler)
- karateclub -> Machine Learning (not Science)
- numba -> Science (not Python Implementations)
- diagrams -> Documentation (not Data Visualization)
- mkdocs -> Documentation (not Static Site Generators)
- pyelftools -> Text Formats / General (not Debugging)
- weasyprint -> Text Formats / PDF (not HTML/XML)
- webargs -> RESTful API (not URL Parsing)
- kafka-python stream sub-entry added, flower celery sub-entry added

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 38 +++++++++++++++++++-------------------
 1 file changed, 19 insertions(+), 19 deletions(-)

diff --git a/README.md b/README.md
index b661619a6..5c2e3a0f6 100644
--- a/README.md
+++ b/README.md
@@ -92,7 +92,6 @@ _Libraries for administrative interfaces._
 - [django-grappelli](https://github.com/sehmaschine/django-grappelli) - A jazzy skin for the Django Admin-Interface.
 - [django-unfold](https://github.com/unfoldadmin/django-unfold) - Elevate your Django admin with a stunning modern interface, powerful features, and seamless user experience.
 - [flask-admin](https://github.com/flask-admin/flask-admin) - Simple and extensible administrative interface framework for Flask.
-- [flower](https://github.com/mher/flower) - Real-time monitor and web admin for Celery.
 - [func-to-web](https://github.com/offerrall/FuncToWeb) - Instantly create web UIs from Python functions using type hints. Zero frontend code required.
 - [jet-bridge](https://github.com/jet-admin/jet-bridge) - Admin panel framework for any application with nice UI (ex Jet Django).
 - [wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts.
@@ -112,7 +111,13 @@ _Libraries for building AI applications, LLM integrations, and autonomous agents
 - [praisonai](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows.
 - [pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas.
 - [ragflow](https://github.com/infiniflow/ragflow) - An open-source RAG engine for document understanding and question answering with LLMs.
+- [ccb](https://github.com/bfly123/claude_code_bridge) - A CLI tool to orchestrate multiple LLMs (Claude, Gemini, etc.) in Tmux panes with cross-agent interaction.
+- [code-graph-rag](https://github.com/vitali87/code-graph-rag) - Builds knowledge graphs from multi-language codebases using Tree-sitter and Memgraph, enabling natural language querying of code structure.
+- [diffusers](https://github.com/huggingface/diffusers) - A library that provides pretrained diffusion models for generating and editing images, audio, and video.
+- [rasa](https://github.com/RasaHQ/rasa) - An open-source machine learning framework for automated text and voice-based conversations.
 - [smolagents](https://github.com/huggingface/smolagents) - A lightweight library for building agents that reason and act through code.
+- [transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks.
+- [vllm](https://github.com/vllm-project/vllm) - A high-throughput and memory-efficient inference and serving engine for LLMs.
 
 ## Algorithms and Design Patterns
 
@@ -203,6 +208,7 @@ _Compile software from source code._
 - [invoke](https://github.com/pyinvoke/invoke) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
 - [platformio](https://github.com/platformio/platformio-core) - A console tool to build code with different development platforms.
 - [pybuilder](https://github.com/pybuilder/pybuilder) - A continuous build tool written in pure Python.
+- [doit](https://github.com/pydoit/doit) - A task runner and build tool.
 - [scons](https://github.com/SCons/scons) - A software construction tool.
 
 ## Built-in Classes Enhancement
@@ -239,7 +245,6 @@ _Libraries for caching data._
 _Tools of static analysis, linters and code quality checkers. Also see [awesome-static-analysis](https://github.com/mre/awesome-static-analysis)._
 
 - Code Analysis
-  - [code-graph-rag](https://github.com/vitali87/code-graph-rag) - Builds knowledge graphs from multi-language codebases using Tree-sitter and Memgraph, enabling natural language querying of code structure.
   - [code2flow](https://github.com/scottrogowski/code2flow) - Turn your Python and JavaScript code into DOT flowcharts.
   - [prospector](https://github.com/PyCQA/prospector) - A tool to analyze Python code.
   - [vulture](https://github.com/jendrikseipp/vulture) - A tool for finding and analyzing dead Python code.
@@ -291,7 +296,6 @@ _Libraries for building command-line applications._
 _Useful CLI-based tools for productivity._
 
 - Productivity Tools
-  - [ccb](https://github.com/bfly123/claude_code_bridge) - A CLI tool to orchestrate multiple LLMs (Claude, Gemini, etc.) in Tmux panes with cross-agent interaction.
   - [cookiecutter](https://github.com/cookiecutter/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates).
   - [copier](https://github.com/copier-org/copier) - A library and command-line utility for rendering projects templates.
   - [doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal.
@@ -364,7 +368,6 @@ _Libraries for visualizing data. Also see [awesome-javascript](https://github.co
 - [bokeh](https://github.com/bokeh/bokeh) - Interactive Web Plotting for Python.
 - [bqplot](https://github.com/bloomberg/bqplot) - Interactive Plotting Library for the Jupyter Notebook.
 - [cartopy](https://github.com/SciTools/cartopy) - A cartographic python library with matplotlib support.
-- [diagrams](https://github.com/mingrammer/diagrams) - Diagram as Code.
 - [gradio](https://github.com/gradio-app/gradio) - Build and share machine learning apps, all in Python.
 - [matplotlib](https://github.com/matplotlib/matplotlib) - A Python 2D plotting library.
 - [plotly](https://github.com/plotly/plotly.py) - Interactive graphing library for Python.
@@ -405,7 +408,6 @@ _Libraries for connecting and operating databases._
 - NoSQL Databases
   - [cassandra-driver](https://github.com/datastax/python-driver) - The Python Driver for Apache Cassandra.
   - [django-mongodb-backend](https://github.com/mongodb/django-mongodb-backend) - Official MongoDB database backend for Django.
-  - [kafka-python](https://github.com/dpkp/kafka-python) - The Python client for Apache Kafka.
   - [pymongo](https://github.com/mongodb/mongo-python-driver) - The official Python client for MongoDB.
   - [redis-py](https://github.com/redis/redis-py) - The Python client for Redis.
 
@@ -436,7 +438,6 @@ _Libraries for debugging code._
   - [flask-debugtoolbar](https://github.com/pallets-eco/flask-debugtoolbar) - A port of the django-debug-toolbar to flask.
   - [icecream](https://github.com/gruns/icecream) - Inspect variables, expressions, and program execution with a single, simple function call.
   - [memory_graph](https://github.com/bterwijn/memory_graph) - Visualize Python data at runtime to debug references, mutability, and aliasing.
-  - [pyelftools](https://github.com/eliben/pyelftools) - Parsing and analyzing ELF files and DWARF debugging information.
 
 ## Deep Learning
 
@@ -448,7 +449,6 @@ _Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learni
 - [pytorch](https://github.com/pytorch/pytorch) - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
 - [stable-baselines3](https://github.com/DLR-RM/stable-baselines3) - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.
 - [tensorflow](https://github.com/tensorflow/tensorflow) - The most popular Deep Learning framework created by Google.
-- [vllm](https://github.com/vllm-project/vllm) - A high-throughput and memory-efficient inference and serving engine for LLMs.
 
 ## DevOps Tools
 
@@ -468,6 +468,7 @@ _Software and libraries for DevOps._
   - [supervisor](https://github.com/Supervisor/supervisor) - Supervisor process control system for UNIX.
 - Monitoring
   - [psutil](https://github.com/giampaolo/psutil) - A cross-platform process and system utilities module.
+  - [sentry-python](https://github.com/getsentry/sentry-python) - Sentry SDK for Python.
 - Git Hooks
   - [pre-commit](https://github.com/pre-commit/pre-commit) - A framework for managing and maintaining multi-language pre-commit hooks.
 - Backup
@@ -487,8 +488,10 @@ _Frameworks and libraries for Distributed Computing._
   - [luigi](https://github.com/spotify/luigi) - A module that helps you build complex pipelines of batch jobs.
   - [mpi4py](https://github.com/mpi4py/mpi4py) - Python bindings for MPI.
   - [pyspark](https://github.com/apache/spark) - [Apache Spark](https://spark.apache.org/) Python API.
+  - [joblib](https://github.com/joblib/joblib) - A set of tools to provide lightweight pipelining in Python.
   - [ray](https://github.com/ray-project/ray/) - A system for parallel and distributed Python that unifies the machine learning ecosystem.
 - Stream Processing
+  - [kafka-python](https://github.com/dpkp/kafka-python) - The Python client for Apache Kafka.
   - [streamparse](https://github.com/Parsely/streamparse) - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/).
 
 ## Distribution
@@ -509,6 +512,8 @@ _Libraries for generating project documentation._
 
 - [sphinx](https://github.com/sphinx-doc/sphinx/) - Python Documentation generator.
   - [awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc)
+- [diagrams](https://github.com/mingrammer/diagrams) - Diagram as Code.
+- [mkdocs](https://github.com/mkdocs/mkdocs/) - Markdown friendly documentation generator.
 - [pdoc](https://github.com/mitmproxy/pdoc) - Epydoc replacement to auto generate API documentation for Python libraries.
 
 ## Downloader
@@ -643,7 +648,6 @@ _Libraries for working with HTML and XML._
 - [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
 - [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML.
 - [untangle](https://github.com/stchris/untangle) - Converts XML documents to Python objects for easy access.
-- [weasyprint](https://github.com/Kozea/WeasyPrint) - A visual rendering engine for HTML and CSS that can export to PDF.
 - [xmldataset](https://github.com/spurin/xmldataset) - Simple XML Parsing.
 - [xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON.
 
@@ -664,7 +668,6 @@ _Libraries for programming with hardware._
 - [bleak](https://github.com/hbldh/bleak) - A cross platform Bluetooth Low Energy Client for Python using asyncio.
 - [mouse](https://github.com/boppreh/mouse) - Hook and simulate global mouse events on Windows and Linux.
 - [pynput](https://github.com/moses-palmer/pynput) - A library to control and monitor input devices.
-- [scapy](https://github.com/secdev/scapy) - A brilliant packet manipulation library.
 
 ## Image Processing
 
@@ -689,7 +692,6 @@ _Implementations of Python._
 - [cython](https://github.com/cython/cython) - Optimizing Static Compiler for Python.
 - [ironpython](https://github.com/IronLanguages/ironpython3) - Implementation of the Python programming language written in C#.
 - [micropython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation.
-- [numba](https://github.com/numba/numba) - Python JIT compiler to LLVM aimed at scientific Python.
 - [PeachPy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
 - [pypy](https://github.com/pypy/pypy) - A very fast and compliant implementation of the Python language.
 - [pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques.
@@ -711,8 +713,6 @@ _Libraries for scheduling jobs._
 - [airflow](https://github.com/apache/airflow) - Airflow is a platform to programmatically author, schedule and monitor workflows.
 - [apscheduler](https://github.com/agronholm/apscheduler) - A light but powerful in-process task scheduler that lets you schedule functions.
 - [dagster](https://github.com/dagster-io/dagster) - An orchestration platform for the development, production, and observation of data assets.
-- [doit](https://github.com/pydoit/doit) - A task runner and build tool.
-- [joblib](https://github.com/joblib/joblib) - A set of tools to provide lightweight pipelining in Python.
 - [prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
 - [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
 - [SpiffWorkflow](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
@@ -725,7 +725,6 @@ _Libraries for generating and working with logs._
 - [logbook](https://github.com/getlogbook/logbook) - Logging replacement for Python.
 - [logging](https://docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python.
 - [loguru](https://github.com/Delgan/loguru) - Library which aims to bring enjoyable logging in Python.
-- [sentry-python](https://github.com/getsentry/sentry-python) - Sentry SDK for Python.
 - [structlog](https://github.com/hynek/structlog) - Structured logging made easy.
 
 ## Machine Learning
@@ -733,16 +732,14 @@ _Libraries for generating and working with logs._
 _Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python)._
 
 - [catboost](https://github.com/catboost/catboost) - A fast, scalable, high performance gradient boosting on decision trees library.
-- [diffusers](https://github.com/huggingface/diffusers) - A library that provides pretrained diffusion models for generating and editing images, audio, and video.
 - [feature_engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
+- [karateclub](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data.
 - [h2o](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
 - [lightgbm](https://github.com/microsoft/LightGBM) - A fast, distributed, high performance gradient boosting framework.
 - [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
 - [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
-- [rasa](https://github.com/RasaHQ/rasa) - An open-source machine learning framework for automated text and voice-based conversations.
 - [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support.
 - [spark.ml](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library for distributed computing.
-- [transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks.
 - [xgboost](https://github.com/dmlc/xgboost) - A scalable, portable, and distributed gradient boosting library.
 
 ## Microsoft Windows
@@ -788,6 +785,7 @@ _Tools and libraries for Virtual Networking and SDN (Software Defined Networking
 - [mininet](https://github.com/mininet/mininet) - A popular network emulator and API written in Python.
 - [napalm](https://github.com/napalm-automation/napalm) - Cross-vendor API to manipulate network devices.
 - [pox](https://github.com/noxrepo/pox) - A Python-based SDN control applications, such as OpenFlow SDN controllers.
+- [scapy](https://github.com/secdev/scapy) - A brilliant packet manipulation library.
 
 ## ORM
 
@@ -884,6 +882,7 @@ _Libraries for building RESTful and GraphQL APIs._
   - [hug](https://github.com/hugapi/hug) - A Python 3 framework for cleanly exposing APIs.
   - [sandman2](https://github.com/jeffknupp/sandman2) - Automated REST APIs for existing database-driven systems.
   - [sanic](https://github.com/sanic-org/sanic) - A Python 3.6+ web server and web framework that's written to go fast.
+  - [webargs](https://github.com/marshmallow-code/webargs) - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
 
 ## RPC Servers
 
@@ -901,9 +900,9 @@ _Libraries for scientific computing. Also see [Python-for-Scientists](https://gi
 - [biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation.
 - [cclib](https://github.com/cclib/cclib) - A library for parsing and interpreting the results of computational chemistry packages.
 - [colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms.
-- [karateclub](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data.
 - [manim](https://github.com/ManimCommunity/manim) - An animation engine for explanatory math videos.
 - [networkx](https://github.com/networkx/networkx) - A high-productivity software for complex networks.
+- [numba](https://github.com/numba/numba) - Python JIT compiler to LLVM aimed at scientific Python.
 - [nipy](https://github.com/nipy/nipy) - A collection of neuroimaging toolkits.
 - [numpy](https://github.com/numpy/numpy) - A fundamental package for scientific computing with Python.
 - [obspy](https://github.com/obspy/obspy) - A Python toolbox for seismology.
@@ -947,6 +946,7 @@ _Libraries for parsing and manipulating specific text formats._
 - General
   - [docling](https://github.com/docling-project/docling) - Library for converting documents into structured data.
   - [kreuzberg](https://github.com/kreuzberg-dev/kreuzberg) - High-performance document extraction library with a Rust core, supporting 62+ formats including PDF, Office, images with OCR, HTML, email, and archives.
+  - [pyelftools](https://github.com/eliben/pyelftools) - Parsing and analyzing ELF files and DWARF debugging information.
   - [tablib](https://github.com/jazzband/tablib) - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
   - [textract](https://github.com/deanmalmgren/textract) - Extract text from any document, Word, PowerPoint, PDFs, etc.
 - Office
@@ -963,6 +963,7 @@ _Libraries for parsing and manipulating specific text formats._
   - [pikepdf](https://github.com/pikepdf/pikepdf) - A powerful library for reading and editing PDF files, based on qpdf.
   - [PyPDF2](https://github.com/mstamy2/PyPDF2) - A library capable of splitting, merging and transforming PDF pages.
   - [reportlab](https://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
+  - [weasyprint](https://github.com/Kozea/WeasyPrint) - A visual rendering engine for HTML and CSS that can export to PDF.
 - Markdown
   - [markdown-it-py](https://github.com/executablebooks/markdown-it-py) - Markdown parser with 100% CommonMark support, extensions, and syntax plugins.
   - [markdown](https://github.com/waylan/Python-Markdown) - A Python implementation of John Gruber’s Markdown.
@@ -983,7 +984,6 @@ _Static site generator is a software that takes some text + templates as input a
 
 - [lektor](https://github.com/lektor/lektor) - An easy to use static CMS and blog engine.
 - [makesite](https://github.com/sunainapai/makesite) - Simple, lightweight, and magic-free static site/blog generator (< 130 lines).
-- [mkdocs](https://github.com/mkdocs/mkdocs/) - Markdown friendly documentation generator.
 - [nikola](https://github.com/getnikola/nikola) - A static website and blog generator.
 - [pelican](https://github.com/getpelican/pelican) - Static site generator that supports Markdown and reST syntax.
 
@@ -992,6 +992,7 @@ _Static site generator is a software that takes some text + templates as input a
 _Libraries for working with task queues._
 
 - [celery](https://github.com/celery/celery) - An asynchronous task queue/job queue based on distributed message passing.
+  - [flower](https://github.com/mher/flower) - Real-time monitor and web admin for Celery.
 - [dramatiq](https://github.com/Bogdanp/dramatiq) - A fast and reliable background task processing library for Python 3.
 - [huey](https://github.com/coleifer/huey) - Little multi-threaded task queue.
 - [mrq](https://github.com/pricingassistant/mrq) - A distributed worker task queue in Python using Redis & gevent.
@@ -1082,7 +1083,6 @@ _Libraries for parsing URLs._
 
 - [furl](https://github.com/gruns/furl) - A small Python library that makes parsing and manipulating URLs easy.
 - [purl](https://github.com/codeinthehole/purl) - A simple, immutable URL class with a clean API for interrogation and manipulation.
-- [webargs](https://github.com/marshmallow-code/webargs) - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
 
 ## Video
 

From 1272d7059e5d7b639592ebae1224aa43e44c2dfe Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Fri, 20 Mar 2026 17:50:33 +0800
Subject: [PATCH 73/96] refactor: flatten subcategories and rename sections for
 clarity

- Remove subcategory groupings (General, Financial Data, Mail Servers, etc.) in favor of flat alphabetical lists
- Rename sections to plural forms: Downloader -> Downloaders, Job Scheduler -> Job Schedulers, Static Site Generator -> Static Site Generators, Template Engine -> Template Engines, Web Content Extracting -> Web Content Extraction
- Rename Specific Formats Processing -> File Format Processing
- Move financial data libraries (akshare, edgartools, openbb, yfinance) from Downloaders to Data Analysis
- Fix TOC ordering: Database/Database Drivers, Web APIs, Web Servers entries moved to alphabetical positions

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 78 ++++++++++++++++++++++++-------------------------------
 1 file changed, 34 insertions(+), 44 deletions(-)

diff --git a/README.md b/README.md
index 5c2e3a0f6..8fa18701d 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,6 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 - [Admin Panels](#admin-panels)
 - [AI and Agents](#ai-and-agents)
 - [Algorithms and Design Patterns](#algorithms-and-design-patterns)
-- [Web Servers](#web-servers)
 - [Asynchronous Programming](#asynchronous-programming)
 - [Audio](#audio)
 - [Authentication](#authentication)
@@ -26,8 +25,8 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 - [Data Analysis](#data-analysis)
 - [Data Validation](#data-validation)
 - [Data Visualization](#data-visualization)
-- [Database Drivers](#database-drivers)
 - [Database](#database)
+- [Database Drivers](#database-drivers)
 - [Date and Time](#date-and-time)
 - [Debugging Tools](#debugging-tools)
 - [Deep Learning](#deep-learning)
@@ -35,10 +34,11 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 - [Distributed Computing](#distributed-computing)
 - [Distribution](#distribution)
 - [Documentation](#documentation)
-- [Downloader](#downloader)
+- [Downloaders](#downloaders)
 - [Editor Plugins and IDEs](#editor-plugins-and-ides)
 - [Email](#email)
 - [Environment Management](#environment-management)
+- [File Format Processing](#file-format-processing)
 - [File Manipulation](#file-manipulation)
 - [Functional Programming](#functional-programming)
 - [Game Development](#game-development)
@@ -50,7 +50,7 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 - [Image Processing](#image-processing)
 - [Implementations](#implementations)
 - [Interactive Interpreter](#interactive-interpreter)
-- [Job Scheduler](#job-scheduler)
+- [Job Schedulers](#job-schedulers)
 - [Logging](#logging)
 - [Machine Learning](#machine-learning)
 - [Miscellaneous](#miscellaneous)
@@ -63,23 +63,23 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 - [Processes](#processes)
 - [Quantum Computing](#quantum-computing)
 - [Recommender Systems](#recommender-systems)
-- [Web APIs](#web-apis)
 - [RPC Servers](#rpc-servers)
 - [Science](#science)
 - [Search](#search)
 - [Serialization](#serialization)
-- [Specific Formats Processing](#specific-formats-processing)
-- [Static Site Generator](#static-site-generator)
+- [Static Site Generators](#static-site-generators)
 - [Task Queues](#task-queues)
-- [Template Engine](#template-engine)
+- [Template Engines](#template-engines)
 - [Testing](#testing)
 - [Text Processing](#text-processing)
 - [URL Manipulation](#url-manipulation)
 - [Video](#video)
+- [Web APIs](#web-apis)
 - [Web Asset Management](#web-asset-management)
-- [Web Content Extracting](#web-content-extracting)
+- [Web Content Extraction](#web-content-extraction)
 - [Web Crawling](#web-crawling)
 - [Web Frameworks](#web-frameworks)
+- [Web Servers](#web-servers)
 - [WebSocket](#websocket)
 
 ---
@@ -346,7 +346,11 @@ _Libraries for data analysis._
 - [optimus](https://github.com/hi-primus/optimus) - Agile Data Science Workflows made easy with PySpark.
 - [pandas](https://github.com/pandas-dev/pandas) - A library providing high-performance, easy-to-use data structures and data analysis tools.
 - [pathway](https://github.com/pathwaycom/pathway) - Real-time data processing framework for Python with reactive dataflows.
+- [akshare](https://github.com/jindaxiang/akshare) - A financial data interface library, built for human beings!
+- [edgartools](https://github.com/dgunning/edgartools) - Library for downloading structured data from SEC EDGAR filings and XBRL financial statements.
+- [openbb](https://github.com/OpenBB-finance/OpenBB) - A financial data platform for analysts, quants and AI agents.
 - [polars](https://github.com/pola-rs/polars) - A fast DataFrame library implemented in Rust with a Python API.
+- [yfinance](https://github.com/ranaroussi/yfinance) - Easy Pythonic way to download market and financial data from Yahoo Finance.
 
 ## Data Validation
 
@@ -516,47 +520,33 @@ _Libraries for generating project documentation._
 - [mkdocs](https://github.com/mkdocs/mkdocs/) - Markdown friendly documentation generator.
 - [pdoc](https://github.com/mitmproxy/pdoc) - Epydoc replacement to auto generate API documentation for Python libraries.
 
-## Downloader
+## Downloaders
 
 _Libraries for downloading._
 
-- General
-  - [s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront.
-  - [youtube-dl](https://github.com/ytdl-org/youtube-dl/) - A command-line program to download videos from YouTube and other video sites.
-- Financial Data
-  - [akshare](https://github.com/jindaxiang/akshare) - A financial data interface library, built for human beings!
-  - [edgartools](https://github.com/dgunning/edgartools) - Library for downloading structured data from SEC EDGAR filings and XBRL financial statements.
-  - [openbb](https://github.com/OpenBB-finance/OpenBB) - A financial data platform for analysts, quants and AI agents.
-  - [yfinance](https://github.com/ranaroussi/yfinance) - Easy Pythonic way to download market and financial data from Yahoo Finance.
+- [s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront.
+- [youtube-dl](https://github.com/ytdl-org/youtube-dl/) - A command-line program to download videos from YouTube and other video sites.
 
 ## Editor Plugins and IDEs
 
-- Emacs
-  - [elpy](https://github.com/jorgenschaefer/elpy) - Emacs Python Development Environment.
-- Vim
-  - [jedi-vim](https://github.com/davidhalter/jedi-vim) - Vim bindings for the Jedi auto-completion library for Python.
-  - [python-mode](https://github.com/python-mode/python-mode) - An all in one plugin for turning Vim into a Python IDE.
-  - [YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
-- Visual Studio
-  - [PTVS](https://github.com/Microsoft/PTVS) - Python Tools for Visual Studio.
-- Visual Studio Code
-  - [Python for VSCode](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.
-- IDE
-  - [PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.
-  - [spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE.
+- [elpy](https://github.com/jorgenschaefer/elpy) - Emacs Python Development Environment.
+- [jedi-vim](https://github.com/davidhalter/jedi-vim) - Vim bindings for the Jedi auto-completion library for Python.
+- [PTVS](https://github.com/Microsoft/PTVS) - Python Tools for Visual Studio.
+- [PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.
+- [Python for VSCode](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.
+- [python-mode](https://github.com/python-mode/python-mode) - An all in one plugin for turning Vim into a Python IDE.
+- [spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE.
+- [YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
 
 ## Email
 
 _Libraries for sending and parsing email._
 
-- Mail Servers
-  - [modoboa](https://github.com/modoboa/modoboa) - A mail hosting and management platform including a modern Web UI.
-- Clients
-  - [imbox](https://github.com/martinrusev/imbox) - Python IMAP for Humans.
-  - [yagmail](https://github.com/kootenpv/yagmail) - Yet another Gmail/SMTP client.
-- Others
-  - [flanker](https://github.com/mailgun/flanker) - An email address and Mime parsing library.
-  - [mailer](https://github.com/marrow/mailer) - High-performance extensible mail delivery framework.
+- [flanker](https://github.com/mailgun/flanker) - An email address and Mime parsing library.
+- [imbox](https://github.com/martinrusev/imbox) - Python IMAP for Humans.
+- [mailer](https://github.com/marrow/mailer) - High-performance extensible mail delivery framework.
+- [modoboa](https://github.com/modoboa/modoboa) - A mail hosting and management platform including a modern Web UI.
+- [yagmail](https://github.com/kootenpv/yagmail) - Yet another Gmail/SMTP client.
 
 ## Environment Management
 
@@ -706,7 +696,7 @@ _Interactive Python interpreters (REPL)._
 - [marimo](https://github.com/marimo-team/marimo) - Transform data and train models, feels like a next-gen notebook, stored as Git-friendly Python.
 - [ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
 
-## Job Scheduler
+## Job Schedulers
 
 _Libraries for scheduling jobs._
 
@@ -939,7 +929,7 @@ _Libraries for serializing complex data types._
 - [python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson).
 - [ultrajson](https://github.com/esnme/ultrajson) - A fast JSON decoder and encoder written in C with Python bindings.
 
-## Specific Formats Processing
+## File Format Processing
 
 _Libraries for parsing and manipulating specific text formats._
 
@@ -978,7 +968,7 @@ _Libraries for parsing and manipulating specific text formats._
 - Archive
   - [unp](https://github.com/mitsuhiko/unp) - A command line tool that can unpack archives easily.
 
-## Static Site Generator
+## Static Site Generators
 
 _Static site generator is a software that takes some text + templates as input and produces HTML files on the output._
 
@@ -998,7 +988,7 @@ _Libraries for working with task queues._
 - [mrq](https://github.com/pricingassistant/mrq) - A distributed worker task queue in Python using Redis & gevent.
 - [rq](https://github.com/rq/rq) - Simple job queues for Python.
 
-## Template Engine
+## Template Engines
 
 _Libraries and tools for templating and lexing._
 
@@ -1103,7 +1093,7 @@ _Tools for managing, compressing and minifying website assets._
 - [flask-assets](https://github.com/miracle2k/flask-assets) - Helps you integrate webassets into your Flask app.
 - [webassets](https://github.com/miracle2k/webassets) - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
 
-## Web Content Extracting
+## Web Content Extraction
 
 _Libraries for extracting web contents._
 

From efc08daa5e40a02d6fcabf0f5950942f59e4331d Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Fri, 20 Mar 2026 18:00:51 +0800
Subject: [PATCH 74/96] docs: reorganize AI, Data Visualization, GUI, and
 Scientific Computing into subcategories

Group flat lists into labeled subcategories to improve scannability and navigation.
Also remove entries that don't meet curation standards and fix the toga repo URL.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 149 ++++++++++++++++++++++++++++--------------------------
 1 file changed, 76 insertions(+), 73 deletions(-)

diff --git a/README.md b/README.md
index 8fa18701d..129801fd3 100644
--- a/README.md
+++ b/README.md
@@ -100,24 +100,18 @@ _Libraries for administrative interfaces._
 
 _Libraries for building AI applications, LLM integrations, and autonomous agents._
 
-- [agno](https://github.com/agno-agi/agno) - Open-source Python library for building AI agents and agentic systems.
-- [autogen](https://github.com/microsoft/autogen) - A programming framework for building agentic AI applications.
-- [autoresearch](https://github.com/karpathy/autoresearch) - AI agents running autonomous research experiments on single-GPU LLM training.
-- [crewai](https://github.com/crewAIInc/crewAI) - A framework for orchestrating role-playing autonomous AI agents for collaborative task solving.
-- [dspy](https://github.com/stanfordnlp/dspy) - A framework for programming, not prompting, language models.
-- [instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic.
-- [langchain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability.
-- [llama_index](https://github.com/run-llama/llama_index) - A data framework for your LLM application.
-- [praisonai](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows.
-- [pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas.
-- [ragflow](https://github.com/infiniflow/ragflow) - An open-source RAG engine for document understanding and question answering with LLMs.
-- [ccb](https://github.com/bfly123/claude_code_bridge) - A CLI tool to orchestrate multiple LLMs (Claude, Gemini, etc.) in Tmux panes with cross-agent interaction.
-- [code-graph-rag](https://github.com/vitali87/code-graph-rag) - Builds knowledge graphs from multi-language codebases using Tree-sitter and Memgraph, enabling natural language querying of code structure.
-- [diffusers](https://github.com/huggingface/diffusers) - A library that provides pretrained diffusion models for generating and editing images, audio, and video.
-- [rasa](https://github.com/RasaHQ/rasa) - An open-source machine learning framework for automated text and voice-based conversations.
-- [smolagents](https://github.com/huggingface/smolagents) - A lightweight library for building agents that reason and act through code.
-- [transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks.
-- [vllm](https://github.com/vllm-project/vllm) - A high-throughput and memory-efficient inference and serving engine for LLMs.
+- Frameworks
+  - [autogen](https://github.com/microsoft/autogen) - A programming framework for building agentic AI applications.
+  - [crewai](https://github.com/crewAIInc/crewAI) - A framework for orchestrating role-playing autonomous AI agents for collaborative task solving.
+  - [dspy](https://github.com/stanfordnlp/dspy) - A framework for programming, not prompting, language models.
+  - [instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic.
+  - [langchain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability.
+  - [llama_index](https://github.com/run-llama/llama_index) - A data framework for your LLM application.
+  - [pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas.
+- Pretrained Models and Inference
+  - [diffusers](https://github.com/huggingface/diffusers) - A library that provides pretrained diffusion models for generating and editing images, audio, and video.
+  - [transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks.
+  - [vllm](https://github.com/vllm-project/vllm) - A high-throughput and memory-efficient inference and serving engine for LLMs.
 
 ## Algorithms and Design Patterns
 
@@ -368,21 +362,24 @@ _Libraries for validating data. Used for forms in many cases._
 
 _Libraries for visualizing data. Also see [awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization)._
 
-- [altair](https://github.com/altair-viz/altair) - Declarative statistical visualization library for Python.
-- [bokeh](https://github.com/bokeh/bokeh) - Interactive Web Plotting for Python.
-- [bqplot](https://github.com/bloomberg/bqplot) - Interactive Plotting Library for the Jupyter Notebook.
-- [cartopy](https://github.com/SciTools/cartopy) - A cartographic python library with matplotlib support.
-- [gradio](https://github.com/gradio-app/gradio) - Build and share machine learning apps, all in Python.
-- [matplotlib](https://github.com/matplotlib/matplotlib) - A Python 2D plotting library.
-- [plotly](https://github.com/plotly/plotly.py) - Interactive graphing library for Python.
-- [plotnine](https://github.com/has2k1/plotnine) - A grammar of graphics for Python based on ggplot2.
-- [pygal](https://github.com/Kozea/pygal) - A Python SVG Charts Creator.
-- [pygraphviz](https://github.com/pygraphviz/pygraphviz/) - Python interface to [Graphviz](http://www.graphviz.org/).
-- [pyqtgraph](https://github.com/pyqtgraph/pyqtgraph) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
-- [seaborn](https://github.com/mwaskom/seaborn) - Statistical data visualization using Matplotlib.
-- [streamlit](https://github.com/streamlit/streamlit) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
-- [ultraplot](https://github.com/ultraplot/UltraPlot) - Matplotlib wrapper for publication-ready scientific figures with minimal code. Includes advanced subplot management, panel layouts, and batteries-included geoscience plotting.
-- [vispy](https://github.com/vispy/vispy) - High-performance scientific visualization based on OpenGL.
+- Plotting
+  - [altair](https://github.com/altair-viz/altair) - Declarative statistical visualization library for Python.
+  - [bokeh](https://github.com/bokeh/bokeh) - Interactive Web Plotting for Python.
+  - [bqplot](https://github.com/bloomberg/bqplot) - Interactive Plotting Library for the Jupyter Notebook.
+  - [matplotlib](https://github.com/matplotlib/matplotlib) - A Python 2D plotting library.
+  - [plotly](https://github.com/plotly/plotly.py) - Interactive graphing library for Python.
+  - [plotnine](https://github.com/has2k1/plotnine) - A grammar of graphics for Python based on ggplot2.
+  - [pygal](https://github.com/Kozea/pygal) - A Python SVG Charts Creator.
+  - [pyqtgraph](https://github.com/pyqtgraph/pyqtgraph) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
+  - [seaborn](https://github.com/mwaskom/seaborn) - Statistical data visualization using Matplotlib.
+  - [ultraplot](https://github.com/ultraplot/UltraPlot) - Matplotlib wrapper for publication-ready scientific figures with minimal code. Includes advanced subplot management, panel layouts, and batteries-included geoscience plotting.
+  - [vispy](https://github.com/vispy/vispy) - High-performance scientific visualization based on OpenGL.
+- Specialized
+  - [cartopy](https://github.com/SciTools/cartopy) - A cartographic python library with matplotlib support.
+  - [pygraphviz](https://github.com/pygraphviz/pygraphviz/) - Python interface to [Graphviz](http://www.graphviz.org/).
+- Dashboards and Apps
+  - [gradio](https://github.com/gradio-app/gradio) - Build and share machine learning apps, all in Python.
+  - [streamlit](https://github.com/streamlit/streamlit) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
 
 ## Database
 
@@ -584,24 +581,27 @@ _Functional Programming with Python._
 
 _Libraries for working with graphical user interface applications._
 
-- [curses](https://docs.python.org/3/library/curses.html) - Built-in wrapper for [ncurses](http://www.gnu.org/software/ncurses/) used to create terminal GUI applications.
-- [customtkinter](https://github.com/tomschimansky/customtkinter) - A modern and customizable python UI-library based on Tkinter.
-- [dearpygui](https://github.com/RaylockLLC/DearPyGui/) - A Simple GPU accelerated Python GUI framework
-- [enaml](https://github.com/nucleic/enaml) - Creating beautiful user-interfaces with Declarative Syntax like QML.
-- [flet](https://github.com/flet-dev/flet) - Cross-platform GUI framework for building modern apps in pure Python.
-- [flexx](https://github.com/zoofIO/flexx) - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
-- [gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line.
-- [kivy](https://github.com/kivy/kivy) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
-- [nicegui](https://github.com/zauberzeug/nicegui) - An easy-to-use, Python-based UI framework, which shows up in your web browser.
-- [pyglet](https://github.com/pyglet/pyglet) - A cross-platform windowing and multimedia library for Python.
-- [pygobject](https://github.com/GNOME/pygobject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
-- [PyQt](https://www.riverbankcomputing.com/static/Docs/PyQt6/) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.
-- [pyside](https://github.com/pyside/pyside-setup) - Qt for Python offers the official Python bindings for [Qt](https://www.qt.io/), this is same as PyQt but it's the official binding with different licensing.
-- [pywebview](https://github.com/r0x0r/pywebview/) - A lightweight cross-platform native wrapper around a webview component.
-- [tkinter](https://docs.python.org/3/library/tkinter.html) - (Python standard library) The standard Python interface to the Tcl/Tk GUI toolkit.
-- [toga](https://github.com/pybee/toga) - A Python native, OS native GUI toolkit.
-- [urwid](https://github.com/urwid/urwid) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
-- [wxPython](https://github.com/wxWidgets/Phoenix) - A blending of the wxWidgets C++ class library with the Python.
+- Desktop
+  - [customtkinter](https://github.com/tomschimansky/customtkinter) - A modern and customizable python UI-library based on Tkinter.
+  - [dearpygui](https://github.com/RaylockLLC/DearPyGui/) - A Simple GPU accelerated Python GUI framework
+  - [enaml](https://github.com/nucleic/enaml) - Creating beautiful user-interfaces with Declarative Syntax like QML.
+  - [kivy](https://github.com/kivy/kivy) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
+  - [pyglet](https://github.com/pyglet/pyglet) - A cross-platform windowing and multimedia library for Python.
+  - [pygobject](https://github.com/GNOME/pygobject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
+  - [PyQt](https://www.riverbankcomputing.com/static/Docs/PyQt6/) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.
+  - [pyside](https://github.com/pyside/pyside-setup) - Qt for Python offers the official Python bindings for [Qt](https://www.qt.io/), this is same as PyQt but it's the official binding with different licensing.
+  - [tkinter](https://docs.python.org/3/library/tkinter.html) - (Python standard library) The standard Python interface to the Tcl/Tk GUI toolkit.
+  - [toga](https://github.com/beeware/toga) - A Python native, OS native GUI toolkit.
+  - [wxPython](https://github.com/wxWidgets/Phoenix) - A blending of the wxWidgets C++ class library with the Python.
+- Web-based
+  - [flet](https://github.com/flet-dev/flet) - Cross-platform GUI framework for building modern apps in pure Python.
+  - [nicegui](https://github.com/zauberzeug/nicegui) - An easy-to-use, Python-based UI framework, which shows up in your web browser.
+  - [pywebview](https://github.com/r0x0r/pywebview/) - A lightweight cross-platform native wrapper around a webview component.
+- Terminal
+  - [curses](https://docs.python.org/3/library/curses.html) - Built-in wrapper for [ncurses](http://www.gnu.org/software/ncurses/) used to create terminal GUI applications.
+  - [urwid](https://github.com/urwid/urwid) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
+- Wrappers
+  - [gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line.
 
 ## Game Development
 
@@ -885,28 +885,31 @@ _RPC-compatible servers._
 
 _Libraries for scientific computing. Also see [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists)._
 
-- [astropy](https://github.com/astropy/astropy) - A community Python library for Astronomy.
-- [bcbb](https://github.com/chapmanb/bcbb) - Collection of useful code related to biological analysis.
-- [biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation.
-- [cclib](https://github.com/cclib/cclib) - A library for parsing and interpreting the results of computational chemistry packages.
-- [colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms.
-- [manim](https://github.com/ManimCommunity/manim) - An animation engine for explanatory math videos.
-- [networkx](https://github.com/networkx/networkx) - A high-productivity software for complex networks.
-- [numba](https://github.com/numba/numba) - Python JIT compiler to LLVM aimed at scientific Python.
-- [nipy](https://github.com/nipy/nipy) - A collection of neuroimaging toolkits.
-- [numpy](https://github.com/numpy/numpy) - A fundamental package for scientific computing with Python.
-- [obspy](https://github.com/obspy/obspy) - A Python toolbox for seismology.
-- [openbabel](https://github.com/openbabel/openbabel) - A chemical toolbox designed to speak the many languages of chemical data.
-- [pathsim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
-- [pydy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
-- [pymc](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
-- [PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - This is a compilation of various robotics algorithms with visualizations.
-- [rdkit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software.
-- [scipy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
-- [shapely](https://github.com/shapely/shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.
-- [simpy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
-- [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
-- [sympy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
+- Core
+  - [numba](https://github.com/numba/numba) - Python JIT compiler to LLVM aimed at scientific Python.
+  - [numpy](https://github.com/numpy/numpy) - A fundamental package for scientific computing with Python.
+  - [scipy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
+  - [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
+  - [sympy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
+- Biology and Chemistry
+  - [biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation.
+  - [cclib](https://github.com/cclib/cclib) - A library for parsing and interpreting the results of computational chemistry packages.
+  - [openbabel](https://github.com/openbabel/openbabel) - A chemical toolbox designed to speak the many languages of chemical data.
+  - [rdkit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software.
+- Physics and Engineering
+  - [astropy](https://github.com/astropy/astropy) - A community Python library for Astronomy.
+  - [obspy](https://github.com/obspy/obspy) - A Python toolbox for seismology.
+  - [pydy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
+  - [PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - This is a compilation of various robotics algorithms with visualizations.
+- Simulation and Modeling
+  - [pathsim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
+  - [pymc](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
+  - [simpy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
+- Other
+  - [colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms.
+  - [manim](https://github.com/ManimCommunity/manim) - An animation engine for explanatory math videos.
+  - [networkx](https://github.com/networkx/networkx) - A high-productivity software for complex networks.
+  - [shapely](https://github.com/shapely/shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.
 
 ## Search
 

From fd9b2665ed116780b277094b47843cf49a533dad Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Fri, 20 Mar 2026 18:42:58 +0800
Subject: [PATCH 75/96] docs: reorganize ToC into thematic groups and update
 contributing guide

Group the Table of Contents entries under bold section headers (AI & ML,
Web & API, Data & Science, etc.) so the README is easier to navigate at
a glance. Update CONTRIBUTING.md to reflect that new sections should be
placed under the appropriate thematic group instead of in a flat list.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 CONTRIBUTING.md |    5 +-
 README.md       | 1607 ++++++++++++++++++++++++-----------------------
 2 files changed, 834 insertions(+), 778 deletions(-)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 1164e1288..d36dbb128 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -80,8 +80,9 @@ Use the **PyPI package name** as the display name so developers can copy it dire
 ## Adding a New Section
 
 1. Add section description in italics: `*Libraries for doing X.*`
-2. Add the section title to the Table of Contents
-3. Keep sections in alphabetical order
+2. Add the section under the appropriate thematic group (e.g., **AI & ML**, **Web & API**)
+3. Add the section title to the Table of Contents under its group
+4. Keep entries in alphabetical order within each category
 
 ## Review Process
 
diff --git a/README.md b/README.md
index 129801fd3..05c20f8a0 100644
--- a/README.md
+++ b/README.md
@@ -6,95 +6,118 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 
 # Categories
 
-- [Admin Panels](#admin-panels)
+**AI & ML**
+
 - [AI and Agents](#ai-and-agents)
-- [Algorithms and Design Patterns](#algorithms-and-design-patterns)
-- [Asynchronous Programming](#asynchronous-programming)
-- [Audio](#audio)
-- [Authentication](#authentication)
-- [Build Tools](#build-tools)
-- [Built-in Classes Enhancement](#built-in-classes-enhancement)
-- [Caching](#caching)
-- [CMS](#cms)
-- [Code Analysis](#code-analysis)
-- [Command-line Interface Development](#command-line-interface-development)
-- [Command-line Tools](#command-line-tools)
+- [Machine Learning](#machine-learning)
+- [Deep Learning](#deep-learning)
 - [Computer Vision](#computer-vision)
-- [Configuration Files](#configuration-files)
-- [Cryptography](#cryptography)
+- [Natural Language Processing](#natural-language-processing)
+- [Recommender Systems](#recommender-systems)
+
+**Web & API**
+
+- [Admin Panels](#admin-panels)
+- [CMS](#cms)
+- [Email](#email)
+- [Static Site Generators](#static-site-generators)
+- [URL Manipulation](#url-manipulation)
+- [Web Frameworks](#web-frameworks)
+- [Web APIs](#web-apis)
+- [WebSocket](#websocket)
+- [Web Servers](#web-servers)
+- [HTTP Clients](#http-clients)
+- [Template Engines](#template-engines)
+- [Web Asset Management](#web-asset-management)
+- [Web Content Extraction](#web-content-extraction)
+- [Web Crawling](#web-crawling)
+
+**Data & Science**
+
 - [Data Analysis](#data-analysis)
 - [Data Validation](#data-validation)
 - [Data Visualization](#data-visualization)
-- [Database](#database)
-- [Database Drivers](#database-drivers)
-- [Date and Time](#date-and-time)
+- [Geolocation](#geolocation)
+- [Science](#science)
+- [Quantum Computing](#quantum-computing)
+
+**Development Tools**
+
+- [Testing](#testing)
 - [Debugging Tools](#debugging-tools)
-- [Deep Learning](#deep-learning)
-- [DevOps Tools](#devops-tools)
-- [Distributed Computing](#distributed-computing)
-- [Distribution](#distribution)
+- [Code Analysis](#code-analysis)
+- [Build Tools](#build-tools)
+- [Algorithms and Design Patterns](#algorithms-and-design-patterns)
 - [Documentation](#documentation)
-- [Downloaders](#downloaders)
 - [Editor Plugins and IDEs](#editor-plugins-and-ides)
-- [Email](#email)
-- [Environment Management](#environment-management)
-- [File Format Processing](#file-format-processing)
-- [File Manipulation](#file-manipulation)
-- [Functional Programming](#functional-programming)
-- [Game Development](#game-development)
-- [Geolocation](#geolocation)
-- [GUI Development](#gui-development)
-- [Hardware](#hardware)
-- [HTML Manipulation](#html-manipulation)
-- [HTTP Clients](#http-clients)
-- [Image Processing](#image-processing)
-- [Implementations](#implementations)
 - [Interactive Interpreter](#interactive-interpreter)
+
+**DevOps & Infrastructure**
+
+- [DevOps Tools](#devops-tools)
+- [Distributed Computing](#distributed-computing)
+- [Task Queues](#task-queues)
 - [Job Schedulers](#job-schedulers)
 - [Logging](#logging)
-- [Machine Learning](#machine-learning)
-- [Miscellaneous](#miscellaneous)
-- [Natural Language Processing](#natural-language-processing)
-- [Network Virtualization](#network-virtualization)
-- [ORM](#orm)
-- [Package Management](#package-management)
-- [Package Repositories](#package-repositories)
-- [Penetration Testing](#penetration-testing)
 - [Processes](#processes)
-- [Quantum Computing](#quantum-computing)
-- [Recommender Systems](#recommender-systems)
+- [Network Virtualization](#network-virtualization)
 - [RPC Servers](#rpc-servers)
-- [Science](#science)
+
+**Database & Storage**
+
+- [Database](#database)
+- [Database Drivers](#database-drivers)
+- [ORM](#orm)
+- [Caching](#caching)
 - [Search](#search)
 - [Serialization](#serialization)
-- [Static Site Generators](#static-site-generators)
-- [Task Queues](#task-queues)
-- [Template Engines](#template-engines)
-- [Testing](#testing)
-- [Text Processing](#text-processing)
-- [URL Manipulation](#url-manipulation)
+
+**CLI & GUI**
+
+- [Command-line Interface Development](#command-line-interface-development)
+- [Command-line Tools](#command-line-tools)
+- [GUI Development](#gui-development)
+
+**Content & Media**
+
+- [Audio](#audio)
 - [Video](#video)
-- [Web APIs](#web-apis)
-- [Web Asset Management](#web-asset-management)
-- [Web Content Extraction](#web-content-extraction)
-- [Web Crawling](#web-crawling)
-- [Web Frameworks](#web-frameworks)
-- [Web Servers](#web-servers)
-- [WebSocket](#websocket)
+- [Game Development](#game-development)
+- [Image Processing](#image-processing)
+- [HTML Manipulation](#html-manipulation)
+- [Text Processing](#text-processing)
+- [File Format Processing](#file-format-processing)
+- [File Manipulation](#file-manipulation)
+- [Downloaders](#downloaders)
 
----
+**System & Runtime**
 
-## Admin Panels
+- [Asynchronous Programming](#asynchronous-programming)
+- [Environment Management](#environment-management)
+- [Package Management](#package-management)
+- [Package Repositories](#package-repositories)
+- [Date and Time](#date-and-time)
+- [Distribution](#distribution)
+- [Hardware](#hardware)
+- [Implementations](#implementations)
+- [Microsoft Windows](#microsoft-windows)
+- [Built-in Classes Enhancement](#built-in-classes-enhancement)
+- [Functional Programming](#functional-programming)
+- [Configuration Files](#configuration-files)
 
-_Libraries for administrative interfaces._
+**Security & Auth**
 
-- [ajenti](https://github.com/ajenti/ajenti) - The admin panel your servers deserve.
-- [django-grappelli](https://github.com/sehmaschine/django-grappelli) - A jazzy skin for the Django Admin-Interface.
-- [django-unfold](https://github.com/unfoldadmin/django-unfold) - Elevate your Django admin with a stunning modern interface, powerful features, and seamless user experience.
-- [flask-admin](https://github.com/flask-admin/flask-admin) - Simple and extensible administrative interface framework for Flask.
-- [func-to-web](https://github.com/offerrall/FuncToWeb) - Instantly create web UIs from Python functions using type hints. Zero frontend code required.
-- [jet-bridge](https://github.com/jet-admin/jet-bridge) - Admin panel framework for any application with nice UI (ex Jet Django).
-- [wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts.
+- [Authentication](#authentication)
+- [Cryptography](#cryptography)
+- [Penetration Testing](#penetration-testing)
+
+**Miscellaneous**
+
+- [Miscellaneous](#miscellaneous)
+
+---
+
+**AI & ML**
 
 ## AI and Agents
 
@@ -113,105 +136,83 @@ _Libraries for building AI applications, LLM integrations, and autonomous agents
   - [transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks.
   - [vllm](https://github.com/vllm-project/vllm) - A high-throughput and memory-efficient inference and serving engine for LLMs.
 
-## Algorithms and Design Patterns
+## Machine Learning
 
-_Python implementation of data structures, algorithms and design patterns. Also see [awesome-algorithms](https://github.com/tayllan/awesome-algorithms)._
+_Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python)._
 
-- Algorithms
-  - [algorithms](https://github.com/keon/algorithms) - Minimal examples of data structures and algorithms.
-  - [python-ds](https://github.com/prabhupant/python-ds) - A collection of data structure and algorithms for coding interviews.
-  - [sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - Fast and pure-Python implementation of sorted collections.
-  - [thealgorithms](https://github.com/TheAlgorithms/Python) - All Algorithms implemented in Python.
-- Design Patterns
-  - [python-cqrs](https://github.com/vadikko2/python-cqrs) - Event-Driven Architecture Framework with CQRS/CQS, Transaction Outbox, Saga orchestration.
-  - [python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python.
-  - [transitions](https://github.com/pytransitions/transitions) - A lightweight, object-oriented finite state machine implementation.
+- [catboost](https://github.com/catboost/catboost) - A fast, scalable, high performance gradient boosting on decision trees library.
+- [feature_engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
+- [karateclub](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data.
+- [h2o](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
+- [lightgbm](https://github.com/microsoft/LightGBM) - A fast, distributed, high performance gradient boosting framework.
+- [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
+- [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
+- [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support.
+- [spark.ml](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library for distributed computing.
+- [xgboost](https://github.com/dmlc/xgboost) - A scalable, portable, and distributed gradient boosting library.
 
-## Web Servers
+## Deep Learning
 
-_ASGI and WSGI compatible web servers._
+_Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning)._
 
-- ASGI
-  - [daphne](https://github.com/django/daphne) - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.
-  - [granian](https://github.com/emmett-framework/granian) - A Rust HTTP server for Python applications built on top of Hyper and Tokio, supporting WSGI/ASGI/RSGI.
-  - [hypercorn](https://github.com/pgjones/hypercorn) - An ASGI and WSGI Server based on Hyper libraries and inspired by Gunicorn.
-  - [uvicorn](https://github.com/encode/uvicorn) - A lightning-fast ASGI server implementation, using uvloop and httptools.
-- WSGI
-  - [gunicorn](https://github.com/benoitc/gunicorn) - Pre-forked, ported from Ruby's Unicorn project.
-  - [uwsgi](https://github.com/unbit/uwsgi) - A project aims at developing a full stack for building hosting services, written in C.
-  - [waitress](https://github.com/Pylons/waitress) - Multi-threaded, powers Pyramid.
-  - [werkzeug](https://github.com/pallets/werkzeug) - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
+- [jax](https://github.com/google/jax) - a library for high-performance numerical computing with automatic differentiation and JIT compilation.
+- [keras](https://github.com/keras-team/keras) - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
+- [pytorch-lightning](https://github.com/Lightning-AI/pytorch-lightning) - Deep learning framework to train, deploy, and ship AI products Lightning fast.
+- [pytorch](https://github.com/pytorch/pytorch) - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
+- [stable-baselines3](https://github.com/DLR-RM/stable-baselines3) - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.
+- [tensorflow](https://github.com/tensorflow/tensorflow) - The most popular Deep Learning framework created by Google.
 
-## Asynchronous Programming
+## Computer Vision
 
-_Libraries for asynchronous, concurrent and parallel execution. Also see [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)._
+_Libraries for Computer Vision._
 
-- [asyncio](https://docs.python.org/3/library/asyncio.html) - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.
-  - [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)
-- [concurrent.futures](https://docs.python.org/3/library/concurrent.futures.html) - (Python standard library) A high-level interface for asynchronously executing callables.
-- [gevent](https://github.com/gevent/gevent) - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).
-- [multiprocessing](https://docs.python.org/3/library/multiprocessing.html) - (Python standard library) Process-based parallelism.
-- [trio](https://github.com/python-trio/trio) - A friendly library for async concurrency and I/O.
-- [twisted](https://github.com/twisted/twisted) - An event-driven networking engine.
-- [uvloop](https://github.com/MagicStack/uvloop) - Ultra fast asyncio event loop.
+- [easyocr](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
+- [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
+- [opencv](https://github.com/opencv/opencv-python) - Open Source Computer Vision Library.
+- [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
+- [tesserocr](https://github.com/sirfz/tesserocr) - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR.
 
-## Audio
+## Natural Language Processing
 
-_Libraries for manipulating audio and its metadata._
+_Libraries for working with human languages._
 
-- Audio
-  - [audioflux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
-  - [audioread](https://github.com/beetbox/audioread) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
-  - [dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition.
-  - [gtts](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
-  - [kapre](https://github.com/keunwoochoi/kapre) - Keras Audio Preprocessors.
-  - [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
-  - [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
-  - [mingus](https://github.com/bspaans/python-mingus) - An advanced music theory and notation package with MIDI file and playback support.
-  - [pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
-  - [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
-  - [TimeSide](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
-- Metadata
-  - [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
-  - [eyed3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
-  - [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
-  - [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
+- General
+  - [gensim](https://github.com/RaRe-Technologies/gensim) - Topic Modeling for Humans.
+  - [langid.py](https://github.com/saffsd/langid.py) - Stand-alone language identification system.
+  - [nltk](https://github.com/nltk/nltk) - A leading platform for building Python programs to work with human language data.
+  - [pattern](https://github.com/clips/pattern) - A web mining module.
+  - [polyglot](https://github.com/aboSamoor/polyglot) - Natural language pipeline supporting hundreds of languages.
+  - [spacy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
+  - [stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
+- Chinese
+  - [funnlp](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
+  - [jieba](https://github.com/fxsjy/jieba) - The most popular Chinese text segmentation library.
+  - [pkuseg-python](https://github.com/lancopku/pkuseg-python) - A toolkit for Chinese word segmentation in various domains.
+  - [snownlp](https://github.com/isnowfy/snownlp) - A library for processing Chinese text.
 
-## Authentication
+## Recommender Systems
 
-_Libraries for implementing authentication schemes._
+_Libraries for building recommender systems._
 
-- OAuth
-  - [authlib](https://github.com/lepture/authlib) - JavaScript Object Signing and Encryption draft implementation.
-  - [django-allauth](https://github.com/pennersr/django-allauth) - Authentication app for Django that "just works."
-  - [django-oauth-toolkit](https://github.com/jazzband/django-oauth-toolkit) - OAuth 2 goodies for Django.
-  - [oauthlib](https://github.com/oauthlib/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic.
-- JWT
-  - [pyjwt](https://github.com/jpadilla/pyjwt) - JSON Web Token implementation in Python.
-  - [python-jose](https://github.com/mpdavis/python-jose/) - A JOSE implementation in Python.
-- Permissions
-  - [django-guardian](https://github.com/django-guardian/django-guardian) - Implementation of per object permissions for Django 1.2+
-  - [django-rules](https://github.com/dfunckt/django-rules) - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
-
-## Build Tools
-
-_Compile software from source code._
+- [annoy](https://github.com/spotify/annoy) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.
+- [implicit](https://github.com/benfred/implicit) - A fast Python implementation of collaborative filtering for implicit datasets.
+- [lightfm](https://github.com/lyst/lightfm) - A Python implementation of a number of popular recommendation algorithms.
+- [scikit-surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
+- [spotlight](https://github.com/maciejkula/spotlight) - Deep recommender models using PyTorch.
 
-- [bitbake](https://github.com/openembedded/bitbake) - A make-like build tool for embedded Linux.
-- [buildout](https://github.com/buildout/buildout) - A build system for creating, assembling and deploying applications from multiple parts.
-- [invoke](https://github.com/pyinvoke/invoke) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
-- [platformio](https://github.com/platformio/platformio-core) - A console tool to build code with different development platforms.
-- [pybuilder](https://github.com/pybuilder/pybuilder) - A continuous build tool written in pure Python.
-- [doit](https://github.com/pydoit/doit) - A task runner and build tool.
-- [scons](https://github.com/SCons/scons) - A software construction tool.
+**Web & API**
 
-## Built-in Classes Enhancement
+## Admin Panels
 
-_Libraries for enhancing Python built-in classes._
+_Libraries for administrative interfaces._
 
-- [attrs](https://github.com/python-attrs/attrs) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.
-- [bidict](https://github.com/jab/bidict) - Efficient, Pythonic bidirectional map data structures and related functionality.
-- [box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access.
+- [ajenti](https://github.com/ajenti/ajenti) - The admin panel your servers deserve.
+- [django-grappelli](https://github.com/sehmaschine/django-grappelli) - A jazzy skin for the Django Admin-Interface.
+- [django-unfold](https://github.com/unfoldadmin/django-unfold) - Elevate your Django admin with a stunning modern interface, powerful features, and seamless user experience.
+- [flask-admin](https://github.com/flask-admin/flask-admin) - Simple and extensible administrative interface framework for Flask.
+- [func-to-web](https://github.com/offerrall/FuncToWeb) - Instantly create web UIs from Python functions using type hints. Zero frontend code required.
+- [jet-bridge](https://github.com/jet-admin/jet-bridge) - Admin panel framework for any application with nice UI (ex Jet Django).
+- [wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts.
 
 ## CMS
 
@@ -222,113 +223,152 @@ _Content Management Systems._
 - [indico](https://github.com/indico/indico) - A feature-rich event management system, made @ [CERN](https://en.wikipedia.org/wiki/CERN).
 - [wagtail](https://github.com/wagtail/wagtail) - A Django content management system.
 
-## Caching
+## Email
 
-_Libraries for caching data._
+_Libraries for sending and parsing email._
 
-- [beaker](https://github.com/bbangert/beaker) - A WSGI middleware for sessions and caching.
-- [django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - Automatic caching and invalidation for Django models.
-- [django-cacheops](https://github.com/Suor/django-cacheops) - A slick ORM cache with automatic granular event-driven invalidation.
-- [dogpile.cache](https://github.com/sqlalchemy/dogpile.cache) - dogpile.cache is a next generation replacement for Beaker made by the same authors.
-- [hermescache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention.
-- [pylibmc](https://github.com/lericson/pylibmc) - A Python wrapper around the [libmemcached](https://libmemcached.org/libMemcached.html) interface.
-- [python-diskcache](https://github.com/grantjenks/python-diskcache) - SQLite and file backed cache backend with faster lookups than memcached and redis.
+- [flanker](https://github.com/mailgun/flanker) - An email address and Mime parsing library.
+- [imbox](https://github.com/martinrusev/imbox) - Python IMAP for Humans.
+- [mailer](https://github.com/marrow/mailer) - High-performance extensible mail delivery framework.
+- [modoboa](https://github.com/modoboa/modoboa) - A mail hosting and management platform including a modern Web UI.
+- [yagmail](https://github.com/kootenpv/yagmail) - Yet another Gmail/SMTP client.
 
-## Code Analysis
+## Static Site Generators
 
-_Tools of static analysis, linters and code quality checkers. Also see [awesome-static-analysis](https://github.com/mre/awesome-static-analysis)._
+_Static site generator is a software that takes some text + templates as input and produces HTML files on the output._
 
-- Code Analysis
-  - [code2flow](https://github.com/scottrogowski/code2flow) - Turn your Python and JavaScript code into DOT flowcharts.
-  - [prospector](https://github.com/PyCQA/prospector) - A tool to analyze Python code.
-  - [vulture](https://github.com/jendrikseipp/vulture) - A tool for finding and analyzing dead Python code.
-- Code Linters
-  - [bandit](https://github.com/PyCQA/bandit) - A tool designed to find common security issues in Python code.
-  - [flake8](https://github.com/PyCQA/flake8) - A wrapper around `pycodestyle`, `pyflakes` and McCabe.
-    - [awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions)
-  - [pylint](https://github.com/pylint-dev/pylint) - A fully customizable source code analyzer.
-  - [ruff](https://github.com/astral-sh/ruff) - An extremely fast Python linter and code formatter.
-- Code Formatters
-  - [black](https://github.com/psf/black) - The uncompromising Python code formatter.
-  - [isort](https://github.com/timothycrosley/isort) - A Python utility / library to sort imports.
-  - [yapf](https://github.com/google/yapf) - Yet another Python code formatter from Google.
-- Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing)
-  - [mypy](https://github.com/python/mypy) - Check variable types during compile time.
-  - [pyre-check](https://github.com/facebook/pyre-check) - Performant type checking.
-  - [ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker and language server.
-  - [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
-- Refactoring
-  - [bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
-  - [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
-- Static Type Annotations Generators
-  - [monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
-  - [pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations.
+- [lektor](https://github.com/lektor/lektor) - An easy to use static CMS and blog engine.
+- [makesite](https://github.com/sunainapai/makesite) - Simple, lightweight, and magic-free static site/blog generator (< 130 lines).
+- [nikola](https://github.com/getnikola/nikola) - A static website and blog generator.
+- [pelican](https://github.com/getpelican/pelican) - Static site generator that supports Markdown and reST syntax.
 
-## Command-line Interface Development
+## URL Manipulation
 
-_Libraries for building command-line applications._
+_Libraries for parsing URLs._
 
-- Command-line Application Development
-  - [argparse](https://docs.python.org/3/library/argparse.html) - (Python standard library) Command-line option and argument parsing.
-  - [cement](https://github.com/datafolklabs/cement) - CLI Application Framework for Python.
-  - [click](https://github.com/pallets/click/) - A package for creating beautiful command line interfaces in a composable way.
-  - [cliff](https://github.com/openstack/cliff) - A framework for creating command-line programs with multi-level commands.
-  - [python-fire](https://github.com/google/python-fire) - A library for creating command line interfaces from absolutely any Python object.
-  - [python-prompt-toolkit](https://github.com/prompt-toolkit/python-prompt-toolkit) - A library for building powerful interactive command lines.
-  - [typer](https://github.com/tiangolo/typer) - Modern CLI framework that uses Python type hints. Built on Click and Pydantic.
-- Terminal Rendering
-  - [alive-progress](https://github.com/rsalmei/alive-progress) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
-  - [asciimatics](https://github.com/peterbrittain/asciimatics) - A package to create full-screen text UIs (from interactive forms to ASCII animations).
-  - [bashplotlib](https://github.com/glamp/bashplotlib) - Making basic plots in the terminal.
-  - [colorama](https://github.com/tartley/colorama) - Cross-platform colored terminal text.
-  - [rich](https://github.com/Textualize/rich) - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler.
-  - [textual](https://github.com/Textualize/textual) - A framework for building interactive user interfaces that run in the terminal and the browser.
-  - [tqdm](https://github.com/tqdm/tqdm) - Fast, extensible progress bar for loops and CLI.
+- [furl](https://github.com/gruns/furl) - A small Python library that makes parsing and manipulating URLs easy.
+- [purl](https://github.com/codeinthehole/purl) - A simple, immutable URL class with a clean API for interrogation and manipulation.
 
-## Command-line Tools
+## Web Frameworks
 
-_Useful CLI-based tools for productivity._
+_Traditional full stack web frameworks. Also see [RESTful API](https://github.com/vinta/awesome-python#restful-api)._
 
-- Productivity Tools
-  - [cookiecutter](https://github.com/cookiecutter/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates).
-  - [copier](https://github.com/copier-org/copier) - A library and command-line utility for rendering projects templates.
-  - [doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal.
-  - [fpp](https://github.com/facebook/PathPicker) - Select files out of bash output.
-  - [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command.
-  - [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
-  - [xonsh](https://github.com/xonsh/xonsh/) - A Python-powered shell. Full-featured and cross-platform.
-- CLI Enhancements
-  - [httpie](https://github.com/httpie/cli) - A command line HTTP client, a user-friendly cURL replacement.
-  - [iredis](https://github.com/laixintao/iredis) - Redis CLI with autocompletion and syntax highlighting.
-  - [litecli](https://github.com/dbcli/litecli) - SQLite CLI with autocompletion and syntax highlighting.
-  - [mycli](https://github.com/dbcli/mycli) - MySQL CLI with autocompletion and syntax highlighting.
-  - [pgcli](https://github.com/dbcli/pgcli) - PostgreSQL CLI with autocompletion and syntax highlighting.
+- Synchronous
+  - [django](https://github.com/django/django) - The most popular web framework in Python.
+    - [awesome-django](https://github.com/shahraizali/awesome-django)
+  - [flask](https://github.com/pallets/flask) - A microframework for Python.
+    - [awesome-flask](https://github.com/humiaozuzu/awesome-flask)
+  - [pyramid](https://github.com/Pylons/pyramid) - A small, fast, down-to-earth, open source Python web framework.
+    - [awesome-pyramid](https://github.com/uralbash/awesome-pyramid)
+  - [fasthtml](https://github.com/AnswerDotAI/fasthtml) - The fastest way to create an HTML app.
+    - [awesome-fasthtml](https://github.com/amosgyamfi/awesome-fasthtml)
+  - [masonite](https://github.com/MasoniteFramework/masonite) - The modern and developer centric Python web framework.
+- Asynchronous
+  - [litestar](https://github.com/litestar-org/litestar) - Production-ready, capable and extensible ASGI Web framework.
+  - [microdot](https://github.com/miguelgrinberg/microdot) - The impossibly small web framework for Python and MicroPython.
+  - [reflex](https://github.com/reflex-dev/reflex) – A framework for building reactive, full-stack web applications entirely with python .
+  - [tornado](https://github.com/tornadoweb/tornado) - A web framework and asynchronous networking library.
 
-## Computer Vision
+## Web APIs
 
-_Libraries for Computer Vision._
+_Libraries for building RESTful and GraphQL APIs._
 
-- [easyocr](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
-- [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
-- [opencv](https://github.com/opencv/opencv-python) - Open Source Computer Vision Library.
-- [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
-- [tesserocr](https://github.com/sirfz/tesserocr) - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR.
+- Django
+  - [django-rest-framework](https://github.com/encode/django-rest-framework) - A powerful and flexible toolkit to build web APIs.
+  - [django-tastypie](https://github.com/django-tastypie/django-tastypie) - Creating delicious APIs for Django apps.
+  - [strawberry-django](https://github.com/strawberry-graphql/strawberry-django) - Strawberry GraphQL integration with Django.
+- Flask
+  - [eve](https://github.com/pyeve/eve) - REST API framework powered by Flask, MongoDB and good intentions.
+  - [flask-api](https://github.com/flask-api/flask-api) - Browsable Web APIs for Flask.
+  - [flask-restful](https://github.com/flask-restful/flask-restful) - Quickly building REST APIs for Flask.
+- Pyramid
+  - [cornice](https://github.com/Cornices/cornice) - A RESTful framework for Pyramid.
+- Framework Agnostic
+  - [falcon](https://github.com/falconry/falcon) - A high-performance framework for building cloud APIs and web app backends.
+  - [fastapi](https://github.com/tiangolo/fastapi) - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
+  - [graphene](https://github.com/graphql-python/graphene/) - GraphQL framework for Python.
+  - [hug](https://github.com/hugapi/hug) - A Python 3 framework for cleanly exposing APIs.
+  - [sandman2](https://github.com/jeffknupp/sandman2) - Automated REST APIs for existing database-driven systems.
+  - [sanic](https://github.com/sanic-org/sanic) - A Python 3.6+ web server and web framework that's written to go fast.
+  - [webargs](https://github.com/marshmallow-code/webargs) - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
 
-## Configuration Files
+## WebSocket
 
-_Libraries for storing and parsing configuration options._
+_Libraries for working with WebSocket._
 
-- [configobj](https://github.com/DiffSK/configobj) - INI file parser with validation.
-- [configparser](https://docs.python.org/3/library/configparser.html) - (Python standard library) INI file parser.
-- [dynaconf](https://github.com/dynaconf/dynaconf) - Dynaconf is a configuration manager with plugins for Django, Flask and FastAPI.
-- [hydra](https://github.com/facebookresearch/hydra) - Hydra is a framework for elegantly configuring complex applications.
-- [python-decouple](https://github.com/HBNetwork/python-decouple) - Strict separation of settings from code.
+- [autobahn-python](https://github.com/crossbario/autobahn-python) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
+- [channels](https://github.com/django/channels) - Developer-friendly asynchrony for Django.
+- [websockets](https://github.com/aaugustin/websockets) - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
 
-## Cryptography
+## Web Servers
 
-- [cryptography](https://github.com/pyca/cryptography) - A package designed to expose cryptographic primitives and recipes to Python developers.
-- [paramiko](https://github.com/paramiko/paramiko) - The leading native Python SSHv2 protocol library.
-- [pynacl](https://github.com/pyca/pynacl) - Python binding to the Networking and Cryptography (NaCl) library.
+_ASGI and WSGI compatible web servers._
+
+- ASGI
+  - [daphne](https://github.com/django/daphne) - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.
+  - [granian](https://github.com/emmett-framework/granian) - A Rust HTTP server for Python applications built on top of Hyper and Tokio, supporting WSGI/ASGI/RSGI.
+  - [hypercorn](https://github.com/pgjones/hypercorn) - An ASGI and WSGI Server based on Hyper libraries and inspired by Gunicorn.
+  - [uvicorn](https://github.com/encode/uvicorn) - A lightning-fast ASGI server implementation, using uvloop and httptools.
+- WSGI
+  - [gunicorn](https://github.com/benoitc/gunicorn) - Pre-forked, ported from Ruby's Unicorn project.
+  - [uwsgi](https://github.com/unbit/uwsgi) - A project aims at developing a full stack for building hosting services, written in C.
+  - [waitress](https://github.com/Pylons/waitress) - Multi-threaded, powers Pyramid.
+  - [werkzeug](https://github.com/pallets/werkzeug) - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
+
+## HTTP Clients
+
+_Libraries for working with HTTP._
+
+- [aiohttp](https://github.com/aio-libs/aiohttp) - Asynchronous HTTP client/server framework for asyncio and Python.
+- [httpx](https://github.com/encode/httpx) - A next generation HTTP client for Python.
+- [requests](https://github.com/psf/requests) - HTTP Requests for Humans.
+- [treq](https://github.com/twisted/treq) - Python requests like API built on top of Twisted's HTTP client.
+- [urllib3](https://github.com/urllib3/urllib3) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
+
+## Template Engines
+
+_Libraries and tools for templating and lexing._
+
+- [genshi](https://github.com/edgewall/genshi) - Python templating toolkit for generation of web-aware output.
+- [jinja](https://github.com/pallets/jinja) - A modern and designer friendly templating language.
+- [mako](https://github.com/sqlalchemy/mako) - Hyperfast and lightweight templating for the Python platform.
+
+## Web Asset Management
+
+_Tools for managing, compressing and minifying website assets._
+
+- [django-compressor](https://github.com/django-compressor/django-compressor) - Compresses linked and inline JavaScript or CSS into a single cached file.
+- [django-pipeline](https://github.com/jazzband/django-pipeline) - An asset packaging library for Django.
+- [django-storages](https://github.com/jschneier/django-storages) - A collection of custom storage back ends for Django.
+- [fanstatic](https://github.com/zopefoundation/fanstatic) - Packages, optimizes, and serves static file dependencies as Python packages.
+- [flask-assets](https://github.com/miracle2k/flask-assets) - Helps you integrate webassets into your Flask app.
+- [webassets](https://github.com/miracle2k/webassets) - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
+
+## Web Content Extraction
+
+_Libraries for extracting web contents._
+
+- [html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text.
+- [lassie](https://github.com/michaelhelmick/lassie) - Web Content Retrieval for Humans.
+- [micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs.
+- [newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python.
+- [python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool.
+- [requests-html](https://github.com/psf/requests-html) - Pythonic HTML Parsing for Humans.
+- [sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages.
+- [toapi](https://github.com/gaojiuli/toapi) - Every web site provides APIs.
+
+## Web Crawling
+
+_Libraries to automate web scraping._
+
+- [browser-use](https://github.com/browser-use/browser-use) - Make websites accessible for AI agents with easy browser automation.
+- [crawl4ai](https://github.com/unclecode/crawl4ai) - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents.
+- [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
+- [grab](https://github.com/lorien/grab) - Site scraping framework.
+- [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
+- [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
+
+**Data & Science**
 
 ## Data Analysis
 
@@ -381,45 +421,97 @@ _Libraries for visualizing data. Also see [awesome-javascript](https://github.co
   - [gradio](https://github.com/gradio-app/gradio) - Build and share machine learning apps, all in Python.
   - [streamlit](https://github.com/streamlit/streamlit) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
 
-## Database
-
-_Databases implemented in Python._
+## Geolocation
 
-- [chromadb](https://github.com/chroma-core/chroma) - An open-source embedding database for building AI applications with embeddings and semantic search.
-- [duckdb](https://github.com/duckdb/duckdb) - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads.
-- [pickledb](https://github.com/patx/pickledb) - A simple and lightweight key-value store for Python.
-- [tinydb](https://github.com/msiemens/tinydb) - A tiny, document-oriented database.
-- [ZODB](https://github.com/zopefoundation/ZODB) - A native object database for Python. A key-value and object graph database.
+_Libraries for geocoding addresses and working with latitudes and longitudes._
 
-## Database Drivers
+- [django-countries](https://github.com/SmileyChris/django-countries) - A Django app that provides a country field for models and forms.
+- [geodjango](https://docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework.
+- [geojson](https://github.com/jazzband/geojson) - Python bindings and utilities for GeoJSON.
+- [geopandas](https://github.com/geopandas/geopandas) - Python tools for geographic data (GeoSeries/GeoDataFrame) built on pandas.
+- [geopy](https://github.com/geopy/geopy) - Python Geocoding Toolbox.
 
-_Libraries for connecting and operating databases._
+## Science
 
-- MySQL - [awesome-mysql](https://github.com/shlomi-noach/awesome-mysql)
-  - [mysqlclient](https://github.com/PyMySQL/mysqlclient) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
-  - [pymysql](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
-- PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres)
-  - [psycopg](https://github.com/psycopg/psycopg) - The most popular PostgreSQL adapter for Python.
-- SQlite - [awesome-sqlite](https://github.com/planetopendata/awesome-sqlite)
-  - [sqlite-utils](https://github.com/simonw/sqlite-utils) - Python CLI utility and library for manipulating SQLite databases.
-  - [sqlite3](https://docs.python.org/3/library/sqlite3.html) - (Python standard library) SQlite interface compliant with DB-API 2.0.
-- Other Relational Databases
-  - [clickhouse-driver](https://github.com/mymarilyn/clickhouse-driver) - Python driver with native interface for ClickHouse.
-  - [pymssql](https://github.com/pymssql/pymssql) - A simple database interface to Microsoft SQL Server.
-- NoSQL Databases
-  - [cassandra-driver](https://github.com/datastax/python-driver) - The Python Driver for Apache Cassandra.
-  - [django-mongodb-backend](https://github.com/mongodb/django-mongodb-backend) - Official MongoDB database backend for Django.
-  - [pymongo](https://github.com/mongodb/mongo-python-driver) - The official Python client for MongoDB.
-  - [redis-py](https://github.com/redis/redis-py) - The Python client for Redis.
+_Libraries for scientific computing. Also see [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists)._
 
-## Date and Time
+- Core
+  - [numba](https://github.com/numba/numba) - Python JIT compiler to LLVM aimed at scientific Python.
+  - [numpy](https://github.com/numpy/numpy) - A fundamental package for scientific computing with Python.
+  - [scipy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
+  - [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
+  - [sympy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
+- Biology and Chemistry
+  - [biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation.
+  - [cclib](https://github.com/cclib/cclib) - A library for parsing and interpreting the results of computational chemistry packages.
+  - [openbabel](https://github.com/openbabel/openbabel) - A chemical toolbox designed to speak the many languages of chemical data.
+  - [rdkit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software.
+- Physics and Engineering
+  - [astropy](https://github.com/astropy/astropy) - A community Python library for Astronomy.
+  - [obspy](https://github.com/obspy/obspy) - A Python toolbox for seismology.
+  - [pydy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
+  - [PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - This is a compilation of various robotics algorithms with visualizations.
+- Simulation and Modeling
+  - [pathsim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
+  - [pymc](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
+  - [simpy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
+- Other
+  - [colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms.
+  - [manim](https://github.com/ManimCommunity/manim) - An animation engine for explanatory math videos.
+  - [networkx](https://github.com/networkx/networkx) - A high-productivity software for complex networks.
+  - [shapely](https://github.com/shapely/shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.
 
-_Libraries for working with dates and times._
+## Quantum Computing
 
-- [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
-- [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
-- [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
-- [zoneinfo](https://docs.python.org/3/library/zoneinfo.html) - (Python standard library) IANA time zone support. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
+_Libraries for quantum computing._
+
+- [Cirq](https://github.com/quantumlib/Cirq) — A Google-developed framework focused on hardware-aware quantum circuit design for NISQ devices.
+- [pennylane](https://github.com/PennyLaneAI/pennylane) — A hybrid quantum-classical machine learning library with automatic differentiation support.
+- [qiskit](https://github.com/Qiskit/qiskit) — An IBM-backed quantum SDK for building, simulating, and running circuits on real quantum hardware.
+- [qutip](https://github.com/qutip/qutip) - Quantum Toolbox in Python.
+
+**Development Tools**
+
+## Testing
+
+_Libraries for testing codebases and generating test data._
+
+- Testing Frameworks
+  - [hypothesis](https://github.com/HypothesisWorks/hypothesis) - Hypothesis is an advanced Quickcheck style property based testing library.
+  - [nose2](https://github.com/nose-devs/nose2) - The successor to `nose`, based on `unittest2`.
+  - [pytest](https://github.com/pytest-dev/pytest) - A mature full-featured Python testing tool.
+  - [robotframework](https://github.com/robotframework/robotframework) - A generic test automation framework.
+  - [scanapi](https://github.com/scanapi/scanapi) - Automated Testing and Documentation for your REST API.
+  - [unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework.
+- Test Runners
+  - [green](https://github.com/CleanCut/green) - A clean, colorful test runner.
+  - [nox](https://github.com/wntrblm/nox) - Flexible test automation for Python.
+  - [tox](https://github.com/tox-dev/tox) - Auto builds and tests distributions in multiple Python versions
+- GUI / Web Testing
+  - [locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python.
+  - [playwright](https://github.com/microsoft/playwright-python) - Python version of the Playwright testing and automation library.
+  - [pyautogui](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
+  - [schemathesis](https://github.com/kiwicom/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
+  - [selenium](https://github.com/SeleniumHQ/selenium) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/).
+  - [splinter](https://github.com/cobrateam/splinter) - Open source tool for testing web applications.
+- Mock
+  - [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
+  - [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
+  - [httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+.
+  - [httpretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
+  - [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
+  - [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support.
+  - [responses](https://github.com/getsentry/responses) - A utility library for mocking out the requests Python library.
+  - [vcrpy](https://github.com/kevin1024/vcrpy) - Record and replay HTTP interactions on your tests.
+- Object Factories
+  - [factory_boy](https://github.com/FactoryBoy/factory_boy) - A test fixtures replacement for Python.
+  - [mixer](https://github.com/klen/mixer) - Another fixtures replacement. Supports Django, Flask, SQLAlchemy, Peewee and etc.
+  - [polyfactory](https://github.com/litestar-org/polyfactory) - mock data generation library with support to classes (continuation of `pydantic-factories`)
+- Code Coverage
+  - [coverage](https://github.com/coveragepy/coveragepy) - Code coverage measurement.
+- Fake Data
+  - [faker](https://github.com/joke2k/faker) - A Python package that generates fake data.
+  - [mimesis](https://github.com/lk-geimfari/mimesis) - is a Python library that help you generate fake data.
 
 ## Debugging Tools
 
@@ -440,16 +532,94 @@ _Libraries for debugging code._
   - [icecream](https://github.com/gruns/icecream) - Inspect variables, expressions, and program execution with a single, simple function call.
   - [memory_graph](https://github.com/bterwijn/memory_graph) - Visualize Python data at runtime to debug references, mutability, and aliasing.
 
-## Deep Learning
+## Code Analysis
 
-_Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning)._
+_Tools of static analysis, linters and code quality checkers. Also see [awesome-static-analysis](https://github.com/mre/awesome-static-analysis)._
 
-- [jax](https://github.com/google/jax) - a library for high-performance numerical computing with automatic differentiation and JIT compilation.
-- [keras](https://github.com/keras-team/keras) - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
-- [pytorch-lightning](https://github.com/Lightning-AI/pytorch-lightning) - Deep learning framework to train, deploy, and ship AI products Lightning fast.
-- [pytorch](https://github.com/pytorch/pytorch) - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
-- [stable-baselines3](https://github.com/DLR-RM/stable-baselines3) - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.
-- [tensorflow](https://github.com/tensorflow/tensorflow) - The most popular Deep Learning framework created by Google.
+- Code Analysis
+  - [code2flow](https://github.com/scottrogowski/code2flow) - Turn your Python and JavaScript code into DOT flowcharts.
+  - [prospector](https://github.com/PyCQA/prospector) - A tool to analyze Python code.
+  - [vulture](https://github.com/jendrikseipp/vulture) - A tool for finding and analyzing dead Python code.
+- Code Linters
+  - [bandit](https://github.com/PyCQA/bandit) - A tool designed to find common security issues in Python code.
+  - [flake8](https://github.com/PyCQA/flake8) - A wrapper around `pycodestyle`, `pyflakes` and McCabe.
+    - [awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions)
+  - [pylint](https://github.com/pylint-dev/pylint) - A fully customizable source code analyzer.
+  - [ruff](https://github.com/astral-sh/ruff) - An extremely fast Python linter and code formatter.
+- Code Formatters
+  - [black](https://github.com/psf/black) - The uncompromising Python code formatter.
+  - [isort](https://github.com/timothycrosley/isort) - A Python utility / library to sort imports.
+  - [yapf](https://github.com/google/yapf) - Yet another Python code formatter from Google.
+- Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing)
+  - [mypy](https://github.com/python/mypy) - Check variable types during compile time.
+  - [pyre-check](https://github.com/facebook/pyre-check) - Performant type checking.
+  - [ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker and language server.
+  - [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
+- Refactoring
+  - [bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
+  - [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
+- Static Type Annotations Generators
+  - [monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
+  - [pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations.
+
+## Build Tools
+
+_Compile software from source code._
+
+- [bitbake](https://github.com/openembedded/bitbake) - A make-like build tool for embedded Linux.
+- [buildout](https://github.com/buildout/buildout) - A build system for creating, assembling and deploying applications from multiple parts.
+- [invoke](https://github.com/pyinvoke/invoke) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
+- [platformio](https://github.com/platformio/platformio-core) - A console tool to build code with different development platforms.
+- [pybuilder](https://github.com/pybuilder/pybuilder) - A continuous build tool written in pure Python.
+- [doit](https://github.com/pydoit/doit) - A task runner and build tool.
+- [scons](https://github.com/SCons/scons) - A software construction tool.
+
+## Algorithms and Design Patterns
+
+_Python implementation of data structures, algorithms and design patterns. Also see [awesome-algorithms](https://github.com/tayllan/awesome-algorithms)._
+
+- Algorithms
+  - [algorithms](https://github.com/keon/algorithms) - Minimal examples of data structures and algorithms.
+  - [python-ds](https://github.com/prabhupant/python-ds) - A collection of data structure and algorithms for coding interviews.
+  - [sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - Fast and pure-Python implementation of sorted collections.
+  - [thealgorithms](https://github.com/TheAlgorithms/Python) - All Algorithms implemented in Python.
+- Design Patterns
+  - [python-cqrs](https://github.com/vadikko2/python-cqrs) - Event-Driven Architecture Framework with CQRS/CQS, Transaction Outbox, Saga orchestration.
+  - [python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python.
+  - [transitions](https://github.com/pytransitions/transitions) - A lightweight, object-oriented finite state machine implementation.
+
+## Documentation
+
+_Libraries for generating project documentation._
+
+- [sphinx](https://github.com/sphinx-doc/sphinx/) - Python Documentation generator.
+  - [awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc)
+- [diagrams](https://github.com/mingrammer/diagrams) - Diagram as Code.
+- [mkdocs](https://github.com/mkdocs/mkdocs/) - Markdown friendly documentation generator.
+- [pdoc](https://github.com/mitmproxy/pdoc) - Epydoc replacement to auto generate API documentation for Python libraries.
+
+## Editor Plugins and IDEs
+
+- [elpy](https://github.com/jorgenschaefer/elpy) - Emacs Python Development Environment.
+- [jedi-vim](https://github.com/davidhalter/jedi-vim) - Vim bindings for the Jedi auto-completion library for Python.
+- [PTVS](https://github.com/Microsoft/PTVS) - Python Tools for Visual Studio.
+- [PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.
+- [Python for VSCode](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.
+- [python-mode](https://github.com/python-mode/python-mode) - An all in one plugin for turning Vim into a Python IDE.
+- [spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE.
+- [YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
+
+## Interactive Interpreter
+
+_Interactive Python interpreters (REPL)._
+
+- [bpython](https://github.com/bpython/bpython) - A fancy interface to the Python interpreter.
+- [jupyter](https://github.com/jupyter/notebook) - A rich toolkit to help you make the most out of using Python interactively.
+  - [awesome-jupyter](https://github.com/markusschanta/awesome-jupyter)
+- [marimo](https://github.com/marimo-team/marimo) - Transform data and train models, feels like a next-gen notebook, stored as Git-friendly Python.
+- [ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
+
+**DevOps & Infrastructure**
 
 ## DevOps Tools
 
@@ -495,87 +665,188 @@ _Frameworks and libraries for Distributed Computing._
   - [kafka-python](https://github.com/dpkp/kafka-python) - The Python client for Apache Kafka.
   - [streamparse](https://github.com/Parsely/streamparse) - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/).
 
-## Distribution
+## Task Queues
 
-_Libraries to create packaged executables for release distribution._
+_Libraries for working with task queues._
 
-- [cx-Freeze](https://github.com/marcelotduarte/cx_Freeze) - It is a Python tool that converts Python scripts into standalone executables and installers for Windows, macOS, and Linux.
-- [Nuitka](https://github.com/Nuitka/Nuitka) - Compiles Python programs into high-performance standalone executables (cross-platform, supports all Python versions).
-- [py2app](https://github.com/ronaldoussoren/py2app) - Freezes Python scripts (Mac OS X).
-- [py2exe](https://github.com/py2exe/py2exe) - Freezes Python scripts (Windows).
-- [pyarmor](https://github.com/dashingsoft/pyarmor) - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
-- [pyinstaller](https://github.com/pyinstaller/pyinstaller) - Converts Python programs into stand-alone executables (cross-platform).
-- [shiv](https://github.com/linkedin/shiv) - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.
+- [celery](https://github.com/celery/celery) - An asynchronous task queue/job queue based on distributed message passing.
+  - [flower](https://github.com/mher/flower) - Real-time monitor and web admin for Celery.
+- [dramatiq](https://github.com/Bogdanp/dramatiq) - A fast and reliable background task processing library for Python 3.
+- [huey](https://github.com/coleifer/huey) - Little multi-threaded task queue.
+- [mrq](https://github.com/pricingassistant/mrq) - A distributed worker task queue in Python using Redis & gevent.
+- [rq](https://github.com/rq/rq) - Simple job queues for Python.
 
-## Documentation
+## Job Schedulers
 
-_Libraries for generating project documentation._
+_Libraries for scheduling jobs._
 
-- [sphinx](https://github.com/sphinx-doc/sphinx/) - Python Documentation generator.
-  - [awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc)
-- [diagrams](https://github.com/mingrammer/diagrams) - Diagram as Code.
-- [mkdocs](https://github.com/mkdocs/mkdocs/) - Markdown friendly documentation generator.
-- [pdoc](https://github.com/mitmproxy/pdoc) - Epydoc replacement to auto generate API documentation for Python libraries.
+- [airflow](https://github.com/apache/airflow) - Airflow is a platform to programmatically author, schedule and monitor workflows.
+- [apscheduler](https://github.com/agronholm/apscheduler) - A light but powerful in-process task scheduler that lets you schedule functions.
+- [dagster](https://github.com/dagster-io/dagster) - An orchestration platform for the development, production, and observation of data assets.
+- [prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
+- [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
+- [SpiffWorkflow](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
+- [taskflow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
 
-## Downloaders
+## Logging
 
-_Libraries for downloading._
+_Libraries for generating and working with logs._
 
-- [s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront.
-- [youtube-dl](https://github.com/ytdl-org/youtube-dl/) - A command-line program to download videos from YouTube and other video sites.
+- [logbook](https://github.com/getlogbook/logbook) - Logging replacement for Python.
+- [logging](https://docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python.
+- [loguru](https://github.com/Delgan/loguru) - Library which aims to bring enjoyable logging in Python.
+- [structlog](https://github.com/hynek/structlog) - Structured logging made easy.
 
-## Editor Plugins and IDEs
+## Processes
 
-- [elpy](https://github.com/jorgenschaefer/elpy) - Emacs Python Development Environment.
-- [jedi-vim](https://github.com/davidhalter/jedi-vim) - Vim bindings for the Jedi auto-completion library for Python.
-- [PTVS](https://github.com/Microsoft/PTVS) - Python Tools for Visual Studio.
-- [PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.
-- [Python for VSCode](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.
-- [python-mode](https://github.com/python-mode/python-mode) - An all in one plugin for turning Vim into a Python IDE.
-- [spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE.
-- [YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
+_Libraries for starting and communicating with OS processes._
 
-## Email
+- [delegator.py](https://github.com/amitt001/delegator.py) - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0.
+- [sarge](https://github.com/vsajip/sarge) - Yet another wrapper for subprocess.
+- [sh](https://github.com/amoffat/sh) - A full-fledged subprocess replacement for Python.
 
-_Libraries for sending and parsing email._
+## Network Virtualization
 
-- [flanker](https://github.com/mailgun/flanker) - An email address and Mime parsing library.
-- [imbox](https://github.com/martinrusev/imbox) - Python IMAP for Humans.
-- [mailer](https://github.com/marrow/mailer) - High-performance extensible mail delivery framework.
-- [modoboa](https://github.com/modoboa/modoboa) - A mail hosting and management platform including a modern Web UI.
-- [yagmail](https://github.com/kootenpv/yagmail) - Yet another Gmail/SMTP client.
+_Tools and libraries for Virtual Networking and SDN (Software Defined Networking)._
 
-## Environment Management
+- [mininet](https://github.com/mininet/mininet) - A popular network emulator and API written in Python.
+- [napalm](https://github.com/napalm-automation/napalm) - Cross-vendor API to manipulate network devices.
+- [pox](https://github.com/noxrepo/pox) - A Python-based SDN control applications, such as OpenFlow SDN controllers.
+- [scapy](https://github.com/secdev/scapy) - A brilliant packet manipulation library.
 
-_Libraries for Python version and virtual environment management._
+## RPC Servers
 
-- [pyenv](https://github.com/pyenv/pyenv) - Simple Python version management.
-  - [pyenv-win](https://github.com/pyenv-win/pyenv-win) - Pyenv for Windows, Simple Python version management.
-- [uv](https://github.com/astral-sh/uv) - An extremely fast Python version, package and project manager, written in Rust.
-- [virtualenv](https://github.com/pypa/virtualenv) - A tool to create isolated Python environments.
+_RPC-compatible servers._
 
-## File Manipulation
+- [rpyc](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
+- [zerorpc](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
 
-_Libraries for file manipulation._
+**Database & Storage**
 
-- [mimetypes](https://docs.python.org/3/library/mimetypes.html) - (Python standard library) Map filenames to MIME types.
-- [path.py](https://github.com/jaraco/path.py) - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html).
-- [pathlib](https://docs.python.org/3/library/pathlib.html) - (Python standard library) A cross-platform, object-oriented path library.
-- [python-magic](https://github.com/ahupp/python-magic) - A Python interface to the libmagic file type identification library.
-- [watchdog](https://github.com/gorakhargosh/watchdog) - API and shell utilities to monitor file system events.
-- [watchfiles](https://github.com/samuelcolvin/watchfiles) - Simple, modern and fast file watching and code reload in python.
+## Database
 
-## Functional Programming
+_Databases implemented in Python._
 
-_Functional Programming with Python._
+- [chromadb](https://github.com/chroma-core/chroma) - An open-source embedding database for building AI applications with embeddings and semantic search.
+- [duckdb](https://github.com/duckdb/duckdb) - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads.
+- [pickledb](https://github.com/patx/pickledb) - A simple and lightweight key-value store for Python.
+- [tinydb](https://github.com/msiemens/tinydb) - A tiny, document-oriented database.
+- [ZODB](https://github.com/zopefoundation/ZODB) - A native object database for Python. A key-value and object graph database.
 
-- [coconut](https://github.com/evhub/coconut) - A variant of Python built for simple, elegant, Pythonic functional programming.
-- [cytoolz](https://github.com/pytoolz/cytoolz/) - Cython implementation of `Toolz`: High performance functional utilities.
-- [functools](https://docs.python.org/3/library/functools.html) - (Python standard library) Higher-order functions and operations on callable objects.
-- [funcy](https://github.com/Suor/funcy) - A fancy and practical functional tools.
-- [more-itertools](https://github.com/erikrose/more-itertools) - More routines for operating on iterables, beyond `itertools`.
-- [returns](https://github.com/dry-python/returns) - A set of type-safe monads, transformers, and composition utilities.
-- [toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries.
+## Database Drivers
+
+_Libraries for connecting and operating databases._
+
+- MySQL - [awesome-mysql](https://github.com/shlomi-noach/awesome-mysql)
+  - [mysqlclient](https://github.com/PyMySQL/mysqlclient) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
+  - [pymysql](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
+- PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres)
+  - [psycopg](https://github.com/psycopg/psycopg) - The most popular PostgreSQL adapter for Python.
+- SQlite - [awesome-sqlite](https://github.com/planetopendata/awesome-sqlite)
+  - [sqlite-utils](https://github.com/simonw/sqlite-utils) - Python CLI utility and library for manipulating SQLite databases.
+  - [sqlite3](https://docs.python.org/3/library/sqlite3.html) - (Python standard library) SQlite interface compliant with DB-API 2.0.
+- Other Relational Databases
+  - [clickhouse-driver](https://github.com/mymarilyn/clickhouse-driver) - Python driver with native interface for ClickHouse.
+  - [pymssql](https://github.com/pymssql/pymssql) - A simple database interface to Microsoft SQL Server.
+- NoSQL Databases
+  - [cassandra-driver](https://github.com/datastax/python-driver) - The Python Driver for Apache Cassandra.
+  - [django-mongodb-backend](https://github.com/mongodb/django-mongodb-backend) - Official MongoDB database backend for Django.
+  - [pymongo](https://github.com/mongodb/mongo-python-driver) - The official Python client for MongoDB.
+  - [redis-py](https://github.com/redis/redis-py) - The Python client for Redis.
+
+## ORM
+
+_Libraries that implement Object-Relational Mapping or data mapping techniques._
+
+- Relational Databases
+  - [django.db.models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.
+  - [sqlalchemy](https://github.com/sqlalchemy/sqlalchemy) - The Python SQL Toolkit and Object Relational Mapper.
+    - [awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy)
+  - [dataset](https://github.com/pudo/dataset) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
+  - [peewee](https://github.com/coleifer/peewee) - A small, expressive ORM.
+  - [pony](https://github.com/ponyorm/pony/) - ORM that provides a generator-oriented interface to SQL.
+  - [sqlmodel](https://github.com/fastapi/sqlmodel) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.
+  - [tortoise-orm](https://github.com/tortoise/tortoise-orm) - An easy-to-use asyncio ORM inspired by Django, with relations support.
+- NoSQL Databases
+  - [beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
+  - [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
+  - [odmantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
+  - [pynamodb](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
+
+## Caching
+
+_Libraries for caching data._
+
+- [beaker](https://github.com/bbangert/beaker) - A WSGI middleware for sessions and caching.
+- [django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - Automatic caching and invalidation for Django models.
+- [django-cacheops](https://github.com/Suor/django-cacheops) - A slick ORM cache with automatic granular event-driven invalidation.
+- [dogpile.cache](https://github.com/sqlalchemy/dogpile.cache) - dogpile.cache is a next generation replacement for Beaker made by the same authors.
+- [hermescache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention.
+- [pylibmc](https://github.com/lericson/pylibmc) - A Python wrapper around the [libmemcached](https://libmemcached.org/libMemcached.html) interface.
+- [python-diskcache](https://github.com/grantjenks/python-diskcache) - SQLite and file backed cache backend with faster lookups than memcached and redis.
+
+## Search
+
+_Libraries and software for indexing and performing search queries on data._
+
+- [django-haystack](https://github.com/django-haystack/django-haystack) - Modular search for Django.
+- [elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch.
+- [elasticsearch-py](https://github.com/elastic/elasticsearch-py) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
+- [pysolr](https://github.com/django-haystack/pysolr) - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/).
+- [whoosh](https://github.com/mchaput/whoosh) - A fast, pure Python search engine library.
+
+## Serialization
+
+_Libraries for serializing complex data types._
+
+- [marshmallow](https://github.com/marshmallow-code/marshmallow) - A lightweight library for converting complex objects to and from simple Python datatypes.
+- [msgpack](https://github.com/msgpack/msgpack-python) - MessagePack serializer implementation for Python.
+- [orjson](https://github.com/ijl/orjson) - Fast, correct JSON library.
+- [pysimdjson](https://github.com/TkTech/pysimdjson) - A Python bindings for [simdjson](https://github.com/lemire/simdjson).
+- [python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson).
+- [ultrajson](https://github.com/esnme/ultrajson) - A fast JSON decoder and encoder written in C with Python bindings.
+
+**CLI & GUI**
+
+## Command-line Interface Development
+
+_Libraries for building command-line applications._
+
+- Command-line Application Development
+  - [argparse](https://docs.python.org/3/library/argparse.html) - (Python standard library) Command-line option and argument parsing.
+  - [cement](https://github.com/datafolklabs/cement) - CLI Application Framework for Python.
+  - [click](https://github.com/pallets/click/) - A package for creating beautiful command line interfaces in a composable way.
+  - [cliff](https://github.com/openstack/cliff) - A framework for creating command-line programs with multi-level commands.
+  - [python-fire](https://github.com/google/python-fire) - A library for creating command line interfaces from absolutely any Python object.
+  - [python-prompt-toolkit](https://github.com/prompt-toolkit/python-prompt-toolkit) - A library for building powerful interactive command lines.
+  - [typer](https://github.com/tiangolo/typer) - Modern CLI framework that uses Python type hints. Built on Click and Pydantic.
+- Terminal Rendering
+  - [alive-progress](https://github.com/rsalmei/alive-progress) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
+  - [asciimatics](https://github.com/peterbrittain/asciimatics) - A package to create full-screen text UIs (from interactive forms to ASCII animations).
+  - [bashplotlib](https://github.com/glamp/bashplotlib) - Making basic plots in the terminal.
+  - [colorama](https://github.com/tartley/colorama) - Cross-platform colored terminal text.
+  - [rich](https://github.com/Textualize/rich) - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler.
+  - [textual](https://github.com/Textualize/textual) - A framework for building interactive user interfaces that run in the terminal and the browser.
+  - [tqdm](https://github.com/tqdm/tqdm) - Fast, extensible progress bar for loops and CLI.
+
+## Command-line Tools
+
+_Useful CLI-based tools for productivity._
+
+- Productivity Tools
+  - [cookiecutter](https://github.com/cookiecutter/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates).
+  - [copier](https://github.com/copier-org/copier) - A library and command-line utility for rendering projects templates.
+  - [doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal.
+  - [fpp](https://github.com/facebook/PathPicker) - Select files out of bash output.
+  - [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command.
+  - [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
+  - [xonsh](https://github.com/xonsh/xonsh/) - A Python-powered shell. Full-featured and cross-platform.
+- CLI Enhancements
+  - [httpie](https://github.com/httpie/cli) - A command line HTTP client, a user-friendly cURL replacement.
+  - [iredis](https://github.com/laixintao/iredis) - Redis CLI with autocompletion and syntax highlighting.
+  - [litecli](https://github.com/dbcli/litecli) - SQLite CLI with autocompletion and syntax highlighting.
+  - [mycli](https://github.com/dbcli/mycli) - MySQL CLI with autocompletion and syntax highlighting.
+  - [pgcli](https://github.com/dbcli/pgcli) - PostgreSQL CLI with autocompletion and syntax highlighting.
 
 ## GUI Development
 
@@ -603,6 +874,38 @@ _Libraries for working with graphical user interface applications._
 - Wrappers
   - [gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line.
 
+**Content & Media**
+
+## Audio
+
+_Libraries for manipulating audio and its metadata._
+
+- Audio
+  - [audioflux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
+  - [audioread](https://github.com/beetbox/audioread) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
+  - [dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition.
+  - [gtts](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
+  - [kapre](https://github.com/keunwoochoi/kapre) - Keras Audio Preprocessors.
+  - [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
+  - [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
+  - [mingus](https://github.com/bspaans/python-mingus) - An advanced music theory and notation package with MIDI file and playback support.
+  - [pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
+  - [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
+  - [TimeSide](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
+- Metadata
+  - [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
+  - [eyed3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
+  - [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
+  - [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
+
+## Video
+
+_Libraries for manipulating video and GIFs._
+
+- [moviepy](https://github.com/Zulko/moviepy) - A module for script-based movie editing with many formats, including animated GIFs.
+- [scikit-video](https://github.com/aizvorski/scikit-video) - Video processing routines for SciPy.
+- [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
+
 ## Game Development
 
 _Awesome game development libraries._
@@ -616,15 +919,19 @@ _Awesome game development libraries._
 - [pyopengl](https://github.com/mcfletch/pyopengl) - Python ctypes bindings for OpenGL and it's related APIs.
 - [renpy](https://github.com/renpy/renpy) - A Visual Novel engine.
 
-## Geolocation
+## Image Processing
 
-_Libraries for geocoding addresses and working with latitudes and longitudes._
+_Libraries for manipulating images._
 
-- [django-countries](https://github.com/SmileyChris/django-countries) - A Django app that provides a country field for models and forms.
-- [geodjango](https://docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework.
-- [geojson](https://github.com/jazzband/geojson) - Python bindings and utilities for GeoJSON.
-- [geopandas](https://github.com/geopandas/geopandas) - Python tools for geographic data (GeoSeries/GeoDataFrame) built on pandas.
-- [geopy](https://github.com/geopy/geopy) - Python Geocoding Toolbox.
+- [pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
+- [pymatting](https://github.com/pymatting/pymatting) - A library for alpha matting.
+- [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies.
+- [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
+- [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
+- [quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
+- [scikit-image](https://github.com/scikit-image/scikit-image) - A Python library for (scientific) image processing.
+- [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
+- [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
 
 ## HTML Manipulation
 
@@ -641,160 +948,116 @@ _Libraries for working with HTML and XML._
 - [xmldataset](https://github.com/spurin/xmldataset) - Simple XML Parsing.
 - [xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON.
 
-## HTTP Clients
-
-_Libraries for working with HTTP._
-
-- [aiohttp](https://github.com/aio-libs/aiohttp) - Asynchronous HTTP client/server framework for asyncio and Python.
-- [httpx](https://github.com/encode/httpx) - A next generation HTTP client for Python.
-- [requests](https://github.com/psf/requests) - HTTP Requests for Humans.
-- [treq](https://github.com/twisted/treq) - Python requests like API built on top of Twisted's HTTP client.
-- [urllib3](https://github.com/urllib3/urllib3) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
-
-## Hardware
+## Text Processing
 
-_Libraries for programming with hardware._
+_Libraries for parsing and manipulating plain texts._
 
-- [bleak](https://github.com/hbldh/bleak) - A cross platform Bluetooth Low Energy Client for Python using asyncio.
-- [mouse](https://github.com/boppreh/mouse) - Hook and simulate global mouse events on Windows and Linux.
-- [pynput](https://github.com/moses-palmer/pynput) - A library to control and monitor input devices.
+- General
+  - [babel](https://github.com/python-babel/babel) - An internationalization library for Python.
+  - [chardet](https://github.com/chardet/chardet) - Python 2/3 compatible character encoding detector.
+  - [difflib](https://docs.python.org/3/library/difflib.html) - (Python standard library) Helpers for computing deltas.
+  - [ftfy](https://github.com/LuminosoInsight/python-ftfy) - Makes Unicode text less broken and more consistent automagically.
+  - [Levenshtein](https://github.com/ztane/python-Levenshtein/) - Fast computation of Levenshtein distance and string similarity.
+  - [pangu.py](https://github.com/vinta/pangu.py) - Paranoid text spacing.
+  - [pyfiglet](https://github.com/pwaller/pyfiglet) - An implementation of figlet written in Python.
+  - [pypinyin](https://github.com/mozillazg/python-pinyin) - Convert Chinese hanzi (漢字) to pinyin (拼音).
+  - [textdistance](https://github.com/orsinium/textdistance) - Compute distance between sequences with 30+ algorithms.
+  - [unidecode](https://github.com/avian2/unidecode) - ASCII transliterations of Unicode text.
+- Slugify
+  - [awesome-slugify](https://github.com/dimka665/awesome-slugify) - A Python slugify library that can preserve unicode.
+  - [python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII.
+  - [unicode-slugify](https://github.com/mozilla/unicode-slugify) - A slugifier that generates unicode slugs with Django as a dependency.
+- Unique identifiers
+  - [hashids](https://github.com/davidaurelio/hashids-python) - Implementation of [hashids](http://hashids.org) in Python.
+  - [shortuuid](https://github.com/skorokithakis/shortuuid) - A generator library for concise, unambiguous and URL-safe UUIDs.
+- Parser
+  - [pygments](https://github.com/pygments/pygments) - A generic syntax highlighter.
+  - [pyparsing](https://github.com/pyparsing/pyparsing) - A general purpose framework for generating parsers.
+  - [python-nameparser](https://github.com/derek73/python-nameparser) - Parsing human names into their individual components.
+  - [python-phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - Parsing, formatting, storing and validating international phone numbers.
+  - [python-user-agents](https://github.com/selwin/python-user-agents) - Browser user agent parser.
+  - [sqlparse](https://github.com/andialbrecht/sqlparse) - A non-validating SQL parser.
 
-## Image Processing
+## File Format Processing
 
-_Libraries for manipulating images._
+_Libraries for parsing and manipulating specific text formats._
 
-- [pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
-- [pymatting](https://github.com/pymatting/pymatting) - A library for alpha matting.
-- [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies.
-- [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
-- [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
-- [quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
-- [scikit-image](https://github.com/scikit-image/scikit-image) - A Python library for (scientific) image processing.
-- [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
-- [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
-
-## Implementations
-
-_Implementations of Python._
-
-- [clpython](https://github.com/metawilm/cl-python) - Implementation of the Python programming language written in Common Lisp.
-- [cpython](https://github.com/python/cpython) - Default, most widely used implementation of the Python programming language written in C.
-- [cython](https://github.com/cython/cython) - Optimizing Static Compiler for Python.
-- [ironpython](https://github.com/IronLanguages/ironpython3) - Implementation of the Python programming language written in C#.
-- [micropython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation.
-- [PeachPy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
-- [pypy](https://github.com/pypy/pypy) - A very fast and compliant implementation of the Python language.
-- [pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques.
-
-## Interactive Interpreter
-
-_Interactive Python interpreters (REPL)._
-
-- [bpython](https://github.com/bpython/bpython) - A fancy interface to the Python interpreter.
-- [jupyter](https://github.com/jupyter/notebook) - A rich toolkit to help you make the most out of using Python interactively.
-  - [awesome-jupyter](https://github.com/markusschanta/awesome-jupyter)
-- [marimo](https://github.com/marimo-team/marimo) - Transform data and train models, feels like a next-gen notebook, stored as Git-friendly Python.
-- [ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
-
-## Job Schedulers
-
-_Libraries for scheduling jobs._
-
-- [airflow](https://github.com/apache/airflow) - Airflow is a platform to programmatically author, schedule and monitor workflows.
-- [apscheduler](https://github.com/agronholm/apscheduler) - A light but powerful in-process task scheduler that lets you schedule functions.
-- [dagster](https://github.com/dagster-io/dagster) - An orchestration platform for the development, production, and observation of data assets.
-- [prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
-- [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
-- [SpiffWorkflow](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
-- [taskflow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
-
-## Logging
-
-_Libraries for generating and working with logs._
-
-- [logbook](https://github.com/getlogbook/logbook) - Logging replacement for Python.
-- [logging](https://docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python.
-- [loguru](https://github.com/Delgan/loguru) - Library which aims to bring enjoyable logging in Python.
-- [structlog](https://github.com/hynek/structlog) - Structured logging made easy.
-
-## Machine Learning
-
-_Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python)._
-
-- [catboost](https://github.com/catboost/catboost) - A fast, scalable, high performance gradient boosting on decision trees library.
-- [feature_engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
-- [karateclub](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data.
-- [h2o](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
-- [lightgbm](https://github.com/microsoft/LightGBM) - A fast, distributed, high performance gradient boosting framework.
-- [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
-- [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
-- [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support.
-- [spark.ml](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library for distributed computing.
-- [xgboost](https://github.com/dmlc/xgboost) - A scalable, portable, and distributed gradient boosting library.
-
-## Microsoft Windows
-
-_Python programming on Microsoft Windows._
+- General
+  - [docling](https://github.com/docling-project/docling) - Library for converting documents into structured data.
+  - [kreuzberg](https://github.com/kreuzberg-dev/kreuzberg) - High-performance document extraction library with a Rust core, supporting 62+ formats including PDF, Office, images with OCR, HTML, email, and archives.
+  - [pyelftools](https://github.com/eliben/pyelftools) - Parsing and analyzing ELF files and DWARF debugging information.
+  - [tablib](https://github.com/jazzband/tablib) - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
+  - [textract](https://github.com/deanmalmgren/textract) - Extract text from any document, Word, PowerPoint, PDFs, etc.
+- Office
+  - [docxtpl](https://github.com/elapouya/python-docx-template) - Editing a docx document by jinja2 template
+  - [openpyxl](https://openpyxl.readthedocs.io/en/stable/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
+  - [pyexcel](https://github.com/pyexcel/pyexcel) - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.
+  - [python-docx](https://github.com/python-openxml/python-docx) - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
+  - [python-pptx](https://github.com/scanny/python-pptx) - Python library for creating and updating PowerPoint (.pptx) files.
+  - [xlsxwriter](https://github.com/jmcnamara/XlsxWriter) - A Python module for creating Excel .xlsx files.
+  - [xlwings](https://github.com/ZoomerAnalytics/xlwings) - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
+- PDF
+  - [pdf_oxide](https://github.com/yfedoseev/pdf_oxide) - A fast PDF library for text extraction, image extraction, and markdown conversion, powered by Rust.
+  - [pdfminer.six](https://github.com/pdfminer/pdfminer.six) - Pdfminer.six is a community maintained fork of the original PDFMiner.
+  - [pikepdf](https://github.com/pikepdf/pikepdf) - A powerful library for reading and editing PDF files, based on qpdf.
+  - [PyPDF2](https://github.com/mstamy2/PyPDF2) - A library capable of splitting, merging and transforming PDF pages.
+  - [reportlab](https://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
+  - [weasyprint](https://github.com/Kozea/WeasyPrint) - A visual rendering engine for HTML and CSS that can export to PDF.
+- Markdown
+  - [markdown-it-py](https://github.com/executablebooks/markdown-it-py) - Markdown parser with 100% CommonMark support, extensions, and syntax plugins.
+  - [markdown](https://github.com/waylan/Python-Markdown) - A Python implementation of John Gruber’s Markdown.
+  - [markitdown](https://github.com/microsoft/markitdown) - Python tool for converting files and office documents to Markdown.
+  - [mistune](https://github.com/lepture/mistune) - Fastest and full featured pure Python parsers of Markdown.
+- YAML
+  - [pyyaml](https://github.com/yaml/pyyaml) - YAML implementations for Python.
+- TOML
+  - [tomllib](https://docs.python.org/3/library/tomllib.html) - (Python standard library) Parse TOML files.
+- CSV
+  - [csvkit](https://github.com/wireservice/csvkit) - Utilities for converting to and working with CSV.
+- Archive
+  - [unp](https://github.com/mitsuhiko/unp) - A command line tool that can unpack archives easily.
 
-- [pythonnet](https://github.com/pythonnet/pythonnet) - Python Integration with the .NET Common Language Runtime (CLR).
-- [pywin32](https://github.com/mhammond/pywin32) - Python Extensions for Windows.
-- [winpython](https://github.com/winpython/winpython) - Portable development environment for Windows 10/11.
+## File Manipulation
 
-## Miscellaneous
+_Libraries for file manipulation._
 
-_Useful libraries or tools that don't fit in the categories above._
+- [mimetypes](https://docs.python.org/3/library/mimetypes.html) - (Python standard library) Map filenames to MIME types.
+- [path.py](https://github.com/jaraco/path.py) - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html).
+- [pathlib](https://docs.python.org/3/library/pathlib.html) - (Python standard library) A cross-platform, object-oriented path library.
+- [python-magic](https://github.com/ahupp/python-magic) - A Python interface to the libmagic file type identification library.
+- [watchdog](https://github.com/gorakhargosh/watchdog) - API and shell utilities to monitor file system events.
+- [watchfiles](https://github.com/samuelcolvin/watchfiles) - Simple, modern and fast file watching and code reload in python.
 
-- [blinker](https://github.com/jek/blinker) - A fast Python in-process signal/event dispatching system.
-- [boltons](https://github.com/mahmoud/boltons) - A set of pure-Python utilities.
-- [itsdangerous](https://github.com/pallets/itsdangerous) - Various helpers to pass trusted data to untrusted environments.
-- [pluginbase](https://github.com/mitsuhiko/pluginbase) - A simple but flexible plugin system for Python.
-- [tryton](https://github.com/tryton/tryton) - A general-purpose business framework.
+## Downloaders
 
-## Natural Language Processing
+_Libraries for downloading._
 
-_Libraries for working with human languages._
+- [s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront.
+- [youtube-dl](https://github.com/ytdl-org/youtube-dl/) - A command-line program to download videos from YouTube and other video sites.
 
-- General
-  - [gensim](https://github.com/RaRe-Technologies/gensim) - Topic Modeling for Humans.
-  - [langid.py](https://github.com/saffsd/langid.py) - Stand-alone language identification system.
-  - [nltk](https://github.com/nltk/nltk) - A leading platform for building Python programs to work with human language data.
-  - [pattern](https://github.com/clips/pattern) - A web mining module.
-  - [polyglot](https://github.com/aboSamoor/polyglot) - Natural language pipeline supporting hundreds of languages.
-  - [spacy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
-  - [stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
-- Chinese
-  - [funnlp](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
-  - [jieba](https://github.com/fxsjy/jieba) - The most popular Chinese text segmentation library.
-  - [pkuseg-python](https://github.com/lancopku/pkuseg-python) - A toolkit for Chinese word segmentation in various domains.
-  - [snownlp](https://github.com/isnowfy/snownlp) - A library for processing Chinese text.
+**System & Runtime**
 
-## Network Virtualization
+## Asynchronous Programming
 
-_Tools and libraries for Virtual Networking and SDN (Software Defined Networking)._
+_Libraries for asynchronous, concurrent and parallel execution. Also see [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)._
 
-- [mininet](https://github.com/mininet/mininet) - A popular network emulator and API written in Python.
-- [napalm](https://github.com/napalm-automation/napalm) - Cross-vendor API to manipulate network devices.
-- [pox](https://github.com/noxrepo/pox) - A Python-based SDN control applications, such as OpenFlow SDN controllers.
-- [scapy](https://github.com/secdev/scapy) - A brilliant packet manipulation library.
+- [asyncio](https://docs.python.org/3/library/asyncio.html) - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.
+  - [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)
+- [concurrent.futures](https://docs.python.org/3/library/concurrent.futures.html) - (Python standard library) A high-level interface for asynchronously executing callables.
+- [gevent](https://github.com/gevent/gevent) - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).
+- [multiprocessing](https://docs.python.org/3/library/multiprocessing.html) - (Python standard library) Process-based parallelism.
+- [trio](https://github.com/python-trio/trio) - A friendly library for async concurrency and I/O.
+- [twisted](https://github.com/twisted/twisted) - An event-driven networking engine.
+- [uvloop](https://github.com/MagicStack/uvloop) - Ultra fast asyncio event loop.
 
-## ORM
+## Environment Management
 
-_Libraries that implement Object-Relational Mapping or data mapping techniques._
+_Libraries for Python version and virtual environment management._
 
-- Relational Databases
-  - [django.db.models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.
-  - [sqlalchemy](https://github.com/sqlalchemy/sqlalchemy) - The Python SQL Toolkit and Object Relational Mapper.
-    - [awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy)
-  - [dataset](https://github.com/pudo/dataset) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
-  - [peewee](https://github.com/coleifer/peewee) - A small, expressive ORM.
-  - [pony](https://github.com/ponyorm/pony/) - ORM that provides a generator-oriented interface to SQL.
-  - [sqlmodel](https://github.com/fastapi/sqlmodel) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.
-  - [tortoise-orm](https://github.com/tortoise/tortoise-orm) - An easy-to-use asyncio ORM inspired by Django, with relations support.
-- NoSQL Databases
-  - [beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
-  - [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
-  - [odmantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
-  - [pynamodb](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
+- [pyenv](https://github.com/pyenv/pyenv) - Simple Python version management.
+  - [pyenv-win](https://github.com/pyenv-win/pyenv-win) - Pyenv for Windows, Simple Python version management.
+- [uv](https://github.com/astral-sh/uv) - An extremely fast Python version, package and project manager, written in Rust.
+- [virtualenv](https://github.com/pypa/virtualenv) - A tool to create isolated Python environments.
 
 ## Package Management
 
@@ -815,338 +1078,130 @@ _Local PyPI repository server and proxies._
 - [devpi](https://github.com/devpi/devpi) - PyPI server and packaging/testing/release tool.
 - [warehouse](https://github.com/pypa/warehouse) - Next generation Python Package Repository (PyPI).
 
-## Penetration Testing
-
-_Frameworks and tools for penetration testing._
+## Date and Time
 
-- [fsociety](https://github.com/Manisso/fsociety) - A Penetration testing framework.
-- [setoolkit](https://github.com/trustedsec/social-engineer-toolkit) - A toolkit for social engineering.
-- [sherlock](https://github.com/sherlock-project/sherlock) - Hunt down social media accounts by username across social networks.
-- [sqlmap](https://github.com/sqlmapproject/sqlmap) - Automatic SQL injection and database takeover tool.
+_Libraries for working with dates and times._
 
-## Processes
+- [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
+- [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
+- [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
+- [zoneinfo](https://docs.python.org/3/library/zoneinfo.html) - (Python standard library) IANA time zone support. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
 
-_Libraries for starting and communicating with OS processes._
+## Distribution
 
-- [delegator.py](https://github.com/amitt001/delegator.py) - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0.
-- [sarge](https://github.com/vsajip/sarge) - Yet another wrapper for subprocess.
-- [sh](https://github.com/amoffat/sh) - A full-fledged subprocess replacement for Python.
+_Libraries to create packaged executables for release distribution._
 
-## Quantum Computing
+- [cx-Freeze](https://github.com/marcelotduarte/cx_Freeze) - It is a Python tool that converts Python scripts into standalone executables and installers for Windows, macOS, and Linux.
+- [Nuitka](https://github.com/Nuitka/Nuitka) - Compiles Python programs into high-performance standalone executables (cross-platform, supports all Python versions).
+- [py2app](https://github.com/ronaldoussoren/py2app) - Freezes Python scripts (Mac OS X).
+- [py2exe](https://github.com/py2exe/py2exe) - Freezes Python scripts (Windows).
+- [pyarmor](https://github.com/dashingsoft/pyarmor) - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
+- [pyinstaller](https://github.com/pyinstaller/pyinstaller) - Converts Python programs into stand-alone executables (cross-platform).
+- [shiv](https://github.com/linkedin/shiv) - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.
 
-_Libraries for quantum computing._
+## Hardware
 
-- [Cirq](https://github.com/quantumlib/Cirq) — A Google-developed framework focused on hardware-aware quantum circuit design for NISQ devices.
-- [pennylane](https://github.com/PennyLaneAI/pennylane) — A hybrid quantum-classical machine learning library with automatic differentiation support.
-- [qiskit](https://github.com/Qiskit/qiskit) — An IBM-backed quantum SDK for building, simulating, and running circuits on real quantum hardware.
-- [qutip](https://github.com/qutip/qutip) - Quantum Toolbox in Python.
+_Libraries for programming with hardware._
 
-## Recommender Systems
+- [bleak](https://github.com/hbldh/bleak) - A cross platform Bluetooth Low Energy Client for Python using asyncio.
+- [mouse](https://github.com/boppreh/mouse) - Hook and simulate global mouse events on Windows and Linux.
+- [pynput](https://github.com/moses-palmer/pynput) - A library to control and monitor input devices.
 
-_Libraries for building recommender systems._
+## Implementations
 
-- [annoy](https://github.com/spotify/annoy) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.
-- [implicit](https://github.com/benfred/implicit) - A fast Python implementation of collaborative filtering for implicit datasets.
-- [lightfm](https://github.com/lyst/lightfm) - A Python implementation of a number of popular recommendation algorithms.
-- [scikit-surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
-- [spotlight](https://github.com/maciejkula/spotlight) - Deep recommender models using PyTorch.
+_Implementations of Python._
 
-## Web APIs
+- [clpython](https://github.com/metawilm/cl-python) - Implementation of the Python programming language written in Common Lisp.
+- [cpython](https://github.com/python/cpython) - Default, most widely used implementation of the Python programming language written in C.
+- [cython](https://github.com/cython/cython) - Optimizing Static Compiler for Python.
+- [ironpython](https://github.com/IronLanguages/ironpython3) - Implementation of the Python programming language written in C#.
+- [micropython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation.
+- [PeachPy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
+- [pypy](https://github.com/pypy/pypy) - A very fast and compliant implementation of the Python language.
+- [pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques.
 
-_Libraries for building RESTful and GraphQL APIs._
+## Microsoft Windows
 
-- Django
-  - [django-rest-framework](https://github.com/encode/django-rest-framework) - A powerful and flexible toolkit to build web APIs.
-  - [django-tastypie](https://github.com/django-tastypie/django-tastypie) - Creating delicious APIs for Django apps.
-  - [strawberry-django](https://github.com/strawberry-graphql/strawberry-django) - Strawberry GraphQL integration with Django.
-- Flask
-  - [eve](https://github.com/pyeve/eve) - REST API framework powered by Flask, MongoDB and good intentions.
-  - [flask-api](https://github.com/flask-api/flask-api) - Browsable Web APIs for Flask.
-  - [flask-restful](https://github.com/flask-restful/flask-restful) - Quickly building REST APIs for Flask.
-- Pyramid
-  - [cornice](https://github.com/Cornices/cornice) - A RESTful framework for Pyramid.
-- Framework Agnostic
-  - [falcon](https://github.com/falconry/falcon) - A high-performance framework for building cloud APIs and web app backends.
-  - [fastapi](https://github.com/tiangolo/fastapi) - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
-  - [graphene](https://github.com/graphql-python/graphene/) - GraphQL framework for Python.
-  - [hug](https://github.com/hugapi/hug) - A Python 3 framework for cleanly exposing APIs.
-  - [sandman2](https://github.com/jeffknupp/sandman2) - Automated REST APIs for existing database-driven systems.
-  - [sanic](https://github.com/sanic-org/sanic) - A Python 3.6+ web server and web framework that's written to go fast.
-  - [webargs](https://github.com/marshmallow-code/webargs) - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
+_Python programming on Microsoft Windows._
 
-## RPC Servers
-
-_RPC-compatible servers._
-
-- [rpyc](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
-- [zerorpc](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
-
-## Science
-
-_Libraries for scientific computing. Also see [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists)._
-
-- Core
-  - [numba](https://github.com/numba/numba) - Python JIT compiler to LLVM aimed at scientific Python.
-  - [numpy](https://github.com/numpy/numpy) - A fundamental package for scientific computing with Python.
-  - [scipy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
-  - [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
-  - [sympy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
-- Biology and Chemistry
-  - [biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation.
-  - [cclib](https://github.com/cclib/cclib) - A library for parsing and interpreting the results of computational chemistry packages.
-  - [openbabel](https://github.com/openbabel/openbabel) - A chemical toolbox designed to speak the many languages of chemical data.
-  - [rdkit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software.
-- Physics and Engineering
-  - [astropy](https://github.com/astropy/astropy) - A community Python library for Astronomy.
-  - [obspy](https://github.com/obspy/obspy) - A Python toolbox for seismology.
-  - [pydy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
-  - [PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - This is a compilation of various robotics algorithms with visualizations.
-- Simulation and Modeling
-  - [pathsim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
-  - [pymc](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
-  - [simpy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
-- Other
-  - [colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms.
-  - [manim](https://github.com/ManimCommunity/manim) - An animation engine for explanatory math videos.
-  - [networkx](https://github.com/networkx/networkx) - A high-productivity software for complex networks.
-  - [shapely](https://github.com/shapely/shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.
-
-## Search
-
-_Libraries and software for indexing and performing search queries on data._
-
-- [django-haystack](https://github.com/django-haystack/django-haystack) - Modular search for Django.
-- [elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch.
-- [elasticsearch-py](https://github.com/elastic/elasticsearch-py) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
-- [pysolr](https://github.com/django-haystack/pysolr) - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/).
-- [whoosh](https://github.com/mchaput/whoosh) - A fast, pure Python search engine library.
-
-## Serialization
-
-_Libraries for serializing complex data types._
-
-- [marshmallow](https://github.com/marshmallow-code/marshmallow) - A lightweight library for converting complex objects to and from simple Python datatypes.
-- [msgpack](https://github.com/msgpack/msgpack-python) - MessagePack serializer implementation for Python.
-- [orjson](https://github.com/ijl/orjson) - Fast, correct JSON library.
-- [pysimdjson](https://github.com/TkTech/pysimdjson) - A Python bindings for [simdjson](https://github.com/lemire/simdjson).
-- [python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson).
-- [ultrajson](https://github.com/esnme/ultrajson) - A fast JSON decoder and encoder written in C with Python bindings.
-
-## File Format Processing
-
-_Libraries for parsing and manipulating specific text formats._
-
-- General
-  - [docling](https://github.com/docling-project/docling) - Library for converting documents into structured data.
-  - [kreuzberg](https://github.com/kreuzberg-dev/kreuzberg) - High-performance document extraction library with a Rust core, supporting 62+ formats including PDF, Office, images with OCR, HTML, email, and archives.
-  - [pyelftools](https://github.com/eliben/pyelftools) - Parsing and analyzing ELF files and DWARF debugging information.
-  - [tablib](https://github.com/jazzband/tablib) - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
-  - [textract](https://github.com/deanmalmgren/textract) - Extract text from any document, Word, PowerPoint, PDFs, etc.
-- Office
-  - [docxtpl](https://github.com/elapouya/python-docx-template) - Editing a docx document by jinja2 template
-  - [openpyxl](https://openpyxl.readthedocs.io/en/stable/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
-  - [pyexcel](https://github.com/pyexcel/pyexcel) - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.
-  - [python-docx](https://github.com/python-openxml/python-docx) - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
-  - [python-pptx](https://github.com/scanny/python-pptx) - Python library for creating and updating PowerPoint (.pptx) files.
-  - [xlsxwriter](https://github.com/jmcnamara/XlsxWriter) - A Python module for creating Excel .xlsx files.
-  - [xlwings](https://github.com/ZoomerAnalytics/xlwings) - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
-- PDF
-  - [pdf_oxide](https://github.com/yfedoseev/pdf_oxide) - A fast PDF library for text extraction, image extraction, and markdown conversion, powered by Rust.
-  - [pdfminer.six](https://github.com/pdfminer/pdfminer.six) - Pdfminer.six is a community maintained fork of the original PDFMiner.
-  - [pikepdf](https://github.com/pikepdf/pikepdf) - A powerful library for reading and editing PDF files, based on qpdf.
-  - [PyPDF2](https://github.com/mstamy2/PyPDF2) - A library capable of splitting, merging and transforming PDF pages.
-  - [reportlab](https://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
-  - [weasyprint](https://github.com/Kozea/WeasyPrint) - A visual rendering engine for HTML and CSS that can export to PDF.
-- Markdown
-  - [markdown-it-py](https://github.com/executablebooks/markdown-it-py) - Markdown parser with 100% CommonMark support, extensions, and syntax plugins.
-  - [markdown](https://github.com/waylan/Python-Markdown) - A Python implementation of John Gruber’s Markdown.
-  - [markitdown](https://github.com/microsoft/markitdown) - Python tool for converting files and office documents to Markdown.
-  - [mistune](https://github.com/lepture/mistune) - Fastest and full featured pure Python parsers of Markdown.
-- YAML
-  - [pyyaml](https://github.com/yaml/pyyaml) - YAML implementations for Python.
-- TOML
-  - [tomllib](https://docs.python.org/3/library/tomllib.html) - (Python standard library) Parse TOML files.
-- CSV
-  - [csvkit](https://github.com/wireservice/csvkit) - Utilities for converting to and working with CSV.
-- Archive
-  - [unp](https://github.com/mitsuhiko/unp) - A command line tool that can unpack archives easily.
-
-## Static Site Generators
-
-_Static site generator is a software that takes some text + templates as input and produces HTML files on the output._
-
-- [lektor](https://github.com/lektor/lektor) - An easy to use static CMS and blog engine.
-- [makesite](https://github.com/sunainapai/makesite) - Simple, lightweight, and magic-free static site/blog generator (< 130 lines).
-- [nikola](https://github.com/getnikola/nikola) - A static website and blog generator.
-- [pelican](https://github.com/getpelican/pelican) - Static site generator that supports Markdown and reST syntax.
-
-## Task Queues
-
-_Libraries for working with task queues._
-
-- [celery](https://github.com/celery/celery) - An asynchronous task queue/job queue based on distributed message passing.
-  - [flower](https://github.com/mher/flower) - Real-time monitor and web admin for Celery.
-- [dramatiq](https://github.com/Bogdanp/dramatiq) - A fast and reliable background task processing library for Python 3.
-- [huey](https://github.com/coleifer/huey) - Little multi-threaded task queue.
-- [mrq](https://github.com/pricingassistant/mrq) - A distributed worker task queue in Python using Redis & gevent.
-- [rq](https://github.com/rq/rq) - Simple job queues for Python.
-
-## Template Engines
-
-_Libraries and tools for templating and lexing._
-
-- [genshi](https://github.com/edgewall/genshi) - Python templating toolkit for generation of web-aware output.
-- [jinja](https://github.com/pallets/jinja) - A modern and designer friendly templating language.
-- [mako](https://github.com/sqlalchemy/mako) - Hyperfast and lightweight templating for the Python platform.
-
-## Testing
-
-_Libraries for testing codebases and generating test data._
-
-- Testing Frameworks
-  - [hypothesis](https://github.com/HypothesisWorks/hypothesis) - Hypothesis is an advanced Quickcheck style property based testing library.
-  - [nose2](https://github.com/nose-devs/nose2) - The successor to `nose`, based on `unittest2`.
-  - [pytest](https://github.com/pytest-dev/pytest) - A mature full-featured Python testing tool.
-  - [robotframework](https://github.com/robotframework/robotframework) - A generic test automation framework.
-  - [scanapi](https://github.com/scanapi/scanapi) - Automated Testing and Documentation for your REST API.
-  - [unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework.
-- Test Runners
-  - [green](https://github.com/CleanCut/green) - A clean, colorful test runner.
-  - [nox](https://github.com/wntrblm/nox) - Flexible test automation for Python.
-  - [tox](https://github.com/tox-dev/tox) - Auto builds and tests distributions in multiple Python versions
-- GUI / Web Testing
-  - [locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python.
-  - [playwright](https://github.com/microsoft/playwright-python) - Python version of the Playwright testing and automation library.
-  - [pyautogui](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
-  - [schemathesis](https://github.com/kiwicom/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
-  - [selenium](https://github.com/SeleniumHQ/selenium) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/).
-  - [splinter](https://github.com/cobrateam/splinter) - Open source tool for testing web applications.
-- Mock
-  - [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
-  - [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
-  - [httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+.
-  - [httpretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
-  - [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
-  - [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support.
-  - [responses](https://github.com/getsentry/responses) - A utility library for mocking out the requests Python library.
-  - [vcrpy](https://github.com/kevin1024/vcrpy) - Record and replay HTTP interactions on your tests.
-- Object Factories
-  - [factory_boy](https://github.com/FactoryBoy/factory_boy) - A test fixtures replacement for Python.
-  - [mixer](https://github.com/klen/mixer) - Another fixtures replacement. Supports Django, Flask, SQLAlchemy, Peewee and etc.
-  - [polyfactory](https://github.com/litestar-org/polyfactory) - mock data generation library with support to classes (continuation of `pydantic-factories`)
-- Code Coverage
-  - [coverage](https://github.com/coveragepy/coveragepy) - Code coverage measurement.
-- Fake Data
-  - [faker](https://github.com/joke2k/faker) - A Python package that generates fake data.
-  - [mimesis](https://github.com/lk-geimfari/mimesis) - is a Python library that help you generate fake data.
-
-## Text Processing
-
-_Libraries for parsing and manipulating plain texts._
+- [pythonnet](https://github.com/pythonnet/pythonnet) - Python Integration with the .NET Common Language Runtime (CLR).
+- [pywin32](https://github.com/mhammond/pywin32) - Python Extensions for Windows.
+- [winpython](https://github.com/winpython/winpython) - Portable development environment for Windows 10/11.
 
-- General
-  - [babel](https://github.com/python-babel/babel) - An internationalization library for Python.
-  - [chardet](https://github.com/chardet/chardet) - Python 2/3 compatible character encoding detector.
-  - [difflib](https://docs.python.org/3/library/difflib.html) - (Python standard library) Helpers for computing deltas.
-  - [ftfy](https://github.com/LuminosoInsight/python-ftfy) - Makes Unicode text less broken and more consistent automagically.
-  - [Levenshtein](https://github.com/ztane/python-Levenshtein/) - Fast computation of Levenshtein distance and string similarity.
-  - [pangu.py](https://github.com/vinta/pangu.py) - Paranoid text spacing.
-  - [pyfiglet](https://github.com/pwaller/pyfiglet) - An implementation of figlet written in Python.
-  - [pypinyin](https://github.com/mozillazg/python-pinyin) - Convert Chinese hanzi (漢字) to pinyin (拼音).
-  - [textdistance](https://github.com/orsinium/textdistance) - Compute distance between sequences with 30+ algorithms.
-  - [unidecode](https://github.com/avian2/unidecode) - ASCII transliterations of Unicode text.
-- Slugify
-  - [awesome-slugify](https://github.com/dimka665/awesome-slugify) - A Python slugify library that can preserve unicode.
-  - [python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII.
-  - [unicode-slugify](https://github.com/mozilla/unicode-slugify) - A slugifier that generates unicode slugs with Django as a dependency.
-- Unique identifiers
-  - [hashids](https://github.com/davidaurelio/hashids-python) - Implementation of [hashids](http://hashids.org) in Python.
-  - [shortuuid](https://github.com/skorokithakis/shortuuid) - A generator library for concise, unambiguous and URL-safe UUIDs.
-- Parser
-  - [pygments](https://github.com/pygments/pygments) - A generic syntax highlighter.
-  - [pyparsing](https://github.com/pyparsing/pyparsing) - A general purpose framework for generating parsers.
-  - [python-nameparser](https://github.com/derek73/python-nameparser) - Parsing human names into their individual components.
-  - [python-phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - Parsing, formatting, storing and validating international phone numbers.
-  - [python-user-agents](https://github.com/selwin/python-user-agents) - Browser user agent parser.
-  - [sqlparse](https://github.com/andialbrecht/sqlparse) - A non-validating SQL parser.
+## Built-in Classes Enhancement
 
-## URL Manipulation
+_Libraries for enhancing Python built-in classes._
 
-_Libraries for parsing URLs._
+- [attrs](https://github.com/python-attrs/attrs) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.
+- [bidict](https://github.com/jab/bidict) - Efficient, Pythonic bidirectional map data structures and related functionality.
+- [box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access.
 
-- [furl](https://github.com/gruns/furl) - A small Python library that makes parsing and manipulating URLs easy.
-- [purl](https://github.com/codeinthehole/purl) - A simple, immutable URL class with a clean API for interrogation and manipulation.
+## Functional Programming
 
-## Video
+_Functional Programming with Python._
 
-_Libraries for manipulating video and GIFs._
+- [coconut](https://github.com/evhub/coconut) - A variant of Python built for simple, elegant, Pythonic functional programming.
+- [cytoolz](https://github.com/pytoolz/cytoolz/) - Cython implementation of `Toolz`: High performance functional utilities.
+- [functools](https://docs.python.org/3/library/functools.html) - (Python standard library) Higher-order functions and operations on callable objects.
+- [funcy](https://github.com/Suor/funcy) - A fancy and practical functional tools.
+- [more-itertools](https://github.com/erikrose/more-itertools) - More routines for operating on iterables, beyond `itertools`.
+- [returns](https://github.com/dry-python/returns) - A set of type-safe monads, transformers, and composition utilities.
+- [toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries.
 
-- [moviepy](https://github.com/Zulko/moviepy) - A module for script-based movie editing with many formats, including animated GIFs.
-- [scikit-video](https://github.com/aizvorski/scikit-video) - Video processing routines for SciPy.
-- [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
+## Configuration Files
 
-## Web Asset Management
+_Libraries for storing and parsing configuration options._
 
-_Tools for managing, compressing and minifying website assets._
+- [configobj](https://github.com/DiffSK/configobj) - INI file parser with validation.
+- [configparser](https://docs.python.org/3/library/configparser.html) - (Python standard library) INI file parser.
+- [dynaconf](https://github.com/dynaconf/dynaconf) - Dynaconf is a configuration manager with plugins for Django, Flask and FastAPI.
+- [hydra](https://github.com/facebookresearch/hydra) - Hydra is a framework for elegantly configuring complex applications.
+- [python-decouple](https://github.com/HBNetwork/python-decouple) - Strict separation of settings from code.
 
-- [django-compressor](https://github.com/django-compressor/django-compressor) - Compresses linked and inline JavaScript or CSS into a single cached file.
-- [django-pipeline](https://github.com/jazzband/django-pipeline) - An asset packaging library for Django.
-- [django-storages](https://github.com/jschneier/django-storages) - A collection of custom storage back ends for Django.
-- [fanstatic](https://github.com/zopefoundation/fanstatic) - Packages, optimizes, and serves static file dependencies as Python packages.
-- [flask-assets](https://github.com/miracle2k/flask-assets) - Helps you integrate webassets into your Flask app.
-- [webassets](https://github.com/miracle2k/webassets) - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
+**Security & Auth**
 
-## Web Content Extraction
+## Authentication
 
-_Libraries for extracting web contents._
+_Libraries for implementing authentication schemes._
 
-- [html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text.
-- [lassie](https://github.com/michaelhelmick/lassie) - Web Content Retrieval for Humans.
-- [micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs.
-- [newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python.
-- [python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool.
-- [requests-html](https://github.com/psf/requests-html) - Pythonic HTML Parsing for Humans.
-- [sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages.
-- [toapi](https://github.com/gaojiuli/toapi) - Every web site provides APIs.
+- OAuth
+  - [authlib](https://github.com/lepture/authlib) - JavaScript Object Signing and Encryption draft implementation.
+  - [django-allauth](https://github.com/pennersr/django-allauth) - Authentication app for Django that "just works."
+  - [django-oauth-toolkit](https://github.com/jazzband/django-oauth-toolkit) - OAuth 2 goodies for Django.
+  - [oauthlib](https://github.com/oauthlib/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic.
+- JWT
+  - [pyjwt](https://github.com/jpadilla/pyjwt) - JSON Web Token implementation in Python.
+  - [python-jose](https://github.com/mpdavis/python-jose/) - A JOSE implementation in Python.
+- Permissions
+  - [django-guardian](https://github.com/django-guardian/django-guardian) - Implementation of per object permissions for Django 1.2+
+  - [django-rules](https://github.com/dfunckt/django-rules) - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
 
-## Web Crawling
+## Cryptography
 
-_Libraries to automate web scraping._
+- [cryptography](https://github.com/pyca/cryptography) - A package designed to expose cryptographic primitives and recipes to Python developers.
+- [paramiko](https://github.com/paramiko/paramiko) - The leading native Python SSHv2 protocol library.
+- [pynacl](https://github.com/pyca/pynacl) - Python binding to the Networking and Cryptography (NaCl) library.
 
-- [browser-use](https://github.com/browser-use/browser-use) - Make websites accessible for AI agents with easy browser automation.
-- [crawl4ai](https://github.com/unclecode/crawl4ai) - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents.
-- [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
-- [grab](https://github.com/lorien/grab) - Site scraping framework.
-- [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
-- [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
+## Penetration Testing
 
-## Web Frameworks
+_Frameworks and tools for penetration testing._
 
-_Traditional full stack web frameworks. Also see [RESTful API](https://github.com/vinta/awesome-python#restful-api)._
+- [fsociety](https://github.com/Manisso/fsociety) - A Penetration testing framework.
+- [setoolkit](https://github.com/trustedsec/social-engineer-toolkit) - A toolkit for social engineering.
+- [sherlock](https://github.com/sherlock-project/sherlock) - Hunt down social media accounts by username across social networks.
+- [sqlmap](https://github.com/sqlmapproject/sqlmap) - Automatic SQL injection and database takeover tool.
 
-- Synchronous
-  - [django](https://github.com/django/django) - The most popular web framework in Python.
-    - [awesome-django](https://github.com/shahraizali/awesome-django)
-  - [flask](https://github.com/pallets/flask) - A microframework for Python.
-    - [awesome-flask](https://github.com/humiaozuzu/awesome-flask)
-  - [pyramid](https://github.com/Pylons/pyramid) - A small, fast, down-to-earth, open source Python web framework.
-    - [awesome-pyramid](https://github.com/uralbash/awesome-pyramid)
-  - [fasthtml](https://github.com/AnswerDotAI/fasthtml) - The fastest way to create an HTML app.
-    - [awesome-fasthtml](https://github.com/amosgyamfi/awesome-fasthtml)
-  - [masonite](https://github.com/MasoniteFramework/masonite) - The modern and developer centric Python web framework.
-- Asynchronous
-  - [litestar](https://github.com/litestar-org/litestar) - Production-ready, capable and extensible ASGI Web framework.
-  - [microdot](https://github.com/miguelgrinberg/microdot) - The impossibly small web framework for Python and MicroPython.
-  - [reflex](https://github.com/reflex-dev/reflex) – A framework for building reactive, full-stack web applications entirely with python .
-  - [tornado](https://github.com/tornadoweb/tornado) - A web framework and asynchronous networking library.
+**Miscellaneous**
 
-## WebSocket
+## Miscellaneous
 
-_Libraries for working with WebSocket._
+_Useful libraries or tools that don't fit in the categories above._
 
-- [autobahn-python](https://github.com/crossbario/autobahn-python) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
-- [channels](https://github.com/django/channels) - Developer-friendly asynchrony for Django.
-- [websockets](https://github.com/aaugustin/websockets) - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
+- [blinker](https://github.com/jek/blinker) - A fast Python in-process signal/event dispatching system.
+- [boltons](https://github.com/mahmoud/boltons) - A set of pure-Python utilities.
+- [itsdangerous](https://github.com/pallets/itsdangerous) - Various helpers to pass trusted data to untrusted environments.
+- [pluginbase](https://github.com/mitsuhiko/pluginbase) - A simple but flexible plugin system for Python.
+- [tryton](https://github.com/tryton/tryton) - A general-purpose business framework.
 
 # Resources
 

From 43220268176310e207946fb0ea3c2caf75c3e387 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Fri, 20 Mar 2026 18:43:09 +0800
Subject: [PATCH 76/96] refactor: parse thematic groups from README bold
 markers instead of hardcoding them

The website builder previously relied on a hardcoded SECTION_GROUPS list in
build.py to organize categories into thematic groups. This was fragile: any
rename or addition to README.md required a matching code change.

Replace this with a parser-driven approach:
- readme_parser.py now detects bold-only paragraphs (**Group Name**) as
  group boundary markers and groups H2 categories beneath them into
  ParsedGroup structs.
- build.py drops SECTION_GROUPS entirely; group_categories() now just
  passes parsed groups through and appends the Resources group.
- sort.py is removed as it relied on the old flat section model.
- Tests updated throughout to reflect the new (groups, resources) return
  shape and to cover the new grouping logic.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 sort.py                             |  83 ----------
 website/build.py                    | 181 ++--------------------
 website/readme_parser.py            | 128 ++++++++++++---
 website/tests/test_build.py         |  47 ++++--
 website/tests/test_readme_parser.py | 231 ++++++++++++++++++++++++----
 5 files changed, 346 insertions(+), 324 deletions(-)
 delete mode 100755 sort.py

diff --git a/sort.py b/sort.py
deleted file mode 100755
index 431bd02b4..000000000
--- a/sort.py
+++ /dev/null
@@ -1,83 +0,0 @@
-#!/usr/bin/env python
-# coding: utf-8
-
-"""
-    The approach taken is explained below. I decided to do it simply.
-    Initially I was considering parsing the data into some sort of
-    structure and then generating an appropriate README. I am still
-    considering doing it - but for now this should work. The only issue
-    I see is that it only sorts the entries at the lowest level, and that
-    the order of the top-level contents do not match the order of the actual
-    entries.
-
-    This could be extended by having nested blocks, sorting them recursively
-    and flattening the end structure into a list of lines. Revision 2 maybe ^.^.
-"""
-
-def sort_blocks():
-    # First, we load the current README into memory
-    with open('README.md', 'r') as read_me_file:
-        read_me = read_me_file.read()
-
-    # Separating the 'table of contents' from the contents (blocks)
-    table_of_contents = ''.join(read_me.split('- - -')[0])
-    blocks = ''.join(read_me.split('- - -')[1]).split('\n# ')
-    for i in range(len(blocks)):
-        if i == 0:
-            blocks[i] = blocks[i] + '\n'
-        else:
-            blocks[i] = '# ' + blocks[i] + '\n'
-
-    # Sorting the libraries
-    inner_blocks = sorted(blocks[0].split('##'))
-    for i in range(1, len(inner_blocks)):
-        if inner_blocks[i][0] != '#':
-            inner_blocks[i] = '##' + inner_blocks[i]
-    inner_blocks = ''.join(inner_blocks)
-
-    # Replacing the non-sorted libraries by the sorted ones and gathering all at the final_README file
-    blocks[0] = inner_blocks
-    final_README = table_of_contents + '- - -' + ''.join(blocks)
-
-    with open('README.md', 'w+') as sorted_file:
-        sorted_file.write(final_README)
-
-def main():
-    # First, we load the current README into memory as an array of lines
-    with open('README.md', 'r') as read_me_file:
-        read_me = read_me_file.readlines()
-
-    # Then we cluster the lines together as blocks
-    # Each block represents a collection of lines that should be sorted
-    # This was done by assuming only links ([...](...)) are meant to be sorted
-    # Clustering is done by indentation
-    blocks = []
-    last_indent = None
-    for line in read_me:
-        s_line = line.lstrip()
-        indent = len(line) - len(s_line)
-
-        if any([s_line.startswith(s) for s in ['* [', '- [']]):
-            if indent == last_indent:
-                blocks[-1].append(line)
-            else:
-                blocks.append([line])
-            last_indent = indent
-        else:
-            blocks.append([line])
-            last_indent = None
-
-    with open('README.md', 'w+') as sorted_file:
-        # Then all of the blocks are sorted individually
-        blocks = [
-            ''.join(sorted(block, key=str.lower)) for block in blocks
-        ]
-        # And the result is written back to README.md
-        sorted_file.write(''.join(blocks))
-
-    # Then we call the sorting method
-    sort_blocks()
-
-
-if __name__ == "__main__":
-    main()
diff --git a/website/build.py b/website/build.py
index a2bf34a1b..1645e83b9 100644
--- a/website/build.py
+++ b/website/build.py
@@ -10,179 +10,20 @@
 from jinja2 import Environment, FileSystemLoader
 from readme_parser import parse_readme, slugify
 
-# Thematic grouping of categories. Each category name must match exactly
-# as it appears in README.md (the ## heading text).
-SECTION_GROUPS: list[tuple[str, list[str]]] = [
-    (
-        "Web & API",
-        [
-            "Admin Panels",
-            "CMS",
-            "Email",
-            "Static Site Generator",
-            "URL Manipulation",
-            "Web Frameworks",
-            "RESTful API",
-            "GraphQL",
-            "WebSocket",
-            "ASGI Servers",
-            "WSGI Servers",
-            "HTTP Clients",
-            "Template Engine",
-            "Web Asset Management",
-            "Web Content Extracting",
-            "Web Crawling",
-        ],
-    ),
-    (
-        "AI & ML",
-        [
-            "AI and Agents",
-            "Machine Learning",
-            "Deep Learning",
-            "Computer Vision",
-            "Natural Language Processing",
-            "Recommender Systems",
-            "Robotics",
-        ],
-    ),
-    (
-        "Data & Science",
-        [
-            "Data Analysis",
-            "Data Validation",
-            "Data Visualization",
-            "Geolocation",
-            "Science",
-            "Quantum Computing",
-        ],
-    ),
-    (
-        "DevOps & Infrastructure",
-        [
-            "DevOps Tools",
-            "Distributed Computing",
-            "Task Queues",
-            "Job Scheduler",
-            "Serverless Frameworks",
-            "Logging",
-            "Processes",
-            "Shell",
-            "Network Virtualization",
-            "RPC Servers",
-        ],
-    ),
-    (
-        "Database & Storage",
-        [
-            "Database",
-            "Database Drivers",
-            "ORM",
-            "Caching",
-            "Search",
-            "Serialization",
-        ],
-    ),
-    (
-        "Development Tools",
-        [
-            "Testing",
-            "Debugging Tools",
-            "Code Analysis",
-            "Build Tools",
-            "Algorithms and Design Patterns",
-            "Refactoring",
-            "Documentation",
-            "Editor Plugins and IDEs",
-            "Interactive Interpreter",
-        ],
-    ),
-    (
-        "CLI & GUI",
-        [
-            "Command-line Interface Development",
-            "Command-line Tools",
-            "GUI Development",
-        ],
-    ),
-    (
-        "Content & Media",
-        [
-            "Audio",
-            "Video",
-            "Game Development",
-            "Image Processing",
-            "Internationalization",
-            "HTML Manipulation",
-            "Text Processing",
-            "Specific Formats Processing",
-            "File Manipulation",
-            "Downloader",
-        ],
-    ),
-    (
-        "System & Runtime",
-        [
-            "Asynchronous Programming",
-            "Environment Management",
-            "Package Management",
-            "Package Repositories",
-            "Date and Time",
-            "Distribution",
-            "Hardware",
-            "Implementations",
-            "Microsoft Windows",
-            "Built-in Classes Enhancement",
-            "Functional Programming",
-            "Configuration Files",
-        ],
-    ),
-    (
-        "Security & Auth",
-        [
-            "Authentication",
-            "Cryptography",
-            "Penetration Testing",
-            "Permissions",
-        ],
-    ),
-    ("Resources", []),  # Filled dynamically from parsed resources
-]
-
 
 def group_categories(
-    categories: list[dict],
+    parsed_groups: list[dict],
     resources: list[dict],
 ) -> list[dict]:
-    """Organize categories and resources into thematic section groups."""
-    cat_by_name = {c["name"]: c for c in categories}
-    groups = []
-    grouped_names: set[str] = set()
-
-    for group_name, cat_names in SECTION_GROUPS:
-        grouped_names.update(cat_names)
-        if group_name == "Resources":
-            group_cats = list(resources)
-        else:
-            group_cats = [cat_by_name[n] for n in cat_names if n in cat_by_name]
-
-        if group_cats:
-            groups.append(
-                {
-                    "name": group_name,
-                    "slug": slugify(group_name),
-                    "categories": group_cats,
-                }
-            )
+    """Combine parsed groups with resources for template rendering."""
+    groups = list(parsed_groups)
 
-    # Any categories not in a group go into "Other"
-    ungrouped = [c for c in categories if c["name"] not in grouped_names]
-    if ungrouped:
+    if resources:
         groups.append(
             {
-                "name": "Other",
-                "slug": "other",
-                "categories": ungrouped,
+                "name": "Resources",
+                "slug": slugify("Resources"),
+                "categories": list(resources),
             }
         )
 
@@ -295,11 +136,11 @@ def build(repo_root: str) -> None:
             subtitle = stripped
             break
 
-    categories, resources = parse_readme(readme_text)
-    # All fields pre-computed: entry_count, content_html, preview, description
+    parsed_groups, resources = parse_readme(readme_text)
 
+    categories = [cat for g in parsed_groups for cat in g["categories"]]
     total_entries = sum(c["entry_count"] for c in categories)
-    groups = group_categories(categories, resources)
+    groups = group_categories(parsed_groups, resources)
     entries = extract_entries(categories, groups)
 
     stars_data = load_stars(website / "data" / "github_stars.json")
@@ -344,7 +185,7 @@ def build(repo_root: str) -> None:
 
     shutil.copy(repo / "README.md", site_dir / "llms.txt")
 
-    print(f"Built single page with {len(categories)} categories + {len(resources)} resources")
+    print(f"Built single page with {len(parsed_groups)} groups, {len(categories)} categories + {len(resources)} resources")
     print(f"Total entries: {total_entries}")
     print(f"Output: {site_dir}")
 
diff --git a/website/readme_parser.py b/website/readme_parser.py
index 97fd37af7..c0ecfc60c 100644
--- a/website/readme_parser.py
+++ b/website/readme_parser.py
@@ -32,6 +32,12 @@ class ParsedSection(TypedDict):
     content_html: str  # rendered HTML, properly escaped
 
 
+class ParsedGroup(TypedDict):
+    name: str
+    slug: str
+    categories: list[ParsedSection]
+
+
 # --- Slugify ----------------------------------------------------------------
 
 _SLUG_NON_ALNUM_RE = re.compile(r"[^a-z0-9\s-]")
@@ -305,6 +311,25 @@ def _render_section_html(content_nodes: list[SyntaxTreeNode]) -> str:
 # --- Section splitting -------------------------------------------------------
 
 
+def _build_section(name: str, body: list[SyntaxTreeNode]) -> ParsedSection:
+    """Build a ParsedSection from a heading name and its body nodes."""
+    desc = _extract_description(body)
+    content_nodes = body[1:] if desc else body
+    entries = _parse_section_entries(content_nodes)
+    entry_count = len(entries) + sum(len(e["also_see"]) for e in entries)
+    preview = ", ".join(e["name"] for e in entries[:4])
+    content_html = _render_section_html(content_nodes)
+    return ParsedSection(
+        name=name,
+        slug=slugify(name),
+        description=desc,
+        entries=entries,
+        entry_count=entry_count,
+        preview=preview,
+        content_html=content_html,
+    )
+
+
 def _group_by_h2(
     nodes: list[SyntaxTreeNode],
 ) -> list[ParsedSection]:
@@ -317,22 +342,7 @@ def flush() -> None:
         nonlocal current_name
         if current_name is None:
             return
-        desc = _extract_description(current_body)
-        content_nodes = current_body[1:] if desc else current_body
-        entries = _parse_section_entries(content_nodes)
-        entry_count = len(entries) + sum(len(e["also_see"]) for e in entries)
-        preview = ", ".join(e["name"] for e in entries[:4])
-        content_html = _render_section_html(content_nodes)
-
-        sections.append(ParsedSection(
-            name=current_name,
-            slug=slugify(current_name),
-            description=desc,
-            entries=entries,
-            entry_count=entry_count,
-            preview=preview,
-            content_html=content_html,
-        ))
+        sections.append(_build_section(current_name, current_body))
         current_name = None
 
     for node in nodes:
@@ -347,10 +357,86 @@ def flush() -> None:
     return sections
 
 
-def parse_readme(text: str) -> tuple[list[ParsedSection], list[ParsedSection]]:
-    """Parse README.md text into categories and resources.
+def _is_bold_marker(node: SyntaxTreeNode) -> str | None:
+    """Detect a bold-only paragraph used as a group marker.
 
-    Returns (categories, resources) where each is a list of ParsedSection dicts.
+    Pattern: a paragraph whose only content is **Group Name** (possibly
+    surrounded by empty text nodes in the AST).
+    Returns the group name text, or None if not a group marker.
+    """
+    if node.type != "paragraph":
+        return None
+    for child in node.children:
+        if child.type != "inline":
+            continue
+        # Filter out empty text nodes that markdown-it inserts around strong
+        meaningful = [c for c in child.children if not (c.type == "text" and c.content == "")]
+        if len(meaningful) == 1 and meaningful[0].type == "strong":
+            return render_inline_text(meaningful[0].children)
+    return None
+
+
+def _parse_grouped_sections(
+    nodes: list[SyntaxTreeNode],
+) -> list[ParsedGroup]:
+    """Parse nodes into groups of categories using bold markers as group boundaries.
+
+    Bold-only paragraphs (**Group Name**) delimit groups. H2 headings under each
+    bold marker become categories within that group. Categories appearing before
+    any bold marker go into an "Other" group.
+    """
+    groups: list[ParsedGroup] = []
+    current_group_name: str | None = None
+    current_group_cats: list[ParsedSection] = []
+    current_cat_name: str | None = None
+    current_cat_body: list[SyntaxTreeNode] = []
+
+    def flush_cat() -> None:
+        nonlocal current_cat_name
+        if current_cat_name is None:
+            return
+        current_group_cats.append(_build_section(current_cat_name, current_cat_body))
+        current_cat_name = None
+
+    def flush_group() -> None:
+        nonlocal current_group_name, current_group_cats
+        if not current_group_cats:
+            current_group_name = None
+            current_group_cats = []
+            return
+        name = current_group_name or "Other"
+        groups.append(ParsedGroup(
+            name=name,
+            slug=slugify(name),
+            categories=list(current_group_cats),
+        ))
+        current_group_name = None
+        current_group_cats = []
+
+    for node in nodes:
+        bold_name = _is_bold_marker(node)
+        if bold_name is not None:
+            flush_cat()
+            flush_group()
+            current_group_name = bold_name
+            current_cat_body = []
+        elif node.type == "heading" and node.tag == "h2":
+            flush_cat()
+            current_cat_name = _heading_text(node)
+            current_cat_body = []
+        elif current_cat_name is not None:
+            current_cat_body.append(node)
+
+    flush_cat()
+    flush_group()
+    return groups
+
+
+def parse_readme(text: str) -> tuple[list[ParsedGroup], list[ParsedSection]]:
+    """Parse README.md text into grouped categories and resources.
+
+    Returns (groups, resources) where groups is a list of ParsedGroup dicts
+    containing nested categories, and resources is a flat list of ParsedSection.
     """
     md = MarkdownIt("commonmark")
     tokens = md.parse(text)
@@ -382,7 +468,7 @@ def parse_readme(text: str) -> tuple[list[ParsedSection], list[ParsedSection]]:
         res_end = contributing_idx or len(children)
         res_nodes = children[resources_idx + 1 : res_end]
 
-    categories = _group_by_h2(cat_nodes)
+    groups = _parse_grouped_sections(cat_nodes)
     resources = _group_by_h2(res_nodes)
 
-    return categories, resources
+    return groups, resources
diff --git a/website/tests/test_build.py b/website/tests/test_build.py
index a75c22949..6302c3d3e 100644
--- a/website/tests/test_build.py
+++ b/website/tests/test_build.py
@@ -48,28 +48,33 @@ def test_extra_spaces(self):
 
 
 class TestGroupCategories:
-    def test_groups_known_categories(self):
-        cats = [
-            {"name": "Web Frameworks", "slug": "web-frameworks"},
-            {"name": "Testing", "slug": "testing"},
+    def test_appends_resources(self):
+        parsed_groups = [
+            {"name": "G1", "slug": "g1", "categories": [{"name": "Cat1"}]},
         ]
-        groups = group_categories(cats, [])
-        group_names = [g["name"] for g in groups]
-        assert "Web & API" in group_names
-        assert "Development Tools" in group_names
-
-    def test_ungrouped_go_to_other(self):
-        cats = [{"name": "Unknown Category", "slug": "unknown-category"}]
-        groups = group_categories(cats, [])
-        group_names = [g["name"] for g in groups]
-        assert "Other" in group_names
-
-    def test_resources_grouped(self):
         resources = [{"name": "Newsletters", "slug": "newsletters"}]
-        groups = group_categories([], resources)
+        groups = group_categories(parsed_groups, resources)
         group_names = [g["name"] for g in groups]
+        assert "G1" in group_names
         assert "Resources" in group_names
 
+    def test_no_resources_no_extra_group(self):
+        parsed_groups = [
+            {"name": "G1", "slug": "g1", "categories": [{"name": "Cat1"}]},
+        ]
+        groups = group_categories(parsed_groups, [])
+        assert len(groups) == 1
+        assert groups[0]["name"] == "G1"
+
+    def test_preserves_group_order(self):
+        parsed_groups = [
+            {"name": "Second", "slug": "second", "categories": [{"name": "C2"}]},
+            {"name": "First", "slug": "first", "categories": [{"name": "C1"}]},
+        ]
+        groups = group_categories(parsed_groups, [])
+        assert groups[0]["name"] == "Second"
+        assert groups[1]["name"] == "First"
+
 
 # ---------------------------------------------------------------------------
 # build (integration)
@@ -114,6 +119,8 @@ def test_build_creates_single_page(self, tmp_path):
 
             ---
 
+            **Tools**
+
             ## Widgets
 
             _Widget libraries._
@@ -176,10 +183,14 @@ def test_index_contains_category_names(self, tmp_path):
 
             ---
 
+            **Group A**
+
             ## Alpha
 
             - [a](https://x.com) - A.
 
+            **Group B**
+
             ## Beta
 
             - [b](https://x.com) - B.
@@ -194,6 +205,8 @@ def test_index_contains_category_names(self, tmp_path):
         index_html = (tmp_path / "website" / "output" / "index.html").read_text()
         assert "Alpha" in index_html
         assert "Beta" in index_html
+        assert "Group A" in index_html
+        assert "Group B" in index_html
 
     def test_index_contains_preview_text(self, tmp_path):
         readme = textwrap.dedent("""\
diff --git a/website/tests/test_readme_parser.py b/website/tests/test_readme_parser.py
index 1e51036af..0b0236c71 100644
--- a/website/tests/test_readme_parser.py
+++ b/website/tests/test_readme_parser.py
@@ -115,27 +115,74 @@ def test_code_inline_kept(self):
 """)
 
 
-class TestParseReadmeSections:
-    def test_category_count(self):
-        cats, resources = parse_readme(MINIMAL_README)
-        assert len(cats) == 2
+GROUPED_README = textwrap.dedent("""\
+    # Awesome Python
 
-    def test_resource_count(self):
-        cats, resources = parse_readme(MINIMAL_README)
-        assert len(resources) == 2
+    Some intro text.
+
+    ---
 
-    def test_category_names(self):
-        cats, _ = parse_readme(MINIMAL_README)
+    **Group One**
+
+    ## Alpha
+
+    _Libraries for alpha stuff._
+
+    - [lib-a](https://example.com/a) - Does A.
+    - [lib-b](https://example.com/b) - Does B.
+
+    **Group Two**
+
+    ## Beta
+
+    _Tools for beta._
+
+    - [lib-c](https://example.com/c) - Does C.
+
+    ## Gamma
+
+    - [lib-d](https://example.com/d) - Does D.
+
+    # Resources
+
+    Where to discover resources.
+
+    ## Newsletters
+
+    - [News One](https://example.com/n1)
+
+    # Contributing
+
+    Please contribute!
+""")
+
+
+class TestParseReadmeSections:
+    def test_ungrouped_categories_go_to_other(self):
+        groups, resources = parse_readme(MINIMAL_README)
+        assert len(groups) == 1
+        assert groups[0]["name"] == "Other"
+        assert len(groups[0]["categories"]) == 2
+
+    def test_ungrouped_category_names(self):
+        groups, _ = parse_readme(MINIMAL_README)
+        cats = groups[0]["categories"]
         assert cats[0]["name"] == "Alpha"
         assert cats[1]["name"] == "Beta"
 
+    def test_resource_count(self):
+        _, resources = parse_readme(MINIMAL_README)
+        assert len(resources) == 2
+
     def test_category_slugs(self):
-        cats, _ = parse_readme(MINIMAL_README)
+        groups, _ = parse_readme(MINIMAL_README)
+        cats = groups[0]["categories"]
         assert cats[0]["slug"] == "alpha"
         assert cats[1]["slug"] == "beta"
 
     def test_category_description(self):
-        cats, _ = parse_readme(MINIMAL_README)
+        groups, _ = parse_readme(MINIMAL_README)
+        cats = groups[0]["categories"]
         assert cats[0]["description"] == "Libraries for alpha stuff."
         assert cats[1]["description"] == "Tools for beta."
 
@@ -145,13 +192,16 @@ def test_resource_names(self):
         assert resources[1]["name"] == "Podcasts"
 
     def test_contributing_skipped(self):
-        cats, resources = parse_readme(MINIMAL_README)
-        all_names = [c["name"] for c in cats] + [r["name"] for r in resources]
+        groups, resources = parse_readme(MINIMAL_README)
+        all_names = []
+        for g in groups:
+            all_names.extend(c["name"] for c in g["categories"])
+        all_names.extend(r["name"] for r in resources)
         assert "Contributing" not in all_names
 
     def test_no_separator(self):
-        cats, resources = parse_readme("# Just a heading\n\nSome text.\n")
-        assert cats == []
+        groups, resources = parse_readme("# Just a heading\n\nSome text.\n")
+        assert groups == []
         assert resources == []
 
     def test_no_description(self):
@@ -174,7 +224,8 @@ def test_no_description(self):
 
             Done.
         """)
-        cats, resources = parse_readme(readme)
+        groups, resources = parse_readme(readme)
+        cats = groups[0]["categories"]
         assert cats[0]["description"] == ""
         assert cats[0]["entries"][0]["name"] == "item"
 
@@ -194,10 +245,114 @@ def test_description_with_link_stripped(self):
 
             Done.
         """)
-        cats, _ = parse_readme(readme)
+        groups, _ = parse_readme(readme)
+        cats = groups[0]["categories"]
         assert cats[0]["description"] == "Algorithms. Also see awesome-algos."
 
 
+class TestParseGroupedReadme:
+    def test_group_count(self):
+        groups, _ = parse_readme(GROUPED_README)
+        assert len(groups) == 2
+
+    def test_group_names(self):
+        groups, _ = parse_readme(GROUPED_README)
+        assert groups[0]["name"] == "Group One"
+        assert groups[1]["name"] == "Group Two"
+
+    def test_group_slugs(self):
+        groups, _ = parse_readme(GROUPED_README)
+        assert groups[0]["slug"] == "group-one"
+        assert groups[1]["slug"] == "group-two"
+
+    def test_group_one_has_one_category(self):
+        groups, _ = parse_readme(GROUPED_README)
+        assert len(groups[0]["categories"]) == 1
+        assert groups[0]["categories"][0]["name"] == "Alpha"
+
+    def test_group_two_has_two_categories(self):
+        groups, _ = parse_readme(GROUPED_README)
+        assert len(groups[1]["categories"]) == 2
+        assert groups[1]["categories"][0]["name"] == "Beta"
+        assert groups[1]["categories"][1]["name"] == "Gamma"
+
+    def test_resources_still_parsed(self):
+        _, resources = parse_readme(GROUPED_README)
+        assert len(resources) == 1
+        assert resources[0]["name"] == "Newsletters"
+
+    def test_empty_group_skipped(self):
+        readme = textwrap.dedent("""\
+            # T
+
+            ---
+
+            **Empty**
+
+            **HasCats**
+
+            ## Cat
+
+            - [x](https://x.com) - X.
+
+            # Contributing
+
+            Done.
+        """)
+        groups, _ = parse_readme(readme)
+        assert len(groups) == 1
+        assert groups[0]["name"] == "HasCats"
+
+    def test_bold_with_extra_text_not_group_marker(self):
+        readme = textwrap.dedent("""\
+            # T
+
+            ---
+
+            **Note:** This is not a group marker.
+
+            ## Cat
+
+            - [x](https://x.com) - X.
+
+            # Contributing
+
+            Done.
+        """)
+        groups, _ = parse_readme(readme)
+        # "Note:" has text after the strong node, so it's not a group marker
+        # Category goes into "Other"
+        assert len(groups) == 1
+        assert groups[0]["name"] == "Other"
+
+    def test_categories_before_any_group_marker(self):
+        readme = textwrap.dedent("""\
+            # T
+
+            ---
+
+            ## Orphan
+
+            - [x](https://x.com) - X.
+
+            **A Group**
+
+            ## Grouped
+
+            - [y](https://x.com) - Y.
+
+            # Contributing
+
+            Done.
+        """)
+        groups, _ = parse_readme(readme)
+        assert len(groups) == 2
+        assert groups[0]["name"] == "Other"
+        assert groups[0]["categories"][0]["name"] == "Orphan"
+        assert groups[1]["name"] == "A Group"
+        assert groups[1]["categories"][0]["name"] == "Grouped"
+
+
 def _content_nodes(md_text: str) -> list[SyntaxTreeNode]:
     """Helper: parse markdown and return all block nodes."""
     md = MarkdownIt("commonmark")
@@ -283,7 +438,8 @@ def test_entry_count_includes_also_see(self):
 
             Done.
         """)
-        cats, _ = parse_readme(readme)
+        groups, _ = parse_readme(readme)
+        cats = groups[0]["categories"]
         # 2 main entries + 1 also_see = 3
         assert cats[0]["entry_count"] == 3
 
@@ -305,7 +461,8 @@ def test_preview_first_four_names(self):
 
             Done.
         """)
-        cats, _ = parse_readme(readme)
+        groups, _ = parse_readme(readme)
+        cats = groups[0]["categories"]
         assert cats[0]["preview"] == "alpha, beta, gamma, delta"
 
     def test_description_html_escapes_xss(self):
@@ -366,10 +523,17 @@ def load_readme(self):
         readme_path = os.path.join(os.path.dirname(__file__), "..", "..", "README.md")
         with open(readme_path, encoding="utf-8") as f:
             self.readme_text = f.read()
-        self.cats, self.resources = parse_readme(self.readme_text)
+        self.groups, self.resources = parse_readme(self.readme_text)
+        self.cats = [c for g in self.groups for c in g["categories"]]
+
+    def test_at_least_11_groups(self):
+        assert len(self.groups) >= 11
 
-    def test_at_least_83_categories(self):
-        assert len(self.cats) >= 83
+    def test_first_group_is_ai_ml(self):
+        assert self.groups[0]["name"] == "AI & ML"
+
+    def test_at_least_76_categories(self):
+        assert len(self.cats) >= 76
 
     def test_resources_has_newsletters_and_podcasts(self):
         names = [r["name"] for r in self.resources]
@@ -380,21 +544,17 @@ def test_contributing_not_in_results(self):
         all_names = [c["name"] for c in self.cats] + [r["name"] for r in self.resources]
         assert "Contributing" not in all_names
 
-    def test_first_category_is_admin_panels(self):
-        assert self.cats[0]["name"] == "Admin Panels"
-        assert self.cats[0]["slug"] == "admin-panels"
-
-    def test_last_category_is_wsgi_servers(self):
-        assert self.cats[-1]["name"] == "WSGI Servers"
-        assert self.cats[-1]["slug"] == "wsgi-servers"
+    def test_first_category_is_ai_and_agents(self):
+        assert self.cats[0]["name"] == "AI and Agents"
+        assert self.cats[0]["slug"] == "ai-and-agents"
 
-    def test_restful_api_slug(self):
+    def test_web_apis_slug(self):
         slugs = [c["slug"] for c in self.cats]
-        assert "restful-api" in slugs
+        assert "web-apis" in slugs
 
     def test_descriptions_extracted(self):
-        admin = self.cats[0]
-        assert admin["description"] == "Libraries for administrative interfaces."
+        ai = next(c for c in self.cats if c["name"] == "AI and Agents")
+        assert "AI applications" in ai["description"]
 
     def test_entry_counts_nonzero(self):
         for cat in self.cats:
@@ -422,3 +582,8 @@ def test_description_links_stripped_to_text(self):
         algos = next(c for c in self.cats if c["name"] == "Algorithms and Design Patterns")
         assert "awesome-algorithms" in algos["description"]
         assert "https://" not in algos["description"]
+
+    def test_miscellaneous_in_own_group(self):
+        misc_group = next((g for g in self.groups if g["name"] == "Miscellaneous"), None)
+        assert misc_group is not None
+        assert any(c["name"] == "Miscellaneous" for c in misc_group["categories"])

From bec981806a1ce43eba2e2f4109d5f20fb8c1af9c Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Fri, 20 Mar 2026 21:06:08 +0800
Subject: [PATCH 77/96] refactor: reorganize thematic groups and reorder
 sections within groups

Restructures the top-level ToC groups for better logical cohesion:
- Split 'Web & API' into 'Web' (frameworks, servers, CMS) and
  'HTTP & Scraping' (clients, scraping, URL, email)
- Move 'Database & Storage' earlier in the ToC, before 'Data & Science'
- Merge 'Web Content Extraction' and 'Web Crawling' into a single
  'Web Scraping' section
- Rename 'Content & Media' to 'Text & Documents' and 'Media' (split)
- Rename 'System & Runtime' to 'Python Language' and 'Python Toolchain'
- Rename 'Security & Auth' to 'Security'; move Authentication to Web group
- Rename 'Development Tools' to 'Developer Tools', 'DevOps & Infrastructure' to 'DevOps'
- Reorder sections within groups to reflect learning progression
  (e.g., Deep Learning before Machine Learning in AI & ML)
- Move Hardware and Microsoft Windows to Miscellaneous group
- Add s3cmd to DevOps and youtube-dl to Command-line Tools
- Update CONTRIBUTING.md example group names to match new labels

Co-Authored-By: Claude <noreply@anthropic.com>
---
 CONTRIBUTING.md |   2 +-
 README.md       | 913 ++++++++++++++++++++++++------------------------
 2 files changed, 459 insertions(+), 456 deletions(-)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index d36dbb128..d15d811d8 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -80,7 +80,7 @@ Use the **PyPI package name** as the display name so developers can copy it dire
 ## Adding a New Section
 
 1. Add section description in italics: `*Libraries for doing X.*`
-2. Add the section under the appropriate thematic group (e.g., **AI & ML**, **Web & API**)
+2. Add the section under the appropriate thematic group (e.g., **AI & ML**, **Web**, **Data & Science**)
 3. Add the section title to the Table of Contents under its group
 4. Keep entries in alphabetical order within each category
 
diff --git a/README.md b/README.md
index 05c20f8a0..ca00857a9 100644
--- a/README.md
+++ b/README.md
@@ -9,28 +9,40 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 **AI & ML**
 
 - [AI and Agents](#ai-and-agents)
-- [Machine Learning](#machine-learning)
 - [Deep Learning](#deep-learning)
-- [Computer Vision](#computer-vision)
+- [Machine Learning](#machine-learning)
 - [Natural Language Processing](#natural-language-processing)
+- [Computer Vision](#computer-vision)
 - [Recommender Systems](#recommender-systems)
 
-**Web & API**
+**Web**
 
-- [Admin Panels](#admin-panels)
-- [CMS](#cms)
-- [Email](#email)
-- [Static Site Generators](#static-site-generators)
-- [URL Manipulation](#url-manipulation)
 - [Web Frameworks](#web-frameworks)
 - [Web APIs](#web-apis)
-- [WebSocket](#websocket)
 - [Web Servers](#web-servers)
-- [HTTP Clients](#http-clients)
+- [WebSocket](#websocket)
 - [Template Engines](#template-engines)
 - [Web Asset Management](#web-asset-management)
-- [Web Content Extraction](#web-content-extraction)
-- [Web Crawling](#web-crawling)
+- [Authentication](#authentication)
+- [Admin Panels](#admin-panels)
+- [CMS](#cms)
+- [Static Site Generators](#static-site-generators)
+
+**HTTP & Scraping**
+
+- [HTTP Clients](#http-clients)
+- [Web Scraping](#web-scraping)
+- [URL Manipulation](#url-manipulation)
+- [Email](#email)
+
+**Database & Storage**
+
+- [ORM](#orm)
+- [Database Drivers](#database-drivers)
+- [Database](#database)
+- [Caching](#caching)
+- [Search](#search)
+- [Serialization](#serialization)
 
 **Data & Science**
 
@@ -41,18 +53,18 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 - [Science](#science)
 - [Quantum Computing](#quantum-computing)
 
-**Development Tools**
+**Developer Tools**
 
+- [Algorithms and Design Patterns](#algorithms-and-design-patterns)
+- [Interactive Interpreter](#interactive-interpreter)
+- [Code Analysis](#code-analysis)
 - [Testing](#testing)
 - [Debugging Tools](#debugging-tools)
-- [Code Analysis](#code-analysis)
 - [Build Tools](#build-tools)
-- [Algorithms and Design Patterns](#algorithms-and-design-patterns)
 - [Documentation](#documentation)
 - [Editor Plugins and IDEs](#editor-plugins-and-ides)
-- [Interactive Interpreter](#interactive-interpreter)
 
-**DevOps & Infrastructure**
+**DevOps**
 
 - [DevOps Tools](#devops-tools)
 - [Distributed Computing](#distributed-computing)
@@ -63,56 +75,51 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 - [Network Virtualization](#network-virtualization)
 - [RPC Servers](#rpc-servers)
 
-**Database & Storage**
-
-- [Database](#database)
-- [Database Drivers](#database-drivers)
-- [ORM](#orm)
-- [Caching](#caching)
-- [Search](#search)
-- [Serialization](#serialization)
-
 **CLI & GUI**
 
 - [Command-line Interface Development](#command-line-interface-development)
 - [Command-line Tools](#command-line-tools)
 - [GUI Development](#gui-development)
 
-**Content & Media**
+**Text & Documents**
 
-- [Audio](#audio)
-- [Video](#video)
-- [Game Development](#game-development)
-- [Image Processing](#image-processing)
-- [HTML Manipulation](#html-manipulation)
 - [Text Processing](#text-processing)
+- [HTML Manipulation](#html-manipulation)
 - [File Format Processing](#file-format-processing)
 - [File Manipulation](#file-manipulation)
-- [Downloaders](#downloaders)
 
-**System & Runtime**
+**Media**
+
+- [Image Processing](#image-processing)
+- [Audio Processing](#audio-processing)
+- [Video Processing](#video-processing)
+- [Game Development](#game-development)
+
+**Python Language**
 
+- [Implementations](#implementations)
+- [Built-in Classes Enhancement](#built-in-classes-enhancement)
+- [Functional Programming](#functional-programming)
 - [Asynchronous Programming](#asynchronous-programming)
+- [Date and Time](#date-and-time)
+
+**Python Toolchain**
+
 - [Environment Management](#environment-management)
 - [Package Management](#package-management)
 - [Package Repositories](#package-repositories)
-- [Date and Time](#date-and-time)
 - [Distribution](#distribution)
-- [Hardware](#hardware)
-- [Implementations](#implementations)
-- [Microsoft Windows](#microsoft-windows)
-- [Built-in Classes Enhancement](#built-in-classes-enhancement)
-- [Functional Programming](#functional-programming)
 - [Configuration Files](#configuration-files)
 
-**Security & Auth**
+**Security**
 
-- [Authentication](#authentication)
 - [Cryptography](#cryptography)
 - [Penetration Testing](#penetration-testing)
 
 **Miscellaneous**
 
+- [Hardware](#hardware)
+- [Microsoft Windows](#microsoft-windows)
 - [Miscellaneous](#miscellaneous)
 
 ---
@@ -136,6 +143,17 @@ _Libraries for building AI applications, LLM integrations, and autonomous agents
   - [transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks.
   - [vllm](https://github.com/vllm-project/vllm) - A high-throughput and memory-efficient inference and serving engine for LLMs.
 
+## Deep Learning
+
+_Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning)._
+
+- [jax](https://github.com/google/jax) - a library for high-performance numerical computing with automatic differentiation and JIT compilation.
+- [keras](https://github.com/keras-team/keras) - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
+- [pytorch-lightning](https://github.com/Lightning-AI/pytorch-lightning) - Deep learning framework to train, deploy, and ship AI products Lightning fast.
+- [pytorch](https://github.com/pytorch/pytorch) - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
+- [stable-baselines3](https://github.com/DLR-RM/stable-baselines3) - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.
+- [tensorflow](https://github.com/tensorflow/tensorflow) - The most popular Deep Learning framework created by Google.
+
 ## Machine Learning
 
 _Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python)._
@@ -151,27 +169,6 @@ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://git
 - [spark.ml](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library for distributed computing.
 - [xgboost](https://github.com/dmlc/xgboost) - A scalable, portable, and distributed gradient boosting library.
 
-## Deep Learning
-
-_Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning)._
-
-- [jax](https://github.com/google/jax) - a library for high-performance numerical computing with automatic differentiation and JIT compilation.
-- [keras](https://github.com/keras-team/keras) - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
-- [pytorch-lightning](https://github.com/Lightning-AI/pytorch-lightning) - Deep learning framework to train, deploy, and ship AI products Lightning fast.
-- [pytorch](https://github.com/pytorch/pytorch) - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
-- [stable-baselines3](https://github.com/DLR-RM/stable-baselines3) - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.
-- [tensorflow](https://github.com/tensorflow/tensorflow) - The most popular Deep Learning framework created by Google.
-
-## Computer Vision
-
-_Libraries for Computer Vision._
-
-- [easyocr](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
-- [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
-- [opencv](https://github.com/opencv/opencv-python) - Open Source Computer Vision Library.
-- [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
-- [tesserocr](https://github.com/sirfz/tesserocr) - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR.
-
 ## Natural Language Processing
 
 _Libraries for working with human languages._
@@ -190,6 +187,16 @@ _Libraries for working with human languages._
   - [pkuseg-python](https://github.com/lancopku/pkuseg-python) - A toolkit for Chinese word segmentation in various domains.
   - [snownlp](https://github.com/isnowfy/snownlp) - A library for processing Chinese text.
 
+## Computer Vision
+
+_Libraries for Computer Vision._
+
+- [easyocr](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
+- [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
+- [opencv](https://github.com/opencv/opencv-python) - Open Source Computer Vision Library.
+- [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
+- [tesserocr](https://github.com/sirfz/tesserocr) - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR.
+
 ## Recommender Systems
 
 _Libraries for building recommender systems._
@@ -200,54 +207,7 @@ _Libraries for building recommender systems._
 - [scikit-surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
 - [spotlight](https://github.com/maciejkula/spotlight) - Deep recommender models using PyTorch.
 
-**Web & API**
-
-## Admin Panels
-
-_Libraries for administrative interfaces._
-
-- [ajenti](https://github.com/ajenti/ajenti) - The admin panel your servers deserve.
-- [django-grappelli](https://github.com/sehmaschine/django-grappelli) - A jazzy skin for the Django Admin-Interface.
-- [django-unfold](https://github.com/unfoldadmin/django-unfold) - Elevate your Django admin with a stunning modern interface, powerful features, and seamless user experience.
-- [flask-admin](https://github.com/flask-admin/flask-admin) - Simple and extensible administrative interface framework for Flask.
-- [func-to-web](https://github.com/offerrall/FuncToWeb) - Instantly create web UIs from Python functions using type hints. Zero frontend code required.
-- [jet-bridge](https://github.com/jet-admin/jet-bridge) - Admin panel framework for any application with nice UI (ex Jet Django).
-- [wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts.
-
-## CMS
-
-_Content Management Systems._
-
-- [django-cms](https://github.com/django-cms/django-cms) - The easy-to-use and developer-friendly enterprise CMS powered by Django.
-- [feincms](https://github.com/feincms/feincms) - One of the most advanced Content Management Systems built on Django.
-- [indico](https://github.com/indico/indico) - A feature-rich event management system, made @ [CERN](https://en.wikipedia.org/wiki/CERN).
-- [wagtail](https://github.com/wagtail/wagtail) - A Django content management system.
-
-## Email
-
-_Libraries for sending and parsing email._
-
-- [flanker](https://github.com/mailgun/flanker) - An email address and Mime parsing library.
-- [imbox](https://github.com/martinrusev/imbox) - Python IMAP for Humans.
-- [mailer](https://github.com/marrow/mailer) - High-performance extensible mail delivery framework.
-- [modoboa](https://github.com/modoboa/modoboa) - A mail hosting and management platform including a modern Web UI.
-- [yagmail](https://github.com/kootenpv/yagmail) - Yet another Gmail/SMTP client.
-
-## Static Site Generators
-
-_Static site generator is a software that takes some text + templates as input and produces HTML files on the output._
-
-- [lektor](https://github.com/lektor/lektor) - An easy to use static CMS and blog engine.
-- [makesite](https://github.com/sunainapai/makesite) - Simple, lightweight, and magic-free static site/blog generator (< 130 lines).
-- [nikola](https://github.com/getnikola/nikola) - A static website and blog generator.
-- [pelican](https://github.com/getpelican/pelican) - Static site generator that supports Markdown and reST syntax.
-
-## URL Manipulation
-
-_Libraries for parsing URLs._
-
-- [furl](https://github.com/gruns/furl) - A small Python library that makes parsing and manipulating URLs easy.
-- [purl](https://github.com/codeinthehole/purl) - A simple, immutable URL class with a clean API for interrogation and manipulation.
+**Web**
 
 ## Web Frameworks
 
@@ -292,14 +252,6 @@ _Libraries for building RESTful and GraphQL APIs._
   - [sanic](https://github.com/sanic-org/sanic) - A Python 3.6+ web server and web framework that's written to go fast.
   - [webargs](https://github.com/marshmallow-code/webargs) - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
 
-## WebSocket
-
-_Libraries for working with WebSocket._
-
-- [autobahn-python](https://github.com/crossbario/autobahn-python) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
-- [channels](https://github.com/django/channels) - Developer-friendly asynchrony for Django.
-- [websockets](https://github.com/aaugustin/websockets) - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
-
 ## Web Servers
 
 _ASGI and WSGI compatible web servers._
@@ -315,15 +267,13 @@ _ASGI and WSGI compatible web servers._
   - [waitress](https://github.com/Pylons/waitress) - Multi-threaded, powers Pyramid.
   - [werkzeug](https://github.com/pallets/werkzeug) - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
 
-## HTTP Clients
+## WebSocket
 
-_Libraries for working with HTTP._
+_Libraries for working with WebSocket._
 
-- [aiohttp](https://github.com/aio-libs/aiohttp) - Asynchronous HTTP client/server framework for asyncio and Python.
-- [httpx](https://github.com/encode/httpx) - A next generation HTTP client for Python.
-- [requests](https://github.com/psf/requests) - HTTP Requests for Humans.
-- [treq](https://github.com/twisted/treq) - Python requests like API built on top of Twisted's HTTP client.
-- [urllib3](https://github.com/urllib3/urllib3) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
+- [autobahn-python](https://github.com/crossbario/autobahn-python) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
+- [channels](https://github.com/django/channels) - Developer-friendly asynchrony for Django.
+- [websockets](https://github.com/aaugustin/websockets) - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
 
 ## Template Engines
 
@@ -344,35 +294,190 @@ _Tools for managing, compressing and minifying website assets._
 - [flask-assets](https://github.com/miracle2k/flask-assets) - Helps you integrate webassets into your Flask app.
 - [webassets](https://github.com/miracle2k/webassets) - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
 
-## Web Content Extraction
+## Authentication
+
+_Libraries for implementing authentication schemes._
+
+- OAuth
+  - [authlib](https://github.com/lepture/authlib) - JavaScript Object Signing and Encryption draft implementation.
+  - [django-allauth](https://github.com/pennersr/django-allauth) - Authentication app for Django that "just works."
+  - [django-oauth-toolkit](https://github.com/jazzband/django-oauth-toolkit) - OAuth 2 goodies for Django.
+  - [oauthlib](https://github.com/oauthlib/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic.
+- JWT
+  - [pyjwt](https://github.com/jpadilla/pyjwt) - JSON Web Token implementation in Python.
+  - [python-jose](https://github.com/mpdavis/python-jose/) - A JOSE implementation in Python.
+- Permissions
+  - [django-guardian](https://github.com/django-guardian/django-guardian) - Implementation of per object permissions for Django 1.2+
+  - [django-rules](https://github.com/dfunckt/django-rules) - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
+
+## Admin Panels
+
+_Libraries for administrative interfaces._
+
+- [ajenti](https://github.com/ajenti/ajenti) - The admin panel your servers deserve.
+- [django-grappelli](https://github.com/sehmaschine/django-grappelli) - A jazzy skin for the Django Admin-Interface.
+- [django-unfold](https://github.com/unfoldadmin/django-unfold) - Elevate your Django admin with a stunning modern interface, powerful features, and seamless user experience.
+- [flask-admin](https://github.com/flask-admin/flask-admin) - Simple and extensible administrative interface framework for Flask.
+- [func-to-web](https://github.com/offerrall/FuncToWeb) - Instantly create web UIs from Python functions using type hints. Zero frontend code required.
+- [jet-bridge](https://github.com/jet-admin/jet-bridge) - Admin panel framework for any application with nice UI (ex Jet Django).
+- [wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts.
+
+## CMS
+
+_Content Management Systems._
+
+- [django-cms](https://github.com/django-cms/django-cms) - The easy-to-use and developer-friendly enterprise CMS powered by Django.
+- [feincms](https://github.com/feincms/feincms) - One of the most advanced Content Management Systems built on Django.
+- [indico](https://github.com/indico/indico) - A feature-rich event management system, made @ [CERN](https://en.wikipedia.org/wiki/CERN).
+- [wagtail](https://github.com/wagtail/wagtail) - A Django content management system.
+
+## Static Site Generators
+
+_Static site generator is a software that takes some text + templates as input and produces HTML files on the output._
+
+- [lektor](https://github.com/lektor/lektor) - An easy to use static CMS and blog engine.
+- [makesite](https://github.com/sunainapai/makesite) - Simple, lightweight, and magic-free static site/blog generator (< 130 lines).
+- [nikola](https://github.com/getnikola/nikola) - A static website and blog generator.
+- [pelican](https://github.com/getpelican/pelican) - Static site generator that supports Markdown and reST syntax.
+
+**HTTP & Scraping**
+
+## HTTP Clients
+
+_Libraries for working with HTTP._
+
+- [aiohttp](https://github.com/aio-libs/aiohttp) - Asynchronous HTTP client/server framework for asyncio and Python.
+- [httpx](https://github.com/encode/httpx) - A next generation HTTP client for Python.
+- [requests](https://github.com/psf/requests) - HTTP Requests for Humans.
+- [treq](https://github.com/twisted/treq) - Python requests like API built on top of Twisted's HTTP client.
+- [urllib3](https://github.com/urllib3/urllib3) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
+
+## Web Scraping
 
-_Libraries for extracting web contents._
+_Libraries to automate web scraping and extract web content._
 
+- [browser-use](https://github.com/browser-use/browser-use) - Make websites accessible for AI agents with easy browser automation.
+- [crawl4ai](https://github.com/unclecode/crawl4ai) - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents.
+- [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
+- [grab](https://github.com/lorien/grab) - Site scraping framework.
 - [html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text.
 - [lassie](https://github.com/michaelhelmick/lassie) - Web Content Retrieval for Humans.
+- [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
 - [micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs.
 - [newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python.
 - [python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool.
 - [requests-html](https://github.com/psf/requests-html) - Pythonic HTML Parsing for Humans.
+- [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
 - [sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages.
 - [toapi](https://github.com/gaojiuli/toapi) - Every web site provides APIs.
 
-## Web Crawling
-
-_Libraries to automate web scraping._
+## URL Manipulation
 
-- [browser-use](https://github.com/browser-use/browser-use) - Make websites accessible for AI agents with easy browser automation.
-- [crawl4ai](https://github.com/unclecode/crawl4ai) - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents.
-- [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
-- [grab](https://github.com/lorien/grab) - Site scraping framework.
-- [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
-- [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
+_Libraries for parsing URLs._
 
-**Data & Science**
+- [furl](https://github.com/gruns/furl) - A small Python library that makes parsing and manipulating URLs easy.
+- [purl](https://github.com/codeinthehole/purl) - A simple, immutable URL class with a clean API for interrogation and manipulation.
 
-## Data Analysis
+## Email
 
-_Libraries for data analysis._
+_Libraries for sending and parsing email._
+
+- [flanker](https://github.com/mailgun/flanker) - An email address and Mime parsing library.
+- [imbox](https://github.com/martinrusev/imbox) - Python IMAP for Humans.
+- [mailer](https://github.com/marrow/mailer) - High-performance extensible mail delivery framework.
+- [modoboa](https://github.com/modoboa/modoboa) - A mail hosting and management platform including a modern Web UI.
+- [yagmail](https://github.com/kootenpv/yagmail) - Yet another Gmail/SMTP client.
+
+**Database & Storage**
+
+## ORM
+
+_Libraries that implement Object-Relational Mapping or data mapping techniques._
+
+- Relational Databases
+  - [django.db.models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.
+  - [sqlalchemy](https://github.com/sqlalchemy/sqlalchemy) - The Python SQL Toolkit and Object Relational Mapper.
+    - [awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy)
+  - [dataset](https://github.com/pudo/dataset) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
+  - [peewee](https://github.com/coleifer/peewee) - A small, expressive ORM.
+  - [pony](https://github.com/ponyorm/pony/) - ORM that provides a generator-oriented interface to SQL.
+  - [sqlmodel](https://github.com/fastapi/sqlmodel) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.
+  - [tortoise-orm](https://github.com/tortoise/tortoise-orm) - An easy-to-use asyncio ORM inspired by Django, with relations support.
+- NoSQL Databases
+  - [beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
+  - [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
+  - [odmantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
+  - [pynamodb](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
+
+## Database Drivers
+
+_Libraries for connecting and operating databases._
+
+- MySQL - [awesome-mysql](https://github.com/shlomi-noach/awesome-mysql)
+  - [mysqlclient](https://github.com/PyMySQL/mysqlclient) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
+  - [pymysql](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
+- PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres)
+  - [psycopg](https://github.com/psycopg/psycopg) - The most popular PostgreSQL adapter for Python.
+- SQlite - [awesome-sqlite](https://github.com/planetopendata/awesome-sqlite)
+  - [sqlite-utils](https://github.com/simonw/sqlite-utils) - Python CLI utility and library for manipulating SQLite databases.
+  - [sqlite3](https://docs.python.org/3/library/sqlite3.html) - (Python standard library) SQlite interface compliant with DB-API 2.0.
+- Other Relational Databases
+  - [clickhouse-driver](https://github.com/mymarilyn/clickhouse-driver) - Python driver with native interface for ClickHouse.
+  - [pymssql](https://github.com/pymssql/pymssql) - A simple database interface to Microsoft SQL Server.
+- NoSQL Databases
+  - [cassandra-driver](https://github.com/datastax/python-driver) - The Python Driver for Apache Cassandra.
+  - [django-mongodb-backend](https://github.com/mongodb/django-mongodb-backend) - Official MongoDB database backend for Django.
+  - [pymongo](https://github.com/mongodb/mongo-python-driver) - The official Python client for MongoDB.
+  - [redis-py](https://github.com/redis/redis-py) - The Python client for Redis.
+
+## Database
+
+_Databases implemented in Python._
+
+- [chromadb](https://github.com/chroma-core/chroma) - An open-source embedding database for building AI applications with embeddings and semantic search.
+- [duckdb](https://github.com/duckdb/duckdb) - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads.
+- [pickledb](https://github.com/patx/pickledb) - A simple and lightweight key-value store for Python.
+- [tinydb](https://github.com/msiemens/tinydb) - A tiny, document-oriented database.
+- [ZODB](https://github.com/zopefoundation/ZODB) - A native object database for Python. A key-value and object graph database.
+
+## Caching
+
+_Libraries for caching data._
+
+- [beaker](https://github.com/bbangert/beaker) - A WSGI middleware for sessions and caching.
+- [django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - Automatic caching and invalidation for Django models.
+- [django-cacheops](https://github.com/Suor/django-cacheops) - A slick ORM cache with automatic granular event-driven invalidation.
+- [dogpile.cache](https://github.com/sqlalchemy/dogpile.cache) - dogpile.cache is a next generation replacement for Beaker made by the same authors.
+- [hermescache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention.
+- [pylibmc](https://github.com/lericson/pylibmc) - A Python wrapper around the [libmemcached](https://libmemcached.org/libMemcached.html) interface.
+- [python-diskcache](https://github.com/grantjenks/python-diskcache) - SQLite and file backed cache backend with faster lookups than memcached and redis.
+
+## Search
+
+_Libraries and software for indexing and performing search queries on data._
+
+- [django-haystack](https://github.com/django-haystack/django-haystack) - Modular search for Django.
+- [elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch.
+- [elasticsearch-py](https://github.com/elastic/elasticsearch-py) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
+- [pysolr](https://github.com/django-haystack/pysolr) - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/).
+- [whoosh](https://github.com/mchaput/whoosh) - A fast, pure Python search engine library.
+
+## Serialization
+
+_Libraries for serializing complex data types._
+
+- [marshmallow](https://github.com/marshmallow-code/marshmallow) - A lightweight library for converting complex objects to and from simple Python datatypes.
+- [msgpack](https://github.com/msgpack/msgpack-python) - MessagePack serializer implementation for Python.
+- [orjson](https://github.com/ijl/orjson) - Fast, correct JSON library.
+- [pysimdjson](https://github.com/TkTech/pysimdjson) - A Python bindings for [simdjson](https://github.com/lemire/simdjson).
+- [python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson).
+- [ultrajson](https://github.com/esnme/ultrajson) - A fast JSON decoder and encoder written in C with Python bindings.
+
+**Data & Science**
+
+## Data Analysis
+
+_Libraries for data analysis._
 
 - [aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas) - Pandas on AWS.
 - [datasette](https://github.com/simonw/datasette) - An open source multi-tool for exploring and publishing data.
@@ -470,7 +575,61 @@ _Libraries for quantum computing._
 - [qiskit](https://github.com/Qiskit/qiskit) — An IBM-backed quantum SDK for building, simulating, and running circuits on real quantum hardware.
 - [qutip](https://github.com/qutip/qutip) - Quantum Toolbox in Python.
 
-**Development Tools**
+**Developer Tools**
+
+## Algorithms and Design Patterns
+
+_Python implementation of data structures, algorithms and design patterns. Also see [awesome-algorithms](https://github.com/tayllan/awesome-algorithms)._
+
+- Algorithms
+  - [algorithms](https://github.com/keon/algorithms) - Minimal examples of data structures and algorithms.
+  - [python-ds](https://github.com/prabhupant/python-ds) - A collection of data structure and algorithms for coding interviews.
+  - [sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - Fast and pure-Python implementation of sorted collections.
+  - [thealgorithms](https://github.com/TheAlgorithms/Python) - All Algorithms implemented in Python.
+- Design Patterns
+  - [python-cqrs](https://github.com/vadikko2/python-cqrs) - Event-Driven Architecture Framework with CQRS/CQS, Transaction Outbox, Saga orchestration.
+  - [python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python.
+  - [transitions](https://github.com/pytransitions/transitions) - A lightweight, object-oriented finite state machine implementation.
+
+## Interactive Interpreter
+
+_Interactive Python interpreters (REPL)._
+
+- [bpython](https://github.com/bpython/bpython) - A fancy interface to the Python interpreter.
+- [jupyter](https://github.com/jupyter/notebook) - A rich toolkit to help you make the most out of using Python interactively.
+  - [awesome-jupyter](https://github.com/markusschanta/awesome-jupyter)
+- [marimo](https://github.com/marimo-team/marimo) - Transform data and train models, feels like a next-gen notebook, stored as Git-friendly Python.
+- [ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
+
+## Code Analysis
+
+_Tools of static analysis, linters and code quality checkers. Also see [awesome-static-analysis](https://github.com/mre/awesome-static-analysis)._
+
+- Code Analysis
+  - [code2flow](https://github.com/scottrogowski/code2flow) - Turn your Python and JavaScript code into DOT flowcharts.
+  - [prospector](https://github.com/PyCQA/prospector) - A tool to analyze Python code.
+  - [vulture](https://github.com/jendrikseipp/vulture) - A tool for finding and analyzing dead Python code.
+- Code Linters
+  - [bandit](https://github.com/PyCQA/bandit) - A tool designed to find common security issues in Python code.
+  - [flake8](https://github.com/PyCQA/flake8) - A wrapper around `pycodestyle`, `pyflakes` and McCabe.
+    - [awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions)
+  - [pylint](https://github.com/pylint-dev/pylint) - A fully customizable source code analyzer.
+  - [ruff](https://github.com/astral-sh/ruff) - An extremely fast Python linter and code formatter.
+- Code Formatters
+  - [black](https://github.com/psf/black) - The uncompromising Python code formatter.
+  - [isort](https://github.com/timothycrosley/isort) - A Python utility / library to sort imports.
+  - [yapf](https://github.com/google/yapf) - Yet another Python code formatter from Google.
+- Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing)
+  - [mypy](https://github.com/python/mypy) - Check variable types during compile time.
+  - [pyre-check](https://github.com/facebook/pyre-check) - Performant type checking.
+  - [ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker and language server.
+  - [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
+- Refactoring
+  - [bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
+  - [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
+- Static Type Annotations Generators
+  - [monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
+  - [pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations.
 
 ## Testing
 
@@ -532,36 +691,6 @@ _Libraries for debugging code._
   - [icecream](https://github.com/gruns/icecream) - Inspect variables, expressions, and program execution with a single, simple function call.
   - [memory_graph](https://github.com/bterwijn/memory_graph) - Visualize Python data at runtime to debug references, mutability, and aliasing.
 
-## Code Analysis
-
-_Tools of static analysis, linters and code quality checkers. Also see [awesome-static-analysis](https://github.com/mre/awesome-static-analysis)._
-
-- Code Analysis
-  - [code2flow](https://github.com/scottrogowski/code2flow) - Turn your Python and JavaScript code into DOT flowcharts.
-  - [prospector](https://github.com/PyCQA/prospector) - A tool to analyze Python code.
-  - [vulture](https://github.com/jendrikseipp/vulture) - A tool for finding and analyzing dead Python code.
-- Code Linters
-  - [bandit](https://github.com/PyCQA/bandit) - A tool designed to find common security issues in Python code.
-  - [flake8](https://github.com/PyCQA/flake8) - A wrapper around `pycodestyle`, `pyflakes` and McCabe.
-    - [awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions)
-  - [pylint](https://github.com/pylint-dev/pylint) - A fully customizable source code analyzer.
-  - [ruff](https://github.com/astral-sh/ruff) - An extremely fast Python linter and code formatter.
-- Code Formatters
-  - [black](https://github.com/psf/black) - The uncompromising Python code formatter.
-  - [isort](https://github.com/timothycrosley/isort) - A Python utility / library to sort imports.
-  - [yapf](https://github.com/google/yapf) - Yet another Python code formatter from Google.
-- Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing)
-  - [mypy](https://github.com/python/mypy) - Check variable types during compile time.
-  - [pyre-check](https://github.com/facebook/pyre-check) - Performant type checking.
-  - [ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker and language server.
-  - [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
-- Refactoring
-  - [bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
-  - [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
-- Static Type Annotations Generators
-  - [monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
-  - [pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations.
-
 ## Build Tools
 
 _Compile software from source code._
@@ -574,20 +703,6 @@ _Compile software from source code._
 - [doit](https://github.com/pydoit/doit) - A task runner and build tool.
 - [scons](https://github.com/SCons/scons) - A software construction tool.
 
-## Algorithms and Design Patterns
-
-_Python implementation of data structures, algorithms and design patterns. Also see [awesome-algorithms](https://github.com/tayllan/awesome-algorithms)._
-
-- Algorithms
-  - [algorithms](https://github.com/keon/algorithms) - Minimal examples of data structures and algorithms.
-  - [python-ds](https://github.com/prabhupant/python-ds) - A collection of data structure and algorithms for coding interviews.
-  - [sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - Fast and pure-Python implementation of sorted collections.
-  - [thealgorithms](https://github.com/TheAlgorithms/Python) - All Algorithms implemented in Python.
-- Design Patterns
-  - [python-cqrs](https://github.com/vadikko2/python-cqrs) - Event-Driven Architecture Framework with CQRS/CQS, Transaction Outbox, Saga orchestration.
-  - [python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python.
-  - [transitions](https://github.com/pytransitions/transitions) - A lightweight, object-oriented finite state machine implementation.
-
 ## Documentation
 
 _Libraries for generating project documentation._
@@ -609,17 +724,7 @@ _Libraries for generating project documentation._
 - [spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE.
 - [YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
 
-## Interactive Interpreter
-
-_Interactive Python interpreters (REPL)._
-
-- [bpython](https://github.com/bpython/bpython) - A fancy interface to the Python interpreter.
-- [jupyter](https://github.com/jupyter/notebook) - A rich toolkit to help you make the most out of using Python interactively.
-  - [awesome-jupyter](https://github.com/markusschanta/awesome-jupyter)
-- [marimo](https://github.com/marimo-team/marimo) - Transform data and train models, feels like a next-gen notebook, stored as Git-friendly Python.
-- [ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
-
-**DevOps & Infrastructure**
+**DevOps**
 
 ## DevOps Tools
 
@@ -627,6 +732,7 @@ _Software and libraries for DevOps._
 
 - Cloud Providers
   - [boto3](https://github.com/boto/boto3) - Python interface to Amazon Web Services.
+  - [s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront.
 - Configuration Management
   - [ansible](https://github.com/ansible/ansible) - A radically simple IT automation platform.
   - [cloudinit](https://github.com/canonical/cloud-init) - A multi-distribution package that handles early initialization of a cloud instance.
@@ -721,117 +827,32 @@ _RPC-compatible servers._
 - [rpyc](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
 - [zerorpc](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
 
-**Database & Storage**
-
-## Database
-
-_Databases implemented in Python._
+**CLI & GUI**
 
-- [chromadb](https://github.com/chroma-core/chroma) - An open-source embedding database for building AI applications with embeddings and semantic search.
-- [duckdb](https://github.com/duckdb/duckdb) - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads.
-- [pickledb](https://github.com/patx/pickledb) - A simple and lightweight key-value store for Python.
-- [tinydb](https://github.com/msiemens/tinydb) - A tiny, document-oriented database.
-- [ZODB](https://github.com/zopefoundation/ZODB) - A native object database for Python. A key-value and object graph database.
+## Command-line Interface Development
 
-## Database Drivers
+_Libraries for building command-line applications._
 
-_Libraries for connecting and operating databases._
+- Command-line Application Development
+  - [argparse](https://docs.python.org/3/library/argparse.html) - (Python standard library) Command-line option and argument parsing.
+  - [cement](https://github.com/datafolklabs/cement) - CLI Application Framework for Python.
+  - [click](https://github.com/pallets/click/) - A package for creating beautiful command line interfaces in a composable way.
+  - [cliff](https://github.com/openstack/cliff) - A framework for creating command-line programs with multi-level commands.
+  - [python-fire](https://github.com/google/python-fire) - A library for creating command line interfaces from absolutely any Python object.
+  - [python-prompt-toolkit](https://github.com/prompt-toolkit/python-prompt-toolkit) - A library for building powerful interactive command lines.
+  - [typer](https://github.com/tiangolo/typer) - Modern CLI framework that uses Python type hints. Built on Click and Pydantic.
+- Terminal Rendering
+  - [alive-progress](https://github.com/rsalmei/alive-progress) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
+  - [asciimatics](https://github.com/peterbrittain/asciimatics) - A package to create full-screen text UIs (from interactive forms to ASCII animations).
+  - [bashplotlib](https://github.com/glamp/bashplotlib) - Making basic plots in the terminal.
+  - [colorama](https://github.com/tartley/colorama) - Cross-platform colored terminal text.
+  - [rich](https://github.com/Textualize/rich) - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler.
+  - [textual](https://github.com/Textualize/textual) - A framework for building interactive user interfaces that run in the terminal and the browser.
+  - [tqdm](https://github.com/tqdm/tqdm) - Fast, extensible progress bar for loops and CLI.
 
-- MySQL - [awesome-mysql](https://github.com/shlomi-noach/awesome-mysql)
-  - [mysqlclient](https://github.com/PyMySQL/mysqlclient) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
-  - [pymysql](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
-- PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres)
-  - [psycopg](https://github.com/psycopg/psycopg) - The most popular PostgreSQL adapter for Python.
-- SQlite - [awesome-sqlite](https://github.com/planetopendata/awesome-sqlite)
-  - [sqlite-utils](https://github.com/simonw/sqlite-utils) - Python CLI utility and library for manipulating SQLite databases.
-  - [sqlite3](https://docs.python.org/3/library/sqlite3.html) - (Python standard library) SQlite interface compliant with DB-API 2.0.
-- Other Relational Databases
-  - [clickhouse-driver](https://github.com/mymarilyn/clickhouse-driver) - Python driver with native interface for ClickHouse.
-  - [pymssql](https://github.com/pymssql/pymssql) - A simple database interface to Microsoft SQL Server.
-- NoSQL Databases
-  - [cassandra-driver](https://github.com/datastax/python-driver) - The Python Driver for Apache Cassandra.
-  - [django-mongodb-backend](https://github.com/mongodb/django-mongodb-backend) - Official MongoDB database backend for Django.
-  - [pymongo](https://github.com/mongodb/mongo-python-driver) - The official Python client for MongoDB.
-  - [redis-py](https://github.com/redis/redis-py) - The Python client for Redis.
+## Command-line Tools
 
-## ORM
-
-_Libraries that implement Object-Relational Mapping or data mapping techniques._
-
-- Relational Databases
-  - [django.db.models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.
-  - [sqlalchemy](https://github.com/sqlalchemy/sqlalchemy) - The Python SQL Toolkit and Object Relational Mapper.
-    - [awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy)
-  - [dataset](https://github.com/pudo/dataset) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
-  - [peewee](https://github.com/coleifer/peewee) - A small, expressive ORM.
-  - [pony](https://github.com/ponyorm/pony/) - ORM that provides a generator-oriented interface to SQL.
-  - [sqlmodel](https://github.com/fastapi/sqlmodel) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.
-  - [tortoise-orm](https://github.com/tortoise/tortoise-orm) - An easy-to-use asyncio ORM inspired by Django, with relations support.
-- NoSQL Databases
-  - [beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
-  - [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
-  - [odmantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
-  - [pynamodb](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
-
-## Caching
-
-_Libraries for caching data._
-
-- [beaker](https://github.com/bbangert/beaker) - A WSGI middleware for sessions and caching.
-- [django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - Automatic caching and invalidation for Django models.
-- [django-cacheops](https://github.com/Suor/django-cacheops) - A slick ORM cache with automatic granular event-driven invalidation.
-- [dogpile.cache](https://github.com/sqlalchemy/dogpile.cache) - dogpile.cache is a next generation replacement for Beaker made by the same authors.
-- [hermescache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention.
-- [pylibmc](https://github.com/lericson/pylibmc) - A Python wrapper around the [libmemcached](https://libmemcached.org/libMemcached.html) interface.
-- [python-diskcache](https://github.com/grantjenks/python-diskcache) - SQLite and file backed cache backend with faster lookups than memcached and redis.
-
-## Search
-
-_Libraries and software for indexing and performing search queries on data._
-
-- [django-haystack](https://github.com/django-haystack/django-haystack) - Modular search for Django.
-- [elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch.
-- [elasticsearch-py](https://github.com/elastic/elasticsearch-py) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
-- [pysolr](https://github.com/django-haystack/pysolr) - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/).
-- [whoosh](https://github.com/mchaput/whoosh) - A fast, pure Python search engine library.
-
-## Serialization
-
-_Libraries for serializing complex data types._
-
-- [marshmallow](https://github.com/marshmallow-code/marshmallow) - A lightweight library for converting complex objects to and from simple Python datatypes.
-- [msgpack](https://github.com/msgpack/msgpack-python) - MessagePack serializer implementation for Python.
-- [orjson](https://github.com/ijl/orjson) - Fast, correct JSON library.
-- [pysimdjson](https://github.com/TkTech/pysimdjson) - A Python bindings for [simdjson](https://github.com/lemire/simdjson).
-- [python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson).
-- [ultrajson](https://github.com/esnme/ultrajson) - A fast JSON decoder and encoder written in C with Python bindings.
-
-**CLI & GUI**
-
-## Command-line Interface Development
-
-_Libraries for building command-line applications._
-
-- Command-line Application Development
-  - [argparse](https://docs.python.org/3/library/argparse.html) - (Python standard library) Command-line option and argument parsing.
-  - [cement](https://github.com/datafolklabs/cement) - CLI Application Framework for Python.
-  - [click](https://github.com/pallets/click/) - A package for creating beautiful command line interfaces in a composable way.
-  - [cliff](https://github.com/openstack/cliff) - A framework for creating command-line programs with multi-level commands.
-  - [python-fire](https://github.com/google/python-fire) - A library for creating command line interfaces from absolutely any Python object.
-  - [python-prompt-toolkit](https://github.com/prompt-toolkit/python-prompt-toolkit) - A library for building powerful interactive command lines.
-  - [typer](https://github.com/tiangolo/typer) - Modern CLI framework that uses Python type hints. Built on Click and Pydantic.
-- Terminal Rendering
-  - [alive-progress](https://github.com/rsalmei/alive-progress) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
-  - [asciimatics](https://github.com/peterbrittain/asciimatics) - A package to create full-screen text UIs (from interactive forms to ASCII animations).
-  - [bashplotlib](https://github.com/glamp/bashplotlib) - Making basic plots in the terminal.
-  - [colorama](https://github.com/tartley/colorama) - Cross-platform colored terminal text.
-  - [rich](https://github.com/Textualize/rich) - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler.
-  - [textual](https://github.com/Textualize/textual) - A framework for building interactive user interfaces that run in the terminal and the browser.
-  - [tqdm](https://github.com/tqdm/tqdm) - Fast, extensible progress bar for loops and CLI.
-
-## Command-line Tools
-
-_Useful CLI-based tools for productivity._
+_Useful CLI-based tools for productivity._
 
 - Productivity Tools
   - [cookiecutter](https://github.com/cookiecutter/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates).
@@ -841,6 +862,7 @@ _Useful CLI-based tools for productivity._
   - [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command.
   - [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
   - [xonsh](https://github.com/xonsh/xonsh/) - A Python-powered shell. Full-featured and cross-platform.
+  - [youtube-dl](https://github.com/ytdl-org/youtube-dl/) - A command-line program to download videos from YouTube and other video sites.
 - CLI Enhancements
   - [httpie](https://github.com/httpie/cli) - A command line HTTP client, a user-friendly cURL replacement.
   - [iredis](https://github.com/laixintao/iredis) - Redis CLI with autocompletion and syntax highlighting.
@@ -874,79 +896,7 @@ _Libraries for working with graphical user interface applications._
 - Wrappers
   - [gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line.
 
-**Content & Media**
-
-## Audio
-
-_Libraries for manipulating audio and its metadata._
-
-- Audio
-  - [audioflux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
-  - [audioread](https://github.com/beetbox/audioread) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
-  - [dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition.
-  - [gtts](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
-  - [kapre](https://github.com/keunwoochoi/kapre) - Keras Audio Preprocessors.
-  - [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
-  - [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
-  - [mingus](https://github.com/bspaans/python-mingus) - An advanced music theory and notation package with MIDI file and playback support.
-  - [pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
-  - [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
-  - [TimeSide](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
-- Metadata
-  - [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
-  - [eyed3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
-  - [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
-  - [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
-
-## Video
-
-_Libraries for manipulating video and GIFs._
-
-- [moviepy](https://github.com/Zulko/moviepy) - A module for script-based movie editing with many formats, including animated GIFs.
-- [scikit-video](https://github.com/aizvorski/scikit-video) - Video processing routines for SciPy.
-- [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
-
-## Game Development
-
-_Awesome game development libraries._
-
-- [arcade](https://github.com/pythonarcade/arcade) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
-- [cocos](https://github.com/los-cocos/cocos) - A framework for building 2D games, demos, and other graphical/interactive applications.
-- [harfang3d](https://github.com/harfang3d/harfang3d) - Python framework for 3D, VR and game development.
-- [panda3d](https://github.com/panda3d/panda3d) - 3D game engine developed by Disney.
-- [py-sdl2](https://github.com/py-sdl/py-sdl2) - A ctypes based wrapper for the SDL2 library.
-- [pygame](https://github.com/pygame/pygame) - Pygame is a set of Python modules designed for writing games.
-- [pyopengl](https://github.com/mcfletch/pyopengl) - Python ctypes bindings for OpenGL and it's related APIs.
-- [renpy](https://github.com/renpy/renpy) - A Visual Novel engine.
-
-## Image Processing
-
-_Libraries for manipulating images._
-
-- [pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
-- [pymatting](https://github.com/pymatting/pymatting) - A library for alpha matting.
-- [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies.
-- [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
-- [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
-- [quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
-- [scikit-image](https://github.com/scikit-image/scikit-image) - A Python library for (scientific) image processing.
-- [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
-- [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
-
-## HTML Manipulation
-
-_Libraries for working with HTML and XML._
-
-- [beautifulsoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
-- [cssutils](https://github.com/jaraco/cssutils) - A CSS library for Python.
-- [html5lib](https://github.com/html5lib/html5lib-python) - A standards-compliant library for parsing and serializing HTML documents and fragments.
-- [justhtml](https://github.com/EmilStenstrom/justhtml/) - A pure Python HTML5 parser that just works.
-- [lxml](https://github.com/lxml/lxml) - A very fast, easy-to-use and versatile library for handling HTML and XML.
-- [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
-- [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML.
-- [untangle](https://github.com/stchris/untangle) - Converts XML documents to Python objects for easy access.
-- [xmldataset](https://github.com/spurin/xmldataset) - Simple XML Parsing.
-- [xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON.
+**Text & Documents**
 
 ## Text Processing
 
@@ -978,6 +928,21 @@ _Libraries for parsing and manipulating plain texts._
   - [python-user-agents](https://github.com/selwin/python-user-agents) - Browser user agent parser.
   - [sqlparse](https://github.com/andialbrecht/sqlparse) - A non-validating SQL parser.
 
+## HTML Manipulation
+
+_Libraries for working with HTML and XML._
+
+- [beautifulsoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
+- [cssutils](https://github.com/jaraco/cssutils) - A CSS library for Python.
+- [html5lib](https://github.com/html5lib/html5lib-python) - A standards-compliant library for parsing and serializing HTML documents and fragments.
+- [justhtml](https://github.com/EmilStenstrom/justhtml/) - A pure Python HTML5 parser that just works.
+- [lxml](https://github.com/lxml/lxml) - A very fast, easy-to-use and versatile library for handling HTML and XML.
+- [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
+- [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML.
+- [untangle](https://github.com/stchris/untangle) - Converts XML documents to Python objects for easy access.
+- [xmldataset](https://github.com/spurin/xmldataset) - Simple XML Parsing.
+- [xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON.
+
 ## File Format Processing
 
 _Libraries for parsing and manipulating specific text formats._
@@ -1028,14 +993,99 @@ _Libraries for file manipulation._
 - [watchdog](https://github.com/gorakhargosh/watchdog) - API and shell utilities to monitor file system events.
 - [watchfiles](https://github.com/samuelcolvin/watchfiles) - Simple, modern and fast file watching and code reload in python.
 
-## Downloaders
+**Media**
 
-_Libraries for downloading._
+## Image Processing
 
-- [s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront.
-- [youtube-dl](https://github.com/ytdl-org/youtube-dl/) - A command-line program to download videos from YouTube and other video sites.
+_Libraries for manipulating images._
 
-**System & Runtime**
+- [pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
+- [pymatting](https://github.com/pymatting/pymatting) - A library for alpha matting.
+- [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies.
+- [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
+- [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
+- [quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
+- [scikit-image](https://github.com/scikit-image/scikit-image) - A Python library for (scientific) image processing.
+- [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
+- [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
+
+## Audio Processing
+
+_Libraries for manipulating audio and its metadata._
+
+- Audio
+  - [audioflux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
+  - [audioread](https://github.com/beetbox/audioread) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
+  - [dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition.
+  - [gtts](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
+  - [kapre](https://github.com/keunwoochoi/kapre) - Keras Audio Preprocessors.
+  - [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
+  - [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
+  - [mingus](https://github.com/bspaans/python-mingus) - An advanced music theory and notation package with MIDI file and playback support.
+  - [pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
+  - [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
+  - [TimeSide](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
+- Metadata
+  - [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
+  - [eyed3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
+  - [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
+  - [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
+
+## Video Processing
+
+_Libraries for manipulating video and GIFs._
+
+- [moviepy](https://github.com/Zulko/moviepy) - A module for script-based movie editing with many formats, including animated GIFs.
+- [scikit-video](https://github.com/aizvorski/scikit-video) - Video processing routines for SciPy.
+- [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
+
+## Game Development
+
+_Awesome game development libraries._
+
+- [arcade](https://github.com/pythonarcade/arcade) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
+- [cocos](https://github.com/los-cocos/cocos) - A framework for building 2D games, demos, and other graphical/interactive applications.
+- [harfang3d](https://github.com/harfang3d/harfang3d) - Python framework for 3D, VR and game development.
+- [panda3d](https://github.com/panda3d/panda3d) - 3D game engine developed by Disney.
+- [py-sdl2](https://github.com/py-sdl/py-sdl2) - A ctypes based wrapper for the SDL2 library.
+- [pygame](https://github.com/pygame/pygame) - Pygame is a set of Python modules designed for writing games.
+- [pyopengl](https://github.com/mcfletch/pyopengl) - Python ctypes bindings for OpenGL and it's related APIs.
+- [renpy](https://github.com/renpy/renpy) - A Visual Novel engine.
+
+**Python Language**
+
+## Implementations
+
+_Implementations of Python._
+
+- [clpython](https://github.com/metawilm/cl-python) - Implementation of the Python programming language written in Common Lisp.
+- [cpython](https://github.com/python/cpython) - Default, most widely used implementation of the Python programming language written in C.
+- [cython](https://github.com/cython/cython) - Optimizing Static Compiler for Python.
+- [ironpython](https://github.com/IronLanguages/ironpython3) - Implementation of the Python programming language written in C#.
+- [micropython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation.
+- [PeachPy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
+- [pypy](https://github.com/pypy/pypy) - A very fast and compliant implementation of the Python language.
+- [pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques.
+
+## Built-in Classes Enhancement
+
+_Libraries for enhancing Python built-in classes._
+
+- [attrs](https://github.com/python-attrs/attrs) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.
+- [bidict](https://github.com/jab/bidict) - Efficient, Pythonic bidirectional map data structures and related functionality.
+- [box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access.
+
+## Functional Programming
+
+_Functional Programming with Python._
+
+- [coconut](https://github.com/evhub/coconut) - A variant of Python built for simple, elegant, Pythonic functional programming.
+- [cytoolz](https://github.com/pytoolz/cytoolz/) - Cython implementation of `Toolz`: High performance functional utilities.
+- [functools](https://docs.python.org/3/library/functools.html) - (Python standard library) Higher-order functions and operations on callable objects.
+- [funcy](https://github.com/Suor/funcy) - A fancy and practical functional tools.
+- [more-itertools](https://github.com/erikrose/more-itertools) - More routines for operating on iterables, beyond `itertools`.
+- [returns](https://github.com/dry-python/returns) - A set of type-safe monads, transformers, and composition utilities.
+- [toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries.
 
 ## Asynchronous Programming
 
@@ -1050,6 +1100,17 @@ _Libraries for asynchronous, concurrent and parallel execution. Also see [awesom
 - [twisted](https://github.com/twisted/twisted) - An event-driven networking engine.
 - [uvloop](https://github.com/MagicStack/uvloop) - Ultra fast asyncio event loop.
 
+## Date and Time
+
+_Libraries for working with dates and times._
+
+- [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
+- [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
+- [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
+- [zoneinfo](https://docs.python.org/3/library/zoneinfo.html) - (Python standard library) IANA time zone support. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
+
+**Python Toolchain**
+
 ## Environment Management
 
 _Libraries for Python version and virtual environment management._
@@ -1078,15 +1139,6 @@ _Local PyPI repository server and proxies._
 - [devpi](https://github.com/devpi/devpi) - PyPI server and packaging/testing/release tool.
 - [warehouse](https://github.com/pypa/warehouse) - Next generation Python Package Repository (PyPI).
 
-## Date and Time
-
-_Libraries for working with dates and times._
-
-- [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
-- [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
-- [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
-- [zoneinfo](https://docs.python.org/3/library/zoneinfo.html) - (Python standard library) IANA time zone support. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
-
 ## Distribution
 
 _Libraries to create packaged executables for release distribution._
@@ -1099,55 +1151,6 @@ _Libraries to create packaged executables for release distribution._
 - [pyinstaller](https://github.com/pyinstaller/pyinstaller) - Converts Python programs into stand-alone executables (cross-platform).
 - [shiv](https://github.com/linkedin/shiv) - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.
 
-## Hardware
-
-_Libraries for programming with hardware._
-
-- [bleak](https://github.com/hbldh/bleak) - A cross platform Bluetooth Low Energy Client for Python using asyncio.
-- [mouse](https://github.com/boppreh/mouse) - Hook and simulate global mouse events on Windows and Linux.
-- [pynput](https://github.com/moses-palmer/pynput) - A library to control and monitor input devices.
-
-## Implementations
-
-_Implementations of Python._
-
-- [clpython](https://github.com/metawilm/cl-python) - Implementation of the Python programming language written in Common Lisp.
-- [cpython](https://github.com/python/cpython) - Default, most widely used implementation of the Python programming language written in C.
-- [cython](https://github.com/cython/cython) - Optimizing Static Compiler for Python.
-- [ironpython](https://github.com/IronLanguages/ironpython3) - Implementation of the Python programming language written in C#.
-- [micropython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation.
-- [PeachPy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
-- [pypy](https://github.com/pypy/pypy) - A very fast and compliant implementation of the Python language.
-- [pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques.
-
-## Microsoft Windows
-
-_Python programming on Microsoft Windows._
-
-- [pythonnet](https://github.com/pythonnet/pythonnet) - Python Integration with the .NET Common Language Runtime (CLR).
-- [pywin32](https://github.com/mhammond/pywin32) - Python Extensions for Windows.
-- [winpython](https://github.com/winpython/winpython) - Portable development environment for Windows 10/11.
-
-## Built-in Classes Enhancement
-
-_Libraries for enhancing Python built-in classes._
-
-- [attrs](https://github.com/python-attrs/attrs) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.
-- [bidict](https://github.com/jab/bidict) - Efficient, Pythonic bidirectional map data structures and related functionality.
-- [box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access.
-
-## Functional Programming
-
-_Functional Programming with Python._
-
-- [coconut](https://github.com/evhub/coconut) - A variant of Python built for simple, elegant, Pythonic functional programming.
-- [cytoolz](https://github.com/pytoolz/cytoolz/) - Cython implementation of `Toolz`: High performance functional utilities.
-- [functools](https://docs.python.org/3/library/functools.html) - (Python standard library) Higher-order functions and operations on callable objects.
-- [funcy](https://github.com/Suor/funcy) - A fancy and practical functional tools.
-- [more-itertools](https://github.com/erikrose/more-itertools) - More routines for operating on iterables, beyond `itertools`.
-- [returns](https://github.com/dry-python/returns) - A set of type-safe monads, transformers, and composition utilities.
-- [toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries.
-
 ## Configuration Files
 
 _Libraries for storing and parsing configuration options._
@@ -1158,23 +1161,7 @@ _Libraries for storing and parsing configuration options._
 - [hydra](https://github.com/facebookresearch/hydra) - Hydra is a framework for elegantly configuring complex applications.
 - [python-decouple](https://github.com/HBNetwork/python-decouple) - Strict separation of settings from code.
 
-**Security & Auth**
-
-## Authentication
-
-_Libraries for implementing authentication schemes._
-
-- OAuth
-  - [authlib](https://github.com/lepture/authlib) - JavaScript Object Signing and Encryption draft implementation.
-  - [django-allauth](https://github.com/pennersr/django-allauth) - Authentication app for Django that "just works."
-  - [django-oauth-toolkit](https://github.com/jazzband/django-oauth-toolkit) - OAuth 2 goodies for Django.
-  - [oauthlib](https://github.com/oauthlib/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic.
-- JWT
-  - [pyjwt](https://github.com/jpadilla/pyjwt) - JSON Web Token implementation in Python.
-  - [python-jose](https://github.com/mpdavis/python-jose/) - A JOSE implementation in Python.
-- Permissions
-  - [django-guardian](https://github.com/django-guardian/django-guardian) - Implementation of per object permissions for Django 1.2+
-  - [django-rules](https://github.com/dfunckt/django-rules) - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
+**Security**
 
 ## Cryptography
 
@@ -1193,6 +1180,22 @@ _Frameworks and tools for penetration testing._
 
 **Miscellaneous**
 
+## Hardware
+
+_Libraries for programming with hardware._
+
+- [bleak](https://github.com/hbldh/bleak) - A cross platform Bluetooth Low Energy Client for Python using asyncio.
+- [mouse](https://github.com/boppreh/mouse) - Hook and simulate global mouse events on Windows and Linux.
+- [pynput](https://github.com/moses-palmer/pynput) - A library to control and monitor input devices.
+
+## Microsoft Windows
+
+_Python programming on Microsoft Windows._
+
+- [pythonnet](https://github.com/pythonnet/pythonnet) - Python Integration with the .NET Common Language Runtime (CLR).
+- [pywin32](https://github.com/mhammond/pywin32) - Python Extensions for Windows.
+- [winpython](https://github.com/winpython/winpython) - Portable development environment for Windows 10/11.
+
 ## Miscellaneous
 
 _Useful libraries or tools that don't fit in the categories above._

From d7ffd63fa74b7179b579f66a3de4a8f9403707f9 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Fri, 20 Mar 2026 21:10:55 +0800
Subject: [PATCH 78/96] docs: fix stale cross-reference link in Web Frameworks
 section

Update the 'Also see' link from the old absolute GitHub URL pointing
to #restful-api to the current relative anchor #web-apis, matching
the section rename in a previous refactor.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index ca00857a9..3a7ac36cd 100644
--- a/README.md
+++ b/README.md
@@ -211,7 +211,7 @@ _Libraries for building recommender systems._
 
 ## Web Frameworks
 
-_Traditional full stack web frameworks. Also see [RESTful API](https://github.com/vinta/awesome-python#restful-api)._
+_Traditional full stack web frameworks. Also see [Web APIs](#web-apis)._
 
 - Synchronous
   - [django](https://github.com/django/django) - The most popular web framework in Python.

From 1bc421867c614e91976ff489a5d2f2bc8a30c049 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 14:37:25 +0800
Subject: [PATCH 79/96] docs: add missing well-known libraries across multiple
 sections

Adds entries for bottle, robyn, starlette, connexion, strawberry,
flask-socketio, trafilatura, cachetools, ibis, modin, pandera,
chalice, grpcio, anyio, dateparser, python-dotenv, and mitmproxy.
Also removes zappa (deprecated/unmaintained) and graphene (replaced
by strawberry).

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 19 +++++++++++++++++--
 1 file changed, 17 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 3a7ac36cd..27cc83a9f 100644
--- a/README.md
+++ b/README.md
@@ -214,6 +214,7 @@ _Libraries for building recommender systems._
 _Traditional full stack web frameworks. Also see [Web APIs](#web-apis)._
 
 - Synchronous
+  - [bottle](https://github.com/bottlepy/bottle) - A fast and simple micro-framework distributed as a single file with no dependencies.
   - [django](https://github.com/django/django) - The most popular web framework in Python.
     - [awesome-django](https://github.com/shahraizali/awesome-django)
   - [flask](https://github.com/pallets/flask) - A microframework for Python.
@@ -227,6 +228,8 @@ _Traditional full stack web frameworks. Also see [Web APIs](#web-apis)._
   - [litestar](https://github.com/litestar-org/litestar) - Production-ready, capable and extensible ASGI Web framework.
   - [microdot](https://github.com/miguelgrinberg/microdot) - The impossibly small web framework for Python and MicroPython.
   - [reflex](https://github.com/reflex-dev/reflex) – A framework for building reactive, full-stack web applications entirely with python .
+  - [robyn](https://github.com/sparckles/Robyn) - A high-performance async Python web framework with a Rust runtime.
+  - [starlette](https://github.com/Kludex/starlette) - A lightweight ASGI framework and toolkit for building high-performance async services.
   - [tornado](https://github.com/tornadoweb/tornado) - A web framework and asynchronous networking library.
 
 ## Web APIs
@@ -244,12 +247,13 @@ _Libraries for building RESTful and GraphQL APIs._
 - Pyramid
   - [cornice](https://github.com/Cornices/cornice) - A RESTful framework for Pyramid.
 - Framework Agnostic
+  - [connexion](https://github.com/spec-first/connexion) - A spec-first framework that automatically handles requests based on your OpenAPI specification.
   - [falcon](https://github.com/falconry/falcon) - A high-performance framework for building cloud APIs and web app backends.
   - [fastapi](https://github.com/tiangolo/fastapi) - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
-  - [graphene](https://github.com/graphql-python/graphene/) - GraphQL framework for Python.
   - [hug](https://github.com/hugapi/hug) - A Python 3 framework for cleanly exposing APIs.
   - [sandman2](https://github.com/jeffknupp/sandman2) - Automated REST APIs for existing database-driven systems.
   - [sanic](https://github.com/sanic-org/sanic) - A Python 3.6+ web server and web framework that's written to go fast.
+  - [strawberry](https://github.com/strawberry-graphql/strawberry) - A GraphQL library that leverages Python type annotations for schema definition.
   - [webargs](https://github.com/marshmallow-code/webargs) - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
 
 ## Web Servers
@@ -273,6 +277,7 @@ _Libraries for working with WebSocket._
 
 - [autobahn-python](https://github.com/crossbario/autobahn-python) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
 - [channels](https://github.com/django/channels) - Developer-friendly asynchrony for Django.
+- [flask-socketio](https://github.com/miguelgrinberg/Flask-SocketIO) - Socket.IO integration for Flask applications.
 - [websockets](https://github.com/aaugustin/websockets) - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
 
 ## Template Engines
@@ -370,6 +375,7 @@ _Libraries to automate web scraping and extract web content._
 - [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
 - [sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages.
 - [toapi](https://github.com/gaojiuli/toapi) - Every web site provides APIs.
+- [trafilatura](https://github.com/adbar/trafilatura) - A tool for gathering text and metadata from the web, with built-in content filtering.
 
 ## URL Manipulation
 
@@ -445,6 +451,7 @@ _Databases implemented in Python._
 _Libraries for caching data._
 
 - [beaker](https://github.com/bbangert/beaker) - A WSGI middleware for sessions and caching.
+- [cachetools](https://github.com/tkem/cachetools) - Extensible memoizing collections and decorators.
 - [django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - Automatic caching and invalidation for Django models.
 - [django-cacheops](https://github.com/Suor/django-cacheops) - A slick ORM cache with automatic granular event-driven invalidation.
 - [dogpile.cache](https://github.com/sqlalchemy/dogpile.cache) - dogpile.cache is a next generation replacement for Beaker made by the same authors.
@@ -482,6 +489,8 @@ _Libraries for data analysis._
 - [aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas) - Pandas on AWS.
 - [datasette](https://github.com/simonw/datasette) - An open source multi-tool for exploring and publishing data.
 - [desbordante](https://github.com/desbordante/desbordante-core/) - An open source data profiler for complex pattern discovery.
+- [ibis](https://github.com/ibis-project/ibis) - A portable Python dataframe library with a single API for 20+ backends.
+- [modin](https://github.com/modin-project/modin) - A drop-in pandas replacement that scales workflows by changing a single line of code.
 - [optimus](https://github.com/hi-primus/optimus) - Agile Data Science Workflows made easy with PySpark.
 - [pandas](https://github.com/pandas-dev/pandas) - A library providing high-performance, easy-to-use data structures and data analysis tools.
 - [pathway](https://github.com/pathwaycom/pathway) - Real-time data processing framework for Python with reactive dataflows.
@@ -498,6 +507,7 @@ _Libraries for validating data. Used for forms in many cases._
 - [cerberus](https://github.com/pyeve/cerberus) - A lightweight and extensible data validation library.
 - [colander](https://github.com/Pylons/colander) - Validating and deserializing data obtained via XML, JSON, an HTML form post.
 - [jsonschema](https://github.com/python-jsonschema/jsonschema) - An implementation of [JSON Schema](http://json-schema.org/) for Python.
+- [pandera](https://github.com/unionai-oss/pandera) - A data validation library for dataframes, with support for pandas, polars, and Spark.
 - [pydantic](https://github.com/pydantic/pydantic) - Data validation using Python type hints.
 - [schema](https://github.com/keleshev/schema) - A library for validating Python data structures.
 - [schematics](https://github.com/schematics/schematics) - Data Structure Validation.
@@ -751,8 +761,8 @@ _Software and libraries for DevOps._
 - Backup
   - [borg](https://github.com/borgbackup/borg) - A deduplicating archiver with compression and encryption.
 - Serverless
+  - [chalice](https://github.com/aws/chalice) - A Python serverless microframework for AWS.
   - [python-lambda](https://github.com/nficano/python-lambda) - A toolkit for developing and deploying Python code in AWS Lambda.
-  - [zappa](https://github.com/zappa/Zappa) - A tool for deploying WSGI applications on AWS Lambda and API Gateway.
 - Chaos Engineering
   - [chaostoolkit](https://github.com/chaostoolkit/chaostoolkit) - A Chaos Engineering toolkit & Orchestration for Developers.
 
@@ -824,6 +834,7 @@ _Tools and libraries for Virtual Networking and SDN (Software Defined Networking
 
 _RPC-compatible servers._
 
+- [grpcio](https://github.com/grpc/grpc) - HTTP/2-based RPC framework with Python bindings, built by Google.
 - [rpyc](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
 - [zerorpc](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
 
@@ -1091,6 +1102,7 @@ _Functional Programming with Python._
 
 _Libraries for asynchronous, concurrent and parallel execution. Also see [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)._
 
+- [anyio](https://github.com/agronholm/anyio) - A high-level async concurrency and networking framework that works on top of asyncio or trio.
 - [asyncio](https://docs.python.org/3/library/asyncio.html) - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.
   - [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)
 - [concurrent.futures](https://docs.python.org/3/library/concurrent.futures.html) - (Python standard library) A high-level interface for asynchronously executing callables.
@@ -1105,6 +1117,7 @@ _Libraries for asynchronous, concurrent and parallel execution. Also see [awesom
 _Libraries for working with dates and times._
 
 - [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
+- [dateparser](https://github.com/scrapinghub/dateparser) - A Python parser for human-readable dates in dozens of languages.
 - [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
 - [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
 - [zoneinfo](https://docs.python.org/3/library/zoneinfo.html) - (Python standard library) IANA time zone support. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
@@ -1160,6 +1173,7 @@ _Libraries for storing and parsing configuration options._
 - [dynaconf](https://github.com/dynaconf/dynaconf) - Dynaconf is a configuration manager with plugins for Django, Flask and FastAPI.
 - [hydra](https://github.com/facebookresearch/hydra) - Hydra is a framework for elegantly configuring complex applications.
 - [python-decouple](https://github.com/HBNetwork/python-decouple) - Strict separation of settings from code.
+- [python-dotenv](https://github.com/theskumar/python-dotenv) - Reads key-value pairs from a `.env` file and sets them as environment variables.
 
 **Security**
 
@@ -1174,6 +1188,7 @@ _Libraries for storing and parsing configuration options._
 _Frameworks and tools for penetration testing._
 
 - [fsociety](https://github.com/Manisso/fsociety) - A Penetration testing framework.
+- [mitmproxy](https://github.com/mitmproxy/mitmproxy) - An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.
 - [setoolkit](https://github.com/trustedsec/social-engineer-toolkit) - A toolkit for social engineering.
 - [sherlock](https://github.com/sherlock-project/sherlock) - Hunt down social media accounts by username across social networks.
 - [sqlmap](https://github.com/sqlmapproject/sqlmap) - Automatic SQL injection and database takeover tool.

From 1fa8847631d1732d962077cbdaa2be669457cf93 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 14:46:22 +0800
Subject: [PATCH 80/96] docs: remove unmaintained or low-quality entries across
 multiple categories

Removes 14 entries from Asset Management, Web Content Extracting, URL
Parsing, Search, Testing, Task Queues, Subprocesses, Network
Virtualization, Text / Slugify, HTML & XML, File Format Processing,
Audio, and Video sections.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 15 ---------------
 1 file changed, 15 deletions(-)

diff --git a/README.md b/README.md
index 27cc83a9f..8785e357a 100644
--- a/README.md
+++ b/README.md
@@ -295,7 +295,6 @@ _Tools for managing, compressing and minifying website assets._
 - [django-compressor](https://github.com/django-compressor/django-compressor) - Compresses linked and inline JavaScript or CSS into a single cached file.
 - [django-pipeline](https://github.com/jazzband/django-pipeline) - An asset packaging library for Django.
 - [django-storages](https://github.com/jschneier/django-storages) - A collection of custom storage back ends for Django.
-- [fanstatic](https://github.com/zopefoundation/fanstatic) - Packages, optimizes, and serves static file dependencies as Python packages.
 - [flask-assets](https://github.com/miracle2k/flask-assets) - Helps you integrate webassets into your Flask app.
 - [webassets](https://github.com/miracle2k/webassets) - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
 
@@ -366,7 +365,6 @@ _Libraries to automate web scraping and extract web content._
 - [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
 - [grab](https://github.com/lorien/grab) - Site scraping framework.
 - [html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text.
-- [lassie](https://github.com/michaelhelmick/lassie) - Web Content Retrieval for Humans.
 - [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
 - [micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs.
 - [newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python.
@@ -382,7 +380,6 @@ _Libraries to automate web scraping and extract web content._
 _Libraries for parsing URLs._
 
 - [furl](https://github.com/gruns/furl) - A small Python library that makes parsing and manipulating URLs easy.
-- [purl](https://github.com/codeinthehole/purl) - A simple, immutable URL class with a clean API for interrogation and manipulation.
 
 ## Email
 
@@ -467,7 +464,6 @@ _Libraries and software for indexing and performing search queries on data._
 - [elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch.
 - [elasticsearch-py](https://github.com/elastic/elasticsearch-py) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
 - [pysolr](https://github.com/django-haystack/pysolr) - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/).
-- [whoosh](https://github.com/mchaput/whoosh) - A fast, pure Python search engine library.
 
 ## Serialization
 
@@ -666,7 +662,6 @@ _Libraries for testing codebases and generating test data._
 - Mock
   - [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
   - [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
-  - [httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+.
   - [httpretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
   - [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
   - [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support.
@@ -789,7 +784,6 @@ _Libraries for working with task queues._
   - [flower](https://github.com/mher/flower) - Real-time monitor and web admin for Celery.
 - [dramatiq](https://github.com/Bogdanp/dramatiq) - A fast and reliable background task processing library for Python 3.
 - [huey](https://github.com/coleifer/huey) - Little multi-threaded task queue.
-- [mrq](https://github.com/pricingassistant/mrq) - A distributed worker task queue in Python using Redis & gevent.
 - [rq](https://github.com/rq/rq) - Simple job queues for Python.
 
 ## Job Schedulers
@@ -818,7 +812,6 @@ _Libraries for generating and working with logs._
 _Libraries for starting and communicating with OS processes._
 
 - [delegator.py](https://github.com/amitt001/delegator.py) - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0.
-- [sarge](https://github.com/vsajip/sarge) - Yet another wrapper for subprocess.
 - [sh](https://github.com/amoffat/sh) - A full-fledged subprocess replacement for Python.
 
 ## Network Virtualization
@@ -827,7 +820,6 @@ _Tools and libraries for Virtual Networking and SDN (Software Defined Networking
 
 - [mininet](https://github.com/mininet/mininet) - A popular network emulator and API written in Python.
 - [napalm](https://github.com/napalm-automation/napalm) - Cross-vendor API to manipulate network devices.
-- [pox](https://github.com/noxrepo/pox) - A Python-based SDN control applications, such as OpenFlow SDN controllers.
 - [scapy](https://github.com/secdev/scapy) - A brilliant packet manipulation library.
 
 ## RPC Servers
@@ -925,9 +917,7 @@ _Libraries for parsing and manipulating plain texts._
   - [textdistance](https://github.com/orsinium/textdistance) - Compute distance between sequences with 30+ algorithms.
   - [unidecode](https://github.com/avian2/unidecode) - ASCII transliterations of Unicode text.
 - Slugify
-  - [awesome-slugify](https://github.com/dimka665/awesome-slugify) - A Python slugify library that can preserve unicode.
   - [python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII.
-  - [unicode-slugify](https://github.com/mozilla/unicode-slugify) - A slugifier that generates unicode slugs with Django as a dependency.
 - Unique identifiers
   - [hashids](https://github.com/davidaurelio/hashids-python) - Implementation of [hashids](http://hashids.org) in Python.
   - [shortuuid](https://github.com/skorokithakis/shortuuid) - A generator library for concise, unambiguous and URL-safe UUIDs.
@@ -951,7 +941,6 @@ _Libraries for working with HTML and XML._
 - [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
 - [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML.
 - [untangle](https://github.com/stchris/untangle) - Converts XML documents to Python objects for easy access.
-- [xmldataset](https://github.com/spurin/xmldataset) - Simple XML Parsing.
 - [xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON.
 
 ## File Format Processing
@@ -990,8 +979,6 @@ _Libraries for parsing and manipulating specific text formats._
   - [tomllib](https://docs.python.org/3/library/tomllib.html) - (Python standard library) Parse TOML files.
 - CSV
   - [csvkit](https://github.com/wireservice/csvkit) - Utilities for converting to and working with CSV.
-- Archive
-  - [unp](https://github.com/mitsuhiko/unp) - A command line tool that can unpack archives easily.
 
 ## File Manipulation
 
@@ -1032,7 +1019,6 @@ _Libraries for manipulating audio and its metadata._
   - [kapre](https://github.com/keunwoochoi/kapre) - Keras Audio Preprocessors.
   - [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
   - [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
-  - [mingus](https://github.com/bspaans/python-mingus) - An advanced music theory and notation package with MIDI file and playback support.
   - [pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
   - [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
   - [TimeSide](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
@@ -1047,7 +1033,6 @@ _Libraries for manipulating audio and its metadata._
 _Libraries for manipulating video and GIFs._
 
 - [moviepy](https://github.com/Zulko/moviepy) - A module for script-based movie editing with many formats, including animated GIFs.
-- [scikit-video](https://github.com/aizvorski/scikit-video) - Video processing routines for SciPy.
 - [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
 
 ## Game Development

From 0c4d411ae8408f65686210730ef4fe30b0f716eb Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 14:52:23 +0800
Subject: [PATCH 81/96] refactor: consolidate thin subcategories and split Data
 Analysis by domain

- Merge URL Manipulation (single entry) into HTTP Clients
- Move python-slugify into General Text Processing, removing the one-entry Slugify subcategory
- Consolidate YAML, TOML, and CSV subcategories into a single Data Formats group
- Split Data Analysis into General and Financial Data subcategories to improve discoverability

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 45 +++++++++++++++++++--------------------------
 1 file changed, 19 insertions(+), 26 deletions(-)

diff --git a/README.md b/README.md
index 8785e357a..a305fad49 100644
--- a/README.md
+++ b/README.md
@@ -32,7 +32,6 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 
 - [HTTP Clients](#http-clients)
 - [Web Scraping](#web-scraping)
-- [URL Manipulation](#url-manipulation)
 - [Email](#email)
 
 **Database & Storage**
@@ -351,6 +350,7 @@ _Static site generator is a software that takes some text + templates as input a
 _Libraries for working with HTTP._
 
 - [aiohttp](https://github.com/aio-libs/aiohttp) - Asynchronous HTTP client/server framework for asyncio and Python.
+- [furl](https://github.com/gruns/furl) - A small Python library that makes parsing and manipulating URLs easy.
 - [httpx](https://github.com/encode/httpx) - A next generation HTTP client for Python.
 - [requests](https://github.com/psf/requests) - HTTP Requests for Humans.
 - [treq](https://github.com/twisted/treq) - Python requests like API built on top of Twisted's HTTP client.
@@ -375,12 +375,6 @@ _Libraries to automate web scraping and extract web content._
 - [toapi](https://github.com/gaojiuli/toapi) - Every web site provides APIs.
 - [trafilatura](https://github.com/adbar/trafilatura) - A tool for gathering text and metadata from the web, with built-in content filtering.
 
-## URL Manipulation
-
-_Libraries for parsing URLs._
-
-- [furl](https://github.com/gruns/furl) - A small Python library that makes parsing and manipulating URLs easy.
-
 ## Email
 
 _Libraries for sending and parsing email._
@@ -482,19 +476,21 @@ _Libraries for serializing complex data types._
 
 _Libraries for data analysis._
 
-- [aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas) - Pandas on AWS.
-- [datasette](https://github.com/simonw/datasette) - An open source multi-tool for exploring and publishing data.
-- [desbordante](https://github.com/desbordante/desbordante-core/) - An open source data profiler for complex pattern discovery.
-- [ibis](https://github.com/ibis-project/ibis) - A portable Python dataframe library with a single API for 20+ backends.
-- [modin](https://github.com/modin-project/modin) - A drop-in pandas replacement that scales workflows by changing a single line of code.
-- [optimus](https://github.com/hi-primus/optimus) - Agile Data Science Workflows made easy with PySpark.
-- [pandas](https://github.com/pandas-dev/pandas) - A library providing high-performance, easy-to-use data structures and data analysis tools.
-- [pathway](https://github.com/pathwaycom/pathway) - Real-time data processing framework for Python with reactive dataflows.
-- [akshare](https://github.com/jindaxiang/akshare) - A financial data interface library, built for human beings!
-- [edgartools](https://github.com/dgunning/edgartools) - Library for downloading structured data from SEC EDGAR filings and XBRL financial statements.
-- [openbb](https://github.com/OpenBB-finance/OpenBB) - A financial data platform for analysts, quants and AI agents.
-- [polars](https://github.com/pola-rs/polars) - A fast DataFrame library implemented in Rust with a Python API.
-- [yfinance](https://github.com/ranaroussi/yfinance) - Easy Pythonic way to download market and financial data from Yahoo Finance.
+- General
+  - [aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas) - Pandas on AWS.
+  - [datasette](https://github.com/simonw/datasette) - An open source multi-tool for exploring and publishing data.
+  - [desbordante](https://github.com/desbordante/desbordante-core/) - An open source data profiler for complex pattern discovery.
+  - [ibis](https://github.com/ibis-project/ibis) - A portable Python dataframe library with a single API for 20+ backends.
+  - [modin](https://github.com/modin-project/modin) - A drop-in pandas replacement that scales workflows by changing a single line of code.
+  - [optimus](https://github.com/hi-primus/optimus) - Agile Data Science Workflows made easy with PySpark.
+  - [pandas](https://github.com/pandas-dev/pandas) - A library providing high-performance, easy-to-use data structures and data analysis tools.
+  - [pathway](https://github.com/pathwaycom/pathway) - Real-time data processing framework for Python with reactive dataflows.
+  - [polars](https://github.com/pola-rs/polars) - A fast DataFrame library implemented in Rust with a Python API.
+- Financial Data
+  - [akshare](https://github.com/jindaxiang/akshare) - A financial data interface library, built for human beings!
+  - [edgartools](https://github.com/dgunning/edgartools) - Library for downloading structured data from SEC EDGAR filings and XBRL financial statements.
+  - [openbb](https://github.com/OpenBB-finance/OpenBB) - A financial data platform for analysts, quants and AI agents.
+  - [yfinance](https://github.com/ranaroussi/yfinance) - Easy Pythonic way to download market and financial data from Yahoo Finance.
 
 ## Data Validation
 
@@ -914,10 +910,9 @@ _Libraries for parsing and manipulating plain texts._
   - [pangu.py](https://github.com/vinta/pangu.py) - Paranoid text spacing.
   - [pyfiglet](https://github.com/pwaller/pyfiglet) - An implementation of figlet written in Python.
   - [pypinyin](https://github.com/mozillazg/python-pinyin) - Convert Chinese hanzi (漢字) to pinyin (拼音).
+  - [python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII.
   - [textdistance](https://github.com/orsinium/textdistance) - Compute distance between sequences with 30+ algorithms.
   - [unidecode](https://github.com/avian2/unidecode) - ASCII transliterations of Unicode text.
-- Slugify
-  - [python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII.
 - Unique identifiers
   - [hashids](https://github.com/davidaurelio/hashids-python) - Implementation of [hashids](http://hashids.org) in Python.
   - [shortuuid](https://github.com/skorokithakis/shortuuid) - A generator library for concise, unambiguous and URL-safe UUIDs.
@@ -973,12 +968,10 @@ _Libraries for parsing and manipulating specific text formats._
   - [markdown](https://github.com/waylan/Python-Markdown) - A Python implementation of John Gruber’s Markdown.
   - [markitdown](https://github.com/microsoft/markitdown) - Python tool for converting files and office documents to Markdown.
   - [mistune](https://github.com/lepture/mistune) - Fastest and full featured pure Python parsers of Markdown.
-- YAML
+- Data Formats
+  - [csvkit](https://github.com/wireservice/csvkit) - Utilities for converting to and working with CSV.
   - [pyyaml](https://github.com/yaml/pyyaml) - YAML implementations for Python.
-- TOML
   - [tomllib](https://docs.python.org/3/library/tomllib.html) - (Python standard library) Parse TOML files.
-- CSV
-  - [csvkit](https://github.com/wireservice/csvkit) - Utilities for converting to and working with CSV.
 
 ## File Manipulation
 

From 61e6f442dc8550c765b64e935822758838e81c21 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 14:58:05 +0800
Subject: [PATCH 82/96] refactor: merge and reorganize sections for better
 discoverability

- Web Scraping: split into Frameworks and Content Extraction subcategories
- DevOps: rename SSH-style Deployment to Deployment (absorbs Serverless),
  merge Process Management into Monitoring as Monitoring and Processes,
  collapse Backup/Chaos Engineering/Git Hooks into Other
- Fold standalone Processes section into DevOps > Monitoring and Processes
- Merge Audio Processing and Video Processing into Audio & Video Processing
- Remove Processes from ToC; update Audio/Video ToC entry

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 75 +++++++++++++++++++++++--------------------------------
 1 file changed, 31 insertions(+), 44 deletions(-)

diff --git a/README.md b/README.md
index a305fad49..0611c92e4 100644
--- a/README.md
+++ b/README.md
@@ -70,7 +70,6 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 - [Task Queues](#task-queues)
 - [Job Schedulers](#job-schedulers)
 - [Logging](#logging)
-- [Processes](#processes)
 - [Network Virtualization](#network-virtualization)
 - [RPC Servers](#rpc-servers)
 
@@ -90,8 +89,7 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 **Media**
 
 - [Image Processing](#image-processing)
-- [Audio Processing](#audio-processing)
-- [Video Processing](#video-processing)
+- [Audio & Video Processing](#audio--video-processing)
 - [Game Development](#game-development)
 
 **Python Language**
@@ -360,20 +358,22 @@ _Libraries for working with HTTP._
 
 _Libraries to automate web scraping and extract web content._
 
-- [browser-use](https://github.com/browser-use/browser-use) - Make websites accessible for AI agents with easy browser automation.
-- [crawl4ai](https://github.com/unclecode/crawl4ai) - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents.
-- [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
-- [grab](https://github.com/lorien/grab) - Site scraping framework.
-- [html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text.
-- [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
-- [micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs.
-- [newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python.
-- [python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool.
-- [requests-html](https://github.com/psf/requests-html) - Pythonic HTML Parsing for Humans.
-- [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
-- [sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages.
-- [toapi](https://github.com/gaojiuli/toapi) - Every web site provides APIs.
-- [trafilatura](https://github.com/adbar/trafilatura) - A tool for gathering text and metadata from the web, with built-in content filtering.
+- Frameworks
+  - [browser-use](https://github.com/browser-use/browser-use) - Make websites accessible for AI agents with easy browser automation.
+  - [crawl4ai](https://github.com/unclecode/crawl4ai) - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents.
+  - [grab](https://github.com/lorien/grab) - Site scraping framework.
+  - [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
+  - [requests-html](https://github.com/psf/requests-html) - Pythonic HTML Parsing for Humans.
+  - [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
+  - [toapi](https://github.com/gaojiuli/toapi) - Every web site provides APIs.
+- Content Extraction
+  - [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
+  - [html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text.
+  - [micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs.
+  - [newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python.
+  - [python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool.
+  - [sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages.
+  - [trafilatura](https://github.com/adbar/trafilatura) - A tool for gathering text and metadata from the web, with built-in content filtering.
 
 ## Email
 
@@ -740,22 +740,20 @@ _Software and libraries for DevOps._
   - [openstack](https://www.openstack.org/) - Open source software for building private and public clouds.
   - [pyinfra](https://github.com/pyinfra-dev/pyinfra) - A versatile CLI tools and python libraries to automate infrastructure.
   - [saltstack](https://github.com/saltstack/salt) - Infrastructure automation and management system.
-- SSH-style Deployment
+- Deployment
+  - [chalice](https://github.com/aws/chalice) - A Python serverless microframework for AWS.
   - [fabric](https://github.com/fabric/fabric) - A simple, Pythonic tool for remote execution and deployment.
-- Process Management
-  - [supervisor](https://github.com/Supervisor/supervisor) - Supervisor process control system for UNIX.
-- Monitoring
+  - [python-lambda](https://github.com/nficano/python-lambda) - A toolkit for developing and deploying Python code in AWS Lambda.
+- Monitoring and Processes
+  - [delegator.py](https://github.com/amitt001/delegator.py) - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0.
   - [psutil](https://github.com/giampaolo/psutil) - A cross-platform process and system utilities module.
   - [sentry-python](https://github.com/getsentry/sentry-python) - Sentry SDK for Python.
-- Git Hooks
-  - [pre-commit](https://github.com/pre-commit/pre-commit) - A framework for managing and maintaining multi-language pre-commit hooks.
-- Backup
+  - [sh](https://github.com/amoffat/sh) - A full-fledged subprocess replacement for Python.
+  - [supervisor](https://github.com/Supervisor/supervisor) - Supervisor process control system for UNIX.
+- Other
   - [borg](https://github.com/borgbackup/borg) - A deduplicating archiver with compression and encryption.
-- Serverless
-  - [chalice](https://github.com/aws/chalice) - A Python serverless microframework for AWS.
-  - [python-lambda](https://github.com/nficano/python-lambda) - A toolkit for developing and deploying Python code in AWS Lambda.
-- Chaos Engineering
   - [chaostoolkit](https://github.com/chaostoolkit/chaostoolkit) - A Chaos Engineering toolkit & Orchestration for Developers.
+  - [pre-commit](https://github.com/pre-commit/pre-commit) - A framework for managing and maintaining multi-language pre-commit hooks.
 
 ## Distributed Computing
 
@@ -803,13 +801,6 @@ _Libraries for generating and working with logs._
 - [loguru](https://github.com/Delgan/loguru) - Library which aims to bring enjoyable logging in Python.
 - [structlog](https://github.com/hynek/structlog) - Structured logging made easy.
 
-## Processes
-
-_Libraries for starting and communicating with OS processes._
-
-- [delegator.py](https://github.com/amitt001/delegator.py) - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0.
-- [sh](https://github.com/amoffat/sh) - A full-fledged subprocess replacement for Python.
-
 ## Network Virtualization
 
 _Tools and libraries for Virtual Networking and SDN (Software Defined Networking)._
@@ -1000,9 +991,9 @@ _Libraries for manipulating images._
 - [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
 - [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
 
-## Audio Processing
+## Audio & Video Processing
 
-_Libraries for manipulating audio and its metadata._
+_Libraries for manipulating audio, video, and their metadata._
 
 - Audio
   - [audioflux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
@@ -1015,19 +1006,15 @@ _Libraries for manipulating audio and its metadata._
   - [pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
   - [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
   - [TimeSide](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
+- Video
+  - [moviepy](https://github.com/Zulko/moviepy) - A module for script-based movie editing with many formats, including animated GIFs.
+  - [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
 - Metadata
   - [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
   - [eyed3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
   - [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
   - [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
 
-## Video Processing
-
-_Libraries for manipulating video and GIFs._
-
-- [moviepy](https://github.com/Zulko/moviepy) - A module for script-based movie editing with many formats, including animated GIFs.
-- [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
-
 ## Game Development
 
 _Awesome game development libraries._

From f52c85a151edbb4dce06a52557ccf0fd08174bc6 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 15:04:54 +0800
Subject: [PATCH 83/96] docs: remove unmaintained or superseded entries across
 multiple sections

Drops entries that are abandoned, redundant, or no longer meet quality bar:
- NLP: pattern (unmaintained since 2018)
- Computer Vision: tesserocr (superseded by pytesseract)
- Recommender Systems: spotlight (archived, no longer maintained)
- API: flask-api (deprecated in favour of flask-restful), hug (archived)
- Caching: beaker (unmaintained, WSGI-era legacy)
- File Formats: textract (unmaintained, fragile system deps)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/README.md b/README.md
index 0611c92e4..44b68f9d6 100644
--- a/README.md
+++ b/README.md
@@ -174,7 +174,6 @@ _Libraries for working with human languages._
   - [gensim](https://github.com/RaRe-Technologies/gensim) - Topic Modeling for Humans.
   - [langid.py](https://github.com/saffsd/langid.py) - Stand-alone language identification system.
   - [nltk](https://github.com/nltk/nltk) - A leading platform for building Python programs to work with human language data.
-  - [pattern](https://github.com/clips/pattern) - A web mining module.
   - [polyglot](https://github.com/aboSamoor/polyglot) - Natural language pipeline supporting hundreds of languages.
   - [spacy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
   - [stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
@@ -192,7 +191,6 @@ _Libraries for Computer Vision._
 - [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
 - [opencv](https://github.com/opencv/opencv-python) - Open Source Computer Vision Library.
 - [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
-- [tesserocr](https://github.com/sirfz/tesserocr) - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR.
 
 ## Recommender Systems
 
@@ -202,7 +200,6 @@ _Libraries for building recommender systems._
 - [implicit](https://github.com/benfred/implicit) - A fast Python implementation of collaborative filtering for implicit datasets.
 - [lightfm](https://github.com/lyst/lightfm) - A Python implementation of a number of popular recommendation algorithms.
 - [scikit-surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
-- [spotlight](https://github.com/maciejkula/spotlight) - Deep recommender models using PyTorch.
 
 **Web**
 
@@ -239,7 +236,6 @@ _Libraries for building RESTful and GraphQL APIs._
   - [strawberry-django](https://github.com/strawberry-graphql/strawberry-django) - Strawberry GraphQL integration with Django.
 - Flask
   - [eve](https://github.com/pyeve/eve) - REST API framework powered by Flask, MongoDB and good intentions.
-  - [flask-api](https://github.com/flask-api/flask-api) - Browsable Web APIs for Flask.
   - [flask-restful](https://github.com/flask-restful/flask-restful) - Quickly building REST APIs for Flask.
 - Pyramid
   - [cornice](https://github.com/Cornices/cornice) - A RESTful framework for Pyramid.
@@ -247,7 +243,6 @@ _Libraries for building RESTful and GraphQL APIs._
   - [connexion](https://github.com/spec-first/connexion) - A spec-first framework that automatically handles requests based on your OpenAPI specification.
   - [falcon](https://github.com/falconry/falcon) - A high-performance framework for building cloud APIs and web app backends.
   - [fastapi](https://github.com/tiangolo/fastapi) - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
-  - [hug](https://github.com/hugapi/hug) - A Python 3 framework for cleanly exposing APIs.
   - [sandman2](https://github.com/jeffknupp/sandman2) - Automated REST APIs for existing database-driven systems.
   - [sanic](https://github.com/sanic-org/sanic) - A Python 3.6+ web server and web framework that's written to go fast.
   - [strawberry](https://github.com/strawberry-graphql/strawberry) - A GraphQL library that leverages Python type annotations for schema definition.
@@ -441,7 +436,6 @@ _Databases implemented in Python._
 
 _Libraries for caching data._
 
-- [beaker](https://github.com/bbangert/beaker) - A WSGI middleware for sessions and caching.
 - [cachetools](https://github.com/tkem/cachetools) - Extensible memoizing collections and decorators.
 - [django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - Automatic caching and invalidation for Django models.
 - [django-cacheops](https://github.com/Suor/django-cacheops) - A slick ORM cache with automatic granular event-driven invalidation.
@@ -938,7 +932,6 @@ _Libraries for parsing and manipulating specific text formats._
   - [kreuzberg](https://github.com/kreuzberg-dev/kreuzberg) - High-performance document extraction library with a Rust core, supporting 62+ formats including PDF, Office, images with OCR, HTML, email, and archives.
   - [pyelftools](https://github.com/eliben/pyelftools) - Parsing and analyzing ELF files and DWARF debugging information.
   - [tablib](https://github.com/jazzband/tablib) - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
-  - [textract](https://github.com/deanmalmgren/textract) - Extract text from any document, Word, PowerPoint, PDFs, etc.
 - Office
   - [docxtpl](https://github.com/elapouya/python-docx-template) - Editing a docx document by jinja2 template
   - [openpyxl](https://openpyxl.readthedocs.io/en/stable/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.

From 96d44fcf25d37f92ba77e801c844b494afe80dd6 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 15:07:52 +0800
Subject: [PATCH 84/96] docs: remove low-quality entries and consolidate
 cytoolz into toolz

Remove makesite, pysimdjson, python-rapidjson, python-ds, buildout,
Levenshtein, and arrow as standalone entries due to low quality or
maintenance concerns. Fold cytoolz reference into the toolz entry to
reduce duplication while preserving discoverability.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 10 +---------
 1 file changed, 1 insertion(+), 9 deletions(-)

diff --git a/README.md b/README.md
index 44b68f9d6..c28a436b7 100644
--- a/README.md
+++ b/README.md
@@ -332,7 +332,6 @@ _Content Management Systems._
 _Static site generator is a software that takes some text + templates as input and produces HTML files on the output._
 
 - [lektor](https://github.com/lektor/lektor) - An easy to use static CMS and blog engine.
-- [makesite](https://github.com/sunainapai/makesite) - Simple, lightweight, and magic-free static site/blog generator (< 130 lines).
 - [nikola](https://github.com/getnikola/nikola) - A static website and blog generator.
 - [pelican](https://github.com/getpelican/pelican) - Static site generator that supports Markdown and reST syntax.
 
@@ -460,8 +459,6 @@ _Libraries for serializing complex data types._
 - [marshmallow](https://github.com/marshmallow-code/marshmallow) - A lightweight library for converting complex objects to and from simple Python datatypes.
 - [msgpack](https://github.com/msgpack/msgpack-python) - MessagePack serializer implementation for Python.
 - [orjson](https://github.com/ijl/orjson) - Fast, correct JSON library.
-- [pysimdjson](https://github.com/TkTech/pysimdjson) - A Python bindings for [simdjson](https://github.com/lemire/simdjson).
-- [python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson).
 - [ultrajson](https://github.com/esnme/ultrajson) - A fast JSON decoder and encoder written in C with Python bindings.
 
 **Data & Science**
@@ -579,7 +576,6 @@ _Python implementation of data structures, algorithms and design patterns. Also
 
 - Algorithms
   - [algorithms](https://github.com/keon/algorithms) - Minimal examples of data structures and algorithms.
-  - [python-ds](https://github.com/prabhupant/python-ds) - A collection of data structure and algorithms for coding interviews.
   - [sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - Fast and pure-Python implementation of sorted collections.
   - [thealgorithms](https://github.com/TheAlgorithms/Python) - All Algorithms implemented in Python.
 - Design Patterns
@@ -691,7 +687,6 @@ _Libraries for debugging code._
 _Compile software from source code._
 
 - [bitbake](https://github.com/openembedded/bitbake) - A make-like build tool for embedded Linux.
-- [buildout](https://github.com/buildout/buildout) - A build system for creating, assembling and deploying applications from multiple parts.
 - [invoke](https://github.com/pyinvoke/invoke) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
 - [platformio](https://github.com/platformio/platformio-core) - A console tool to build code with different development platforms.
 - [pybuilder](https://github.com/pybuilder/pybuilder) - A continuous build tool written in pure Python.
@@ -891,7 +886,6 @@ _Libraries for parsing and manipulating plain texts._
   - [chardet](https://github.com/chardet/chardet) - Python 2/3 compatible character encoding detector.
   - [difflib](https://docs.python.org/3/library/difflib.html) - (Python standard library) Helpers for computing deltas.
   - [ftfy](https://github.com/LuminosoInsight/python-ftfy) - Makes Unicode text less broken and more consistent automagically.
-  - [Levenshtein](https://github.com/ztane/python-Levenshtein/) - Fast computation of Levenshtein distance and string similarity.
   - [pangu.py](https://github.com/vinta/pangu.py) - Paranoid text spacing.
   - [pyfiglet](https://github.com/pwaller/pyfiglet) - An implementation of figlet written in Python.
   - [pypinyin](https://github.com/mozillazg/python-pinyin) - Convert Chinese hanzi (漢字) to pinyin (拼音).
@@ -1049,12 +1043,11 @@ _Libraries for enhancing Python built-in classes._
 _Functional Programming with Python._
 
 - [coconut](https://github.com/evhub/coconut) - A variant of Python built for simple, elegant, Pythonic functional programming.
-- [cytoolz](https://github.com/pytoolz/cytoolz/) - Cython implementation of `Toolz`: High performance functional utilities.
 - [functools](https://docs.python.org/3/library/functools.html) - (Python standard library) Higher-order functions and operations on callable objects.
 - [funcy](https://github.com/Suor/funcy) - A fancy and practical functional tools.
 - [more-itertools](https://github.com/erikrose/more-itertools) - More routines for operating on iterables, beyond `itertools`.
 - [returns](https://github.com/dry-python/returns) - A set of type-safe monads, transformers, and composition utilities.
-- [toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries.
+- [toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries. Also available as [cytoolz](https://github.com/pytoolz/cytoolz/) for Cython-accelerated performance.
 
 ## Asynchronous Programming
 
@@ -1074,7 +1067,6 @@ _Libraries for asynchronous, concurrent and parallel execution. Also see [awesom
 
 _Libraries for working with dates and times._
 
-- [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
 - [dateparser](https://github.com/scrapinghub/dateparser) - A Python parser for human-readable dates in dozens of languages.
 - [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
 - [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.

From 55e922e594fd25206751cd86e5a69c1e22bcfb5b Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 15:13:32 +0800
Subject: [PATCH 85/96] docs: remove unmaintained or low-quality entries across
 multiple categories

Removed entries that no longer meet quality or maintenance standards:
- NLP: langid.py (unmaintained)
- Web Scraping: requests-html, toapi (unmaintained)
- Search: elasticsearch-dsl-py (redundant alongside elasticsearch-py)
- DevOps: python-lambda, delegator.py (unmaintained)
- HTML/XML: untangle (unmaintained)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/README.md b/README.md
index c28a436b7..22c2a1888 100644
--- a/README.md
+++ b/README.md
@@ -172,7 +172,6 @@ _Libraries for working with human languages._
 
 - General
   - [gensim](https://github.com/RaRe-Technologies/gensim) - Topic Modeling for Humans.
-  - [langid.py](https://github.com/saffsd/langid.py) - Stand-alone language identification system.
   - [nltk](https://github.com/nltk/nltk) - A leading platform for building Python programs to work with human language data.
   - [polyglot](https://github.com/aboSamoor/polyglot) - Natural language pipeline supporting hundreds of languages.
   - [spacy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
@@ -357,9 +356,7 @@ _Libraries to automate web scraping and extract web content._
   - [crawl4ai](https://github.com/unclecode/crawl4ai) - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents.
   - [grab](https://github.com/lorien/grab) - Site scraping framework.
   - [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
-  - [requests-html](https://github.com/psf/requests-html) - Pythonic HTML Parsing for Humans.
   - [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
-  - [toapi](https://github.com/gaojiuli/toapi) - Every web site provides APIs.
 - Content Extraction
   - [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
   - [html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text.
@@ -448,7 +445,6 @@ _Libraries for caching data._
 _Libraries and software for indexing and performing search queries on data._
 
 - [django-haystack](https://github.com/django-haystack/django-haystack) - Modular search for Django.
-- [elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch.
 - [elasticsearch-py](https://github.com/elastic/elasticsearch-py) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
 - [pysolr](https://github.com/django-haystack/pysolr) - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/).
 
@@ -732,9 +728,7 @@ _Software and libraries for DevOps._
 - Deployment
   - [chalice](https://github.com/aws/chalice) - A Python serverless microframework for AWS.
   - [fabric](https://github.com/fabric/fabric) - A simple, Pythonic tool for remote execution and deployment.
-  - [python-lambda](https://github.com/nficano/python-lambda) - A toolkit for developing and deploying Python code in AWS Lambda.
 - Monitoring and Processes
-  - [delegator.py](https://github.com/amitt001/delegator.py) - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0.
   - [psutil](https://github.com/giampaolo/psutil) - A cross-platform process and system utilities module.
   - [sentry-python](https://github.com/getsentry/sentry-python) - Sentry SDK for Python.
   - [sh](https://github.com/amoffat/sh) - A full-fledged subprocess replacement for Python.
@@ -914,7 +908,6 @@ _Libraries for working with HTML and XML._
 - [lxml](https://github.com/lxml/lxml) - A very fast, easy-to-use and versatile library for handling HTML and XML.
 - [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
 - [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML.
-- [untangle](https://github.com/stchris/untangle) - Converts XML documents to Python objects for easy access.
 - [xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON.
 
 ## File Format Processing

From 1d09426061de11e5700b1d94128f82acfb250d3a Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 15:20:01 +0800
Subject: [PATCH 86/96] docs: remove unmaintained entries and add modern
 alternatives

- Web APIs: add django-ninja and apiflask, remove django-tastypie, flask-restful, and sandman2
- Web Scraping: remove grab and newspaper (unmaintained)
- Data Validation: remove colander and schematics (low activity)
- Testing: remove nose2 (superseded by pytest)
- Profiler: replace vprof with scalene (actively maintained, more capable)
- Package Management: remove mamba (redundant with conda)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 13 +++----------
 1 file changed, 3 insertions(+), 10 deletions(-)

diff --git a/README.md b/README.md
index 22c2a1888..08744548e 100644
--- a/README.md
+++ b/README.md
@@ -230,19 +230,18 @@ _Traditional full stack web frameworks. Also see [Web APIs](#web-apis)._
 _Libraries for building RESTful and GraphQL APIs._
 
 - Django
+  - [django-ninja](https://github.com/vitalik/django-ninja) - Fast, Django REST framework based on type hints and Pydantic.
   - [django-rest-framework](https://github.com/encode/django-rest-framework) - A powerful and flexible toolkit to build web APIs.
-  - [django-tastypie](https://github.com/django-tastypie/django-tastypie) - Creating delicious APIs for Django apps.
   - [strawberry-django](https://github.com/strawberry-graphql/strawberry-django) - Strawberry GraphQL integration with Django.
 - Flask
+  - [apiflask](https://github.com/apiflask/apiflask) - A lightweight Python web API framework based on Flask and Marshmallow.
   - [eve](https://github.com/pyeve/eve) - REST API framework powered by Flask, MongoDB and good intentions.
-  - [flask-restful](https://github.com/flask-restful/flask-restful) - Quickly building REST APIs for Flask.
 - Pyramid
   - [cornice](https://github.com/Cornices/cornice) - A RESTful framework for Pyramid.
 - Framework Agnostic
   - [connexion](https://github.com/spec-first/connexion) - A spec-first framework that automatically handles requests based on your OpenAPI specification.
   - [falcon](https://github.com/falconry/falcon) - A high-performance framework for building cloud APIs and web app backends.
   - [fastapi](https://github.com/tiangolo/fastapi) - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
-  - [sandman2](https://github.com/jeffknupp/sandman2) - Automated REST APIs for existing database-driven systems.
   - [sanic](https://github.com/sanic-org/sanic) - A Python 3.6+ web server and web framework that's written to go fast.
   - [strawberry](https://github.com/strawberry-graphql/strawberry) - A GraphQL library that leverages Python type annotations for schema definition.
   - [webargs](https://github.com/marshmallow-code/webargs) - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
@@ -354,14 +353,12 @@ _Libraries to automate web scraping and extract web content._
 - Frameworks
   - [browser-use](https://github.com/browser-use/browser-use) - Make websites accessible for AI agents with easy browser automation.
   - [crawl4ai](https://github.com/unclecode/crawl4ai) - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents.
-  - [grab](https://github.com/lorien/grab) - Site scraping framework.
   - [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
   - [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
 - Content Extraction
   - [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
   - [html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text.
   - [micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs.
-  - [newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python.
   - [python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool.
   - [sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages.
   - [trafilatura](https://github.com/adbar/trafilatura) - A tool for gathering text and metadata from the web, with built-in content filtering.
@@ -484,12 +481,10 @@ _Libraries for data analysis._
 _Libraries for validating data. Used for forms in many cases._
 
 - [cerberus](https://github.com/pyeve/cerberus) - A lightweight and extensible data validation library.
-- [colander](https://github.com/Pylons/colander) - Validating and deserializing data obtained via XML, JSON, an HTML form post.
 - [jsonschema](https://github.com/python-jsonschema/jsonschema) - An implementation of [JSON Schema](http://json-schema.org/) for Python.
 - [pandera](https://github.com/unionai-oss/pandera) - A data validation library for dataframes, with support for pandas, polars, and Spark.
 - [pydantic](https://github.com/pydantic/pydantic) - Data validation using Python type hints.
 - [schema](https://github.com/keleshev/schema) - A library for validating Python data structures.
-- [schematics](https://github.com/schematics/schematics) - Data Structure Validation.
 - [voluptuous](https://github.com/alecthomas/voluptuous) - A Python data validation library.
 
 ## Data Visualization
@@ -625,7 +620,6 @@ _Libraries for testing codebases and generating test data._
 
 - Testing Frameworks
   - [hypothesis](https://github.com/HypothesisWorks/hypothesis) - Hypothesis is an advanced Quickcheck style property based testing library.
-  - [nose2](https://github.com/nose-devs/nose2) - The successor to `nose`, based on `unittest2`.
   - [pytest](https://github.com/pytest-dev/pytest) - A mature full-featured Python testing tool.
   - [robotframework](https://github.com/robotframework/robotframework) - A generic test automation framework.
   - [scanapi](https://github.com/scanapi/scanapi) - Automated Testing and Documentation for your REST API.
@@ -671,7 +665,7 @@ _Libraries for debugging code._
   - [python-hunter](https://github.com/ionelmc/python-hunter) - A flexible code tracing toolkit.
 - Profiler
   - [py-spy](https://github.com/benfred/py-spy) - A sampling profiler for Python programs. Written in Rust.
-  - [vprof](https://github.com/nvdv/vprof) - Visual Python profiler.
+  - [scalene](https://github.com/plasma-umass/scalene) - A high-performance, high-precision CPU, GPU, and memory profiler for Python.
 - Others
   - [django-debug-toolbar](https://github.com/jazzband/django-debug-toolbar) - Display various debug information for Django.
   - [flask-debugtoolbar](https://github.com/pallets-eco/flask-debugtoolbar) - A port of the django-debug-toolbar to flask.
@@ -1081,7 +1075,6 @@ _Libraries for Python version and virtual environment management._
 _Libraries for package and dependency management._
 
 - [conda](https://github.com/conda/conda/) - Cross-platform, Python-agnostic binary package manager.
-- [mamba](https://github.com/mamba-org/mamba) - A reimplementation of the `conda` package manager in C++.
 - [pip](https://github.com/pypa/pip) - The package installer for Python.
 - [pipx](https://github.com/pypa/pipx) - Install and Run Python Applications in Isolated Environments. Like `npx` in Node.js.
 - [poetry](https://github.com/sdispater/poetry) - Python dependency management and packaging made easy.

From 77b27508abcf60208ffa64e6615d6f19b8f5796e Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 15:23:27 +0800
Subject: [PATCH 87/96] docs: remove unmaintained entries and update PyPDF2 to
 pypdf

- Remove polyglot, pkuseg-python, snownlp (Chinese NLP), lightfm,
  genshi, flask-assets, webassets, django-cache-machine, ultrajson,
  bowler, doublex, httpretty, mixer, logbook, path.py, audioread,
  TimeSide, cocos, clpython, PeachPy, pyston, pluginbase
- Replace PyPDF2 with pypdf (the maintained successor)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 24 +-----------------------
 1 file changed, 1 insertion(+), 23 deletions(-)

diff --git a/README.md b/README.md
index 08744548e..f0c975241 100644
--- a/README.md
+++ b/README.md
@@ -173,14 +173,11 @@ _Libraries for working with human languages._
 - General
   - [gensim](https://github.com/RaRe-Technologies/gensim) - Topic Modeling for Humans.
   - [nltk](https://github.com/nltk/nltk) - A leading platform for building Python programs to work with human language data.
-  - [polyglot](https://github.com/aboSamoor/polyglot) - Natural language pipeline supporting hundreds of languages.
   - [spacy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
   - [stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
 - Chinese
   - [funnlp](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
   - [jieba](https://github.com/fxsjy/jieba) - The most popular Chinese text segmentation library.
-  - [pkuseg-python](https://github.com/lancopku/pkuseg-python) - A toolkit for Chinese word segmentation in various domains.
-  - [snownlp](https://github.com/isnowfy/snownlp) - A library for processing Chinese text.
 
 ## Computer Vision
 
@@ -197,7 +194,6 @@ _Libraries for building recommender systems._
 
 - [annoy](https://github.com/spotify/annoy) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.
 - [implicit](https://github.com/benfred/implicit) - A fast Python implementation of collaborative filtering for implicit datasets.
-- [lightfm](https://github.com/lyst/lightfm) - A Python implementation of a number of popular recommendation algorithms.
 - [scikit-surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
 
 **Web**
@@ -274,7 +270,6 @@ _Libraries for working with WebSocket._
 
 _Libraries and tools for templating and lexing._
 
-- [genshi](https://github.com/edgewall/genshi) - Python templating toolkit for generation of web-aware output.
 - [jinja](https://github.com/pallets/jinja) - A modern and designer friendly templating language.
 - [mako](https://github.com/sqlalchemy/mako) - Hyperfast and lightweight templating for the Python platform.
 
@@ -285,8 +280,6 @@ _Tools for managing, compressing and minifying website assets._
 - [django-compressor](https://github.com/django-compressor/django-compressor) - Compresses linked and inline JavaScript or CSS into a single cached file.
 - [django-pipeline](https://github.com/jazzband/django-pipeline) - An asset packaging library for Django.
 - [django-storages](https://github.com/jschneier/django-storages) - A collection of custom storage back ends for Django.
-- [flask-assets](https://github.com/miracle2k/flask-assets) - Helps you integrate webassets into your Flask app.
-- [webassets](https://github.com/miracle2k/webassets) - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
 
 ## Authentication
 
@@ -430,7 +423,6 @@ _Databases implemented in Python._
 _Libraries for caching data._
 
 - [cachetools](https://github.com/tkem/cachetools) - Extensible memoizing collections and decorators.
-- [django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - Automatic caching and invalidation for Django models.
 - [django-cacheops](https://github.com/Suor/django-cacheops) - A slick ORM cache with automatic granular event-driven invalidation.
 - [dogpile.cache](https://github.com/sqlalchemy/dogpile.cache) - dogpile.cache is a next generation replacement for Beaker made by the same authors.
 - [hermescache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention.
@@ -452,7 +444,6 @@ _Libraries for serializing complex data types._
 - [marshmallow](https://github.com/marshmallow-code/marshmallow) - A lightweight library for converting complex objects to and from simple Python datatypes.
 - [msgpack](https://github.com/msgpack/msgpack-python) - MessagePack serializer implementation for Python.
 - [orjson](https://github.com/ijl/orjson) - Fast, correct JSON library.
-- [ultrajson](https://github.com/esnme/ultrajson) - A fast JSON decoder and encoder written in C with Python bindings.
 
 **Data & Science**
 
@@ -608,7 +599,6 @@ _Tools of static analysis, linters and code quality checkers. Also see [awesome-
   - [ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker and language server.
   - [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
 - Refactoring
-  - [bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
   - [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
 - Static Type Annotations Generators
   - [monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
@@ -636,16 +626,13 @@ _Libraries for testing codebases and generating test data._
   - [selenium](https://github.com/SeleniumHQ/selenium) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/).
   - [splinter](https://github.com/cobrateam/splinter) - Open source tool for testing web applications.
 - Mock
-  - [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
   - [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
-  - [httpretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
   - [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
   - [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support.
   - [responses](https://github.com/getsentry/responses) - A utility library for mocking out the requests Python library.
   - [vcrpy](https://github.com/kevin1024/vcrpy) - Record and replay HTTP interactions on your tests.
 - Object Factories
   - [factory_boy](https://github.com/FactoryBoy/factory_boy) - A test fixtures replacement for Python.
-  - [mixer](https://github.com/klen/mixer) - Another fixtures replacement. Supports Django, Flask, SQLAlchemy, Peewee and etc.
   - [polyfactory](https://github.com/litestar-org/polyfactory) - mock data generation library with support to classes (continuation of `pydantic-factories`)
 - Code Coverage
   - [coverage](https://github.com/coveragepy/coveragepy) - Code coverage measurement.
@@ -773,7 +760,6 @@ _Libraries for scheduling jobs._
 
 _Libraries for generating and working with logs._
 
-- [logbook](https://github.com/getlogbook/logbook) - Logging replacement for Python.
 - [logging](https://docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python.
 - [loguru](https://github.com/Delgan/loguru) - Library which aims to bring enjoyable logging in Python.
 - [structlog](https://github.com/hynek/structlog) - Structured logging made easy.
@@ -925,7 +911,7 @@ _Libraries for parsing and manipulating specific text formats._
   - [pdf_oxide](https://github.com/yfedoseev/pdf_oxide) - A fast PDF library for text extraction, image extraction, and markdown conversion, powered by Rust.
   - [pdfminer.six](https://github.com/pdfminer/pdfminer.six) - Pdfminer.six is a community maintained fork of the original PDFMiner.
   - [pikepdf](https://github.com/pikepdf/pikepdf) - A powerful library for reading and editing PDF files, based on qpdf.
-  - [PyPDF2](https://github.com/mstamy2/PyPDF2) - A library capable of splitting, merging and transforming PDF pages.
+  - [pypdf](https://github.com/py-pdf/pypdf) - A library capable of splitting, merging, cropping, and transforming PDF pages.
   - [reportlab](https://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
   - [weasyprint](https://github.com/Kozea/WeasyPrint) - A visual rendering engine for HTML and CSS that can export to PDF.
 - Markdown
@@ -943,7 +929,6 @@ _Libraries for parsing and manipulating specific text formats._
 _Libraries for file manipulation._
 
 - [mimetypes](https://docs.python.org/3/library/mimetypes.html) - (Python standard library) Map filenames to MIME types.
-- [path.py](https://github.com/jaraco/path.py) - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html).
 - [pathlib](https://docs.python.org/3/library/pathlib.html) - (Python standard library) A cross-platform, object-oriented path library.
 - [python-magic](https://github.com/ahupp/python-magic) - A Python interface to the libmagic file type identification library.
 - [watchdog](https://github.com/gorakhargosh/watchdog) - API and shell utilities to monitor file system events.
@@ -971,7 +956,6 @@ _Libraries for manipulating audio, video, and their metadata._
 
 - Audio
   - [audioflux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
-  - [audioread](https://github.com/beetbox/audioread) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
   - [dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition.
   - [gtts](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
   - [kapre](https://github.com/keunwoochoi/kapre) - Keras Audio Preprocessors.
@@ -979,7 +963,6 @@ _Libraries for manipulating audio, video, and their metadata._
   - [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
   - [pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
   - [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
-  - [TimeSide](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
 - Video
   - [moviepy](https://github.com/Zulko/moviepy) - A module for script-based movie editing with many formats, including animated GIFs.
   - [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
@@ -994,7 +977,6 @@ _Libraries for manipulating audio, video, and their metadata._
 _Awesome game development libraries._
 
 - [arcade](https://github.com/pythonarcade/arcade) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
-- [cocos](https://github.com/los-cocos/cocos) - A framework for building 2D games, demos, and other graphical/interactive applications.
 - [harfang3d](https://github.com/harfang3d/harfang3d) - Python framework for 3D, VR and game development.
 - [panda3d](https://github.com/panda3d/panda3d) - 3D game engine developed by Disney.
 - [py-sdl2](https://github.com/py-sdl/py-sdl2) - A ctypes based wrapper for the SDL2 library.
@@ -1008,14 +990,11 @@ _Awesome game development libraries._
 
 _Implementations of Python._
 
-- [clpython](https://github.com/metawilm/cl-python) - Implementation of the Python programming language written in Common Lisp.
 - [cpython](https://github.com/python/cpython) - Default, most widely used implementation of the Python programming language written in C.
 - [cython](https://github.com/cython/cython) - Optimizing Static Compiler for Python.
 - [ironpython](https://github.com/IronLanguages/ironpython3) - Implementation of the Python programming language written in C#.
 - [micropython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation.
-- [PeachPy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
 - [pypy](https://github.com/pypy/pypy) - A very fast and compliant implementation of the Python language.
-- [pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques.
 
 ## Built-in Classes Enhancement
 
@@ -1154,7 +1133,6 @@ _Useful libraries or tools that don't fit in the categories above._
 - [blinker](https://github.com/jek/blinker) - A fast Python in-process signal/event dispatching system.
 - [boltons](https://github.com/mahmoud/boltons) - A set of pure-Python utilities.
 - [itsdangerous](https://github.com/pallets/itsdangerous) - Various helpers to pass trusted data to untrusted environments.
-- [pluginbase](https://github.com/mitsuhiko/pluginbase) - A simple but flexible plugin system for Python.
 - [tryton](https://github.com/tryton/tryton) - A general-purpose business framework.
 
 # Resources

From 5c05dabc0e9f687d68d5ad465e875cf7f10d6c85 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 15:26:09 +0800
Subject: [PATCH 88/96] add back ultrajson

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index f0c975241..7de1c4acf 100644
--- a/README.md
+++ b/README.md
@@ -444,6 +444,7 @@ _Libraries for serializing complex data types._
 - [marshmallow](https://github.com/marshmallow-code/marshmallow) - A lightweight library for converting complex objects to and from simple Python datatypes.
 - [msgpack](https://github.com/msgpack/msgpack-python) - MessagePack serializer implementation for Python.
 - [orjson](https://github.com/ijl/orjson) - Fast, correct JSON library.
+- [ultrajson](https://github.com/esnme/ultrajson) - A fast JSON decoder and encoder written in C with Python bindings.
 
 **Data & Science**
 

From 7ead57f654488591258b866e2879109f76b56a04 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 15:28:47 +0800
Subject: [PATCH 89/96] clean up

---
 README.md | 2 --
 1 file changed, 2 deletions(-)

diff --git a/README.md b/README.md
index 7de1c4acf..a9e139628 100644
--- a/README.md
+++ b/README.md
@@ -307,7 +307,6 @@ _Libraries for administrative interfaces._
 - [flask-admin](https://github.com/flask-admin/flask-admin) - Simple and extensible administrative interface framework for Flask.
 - [func-to-web](https://github.com/offerrall/FuncToWeb) - Instantly create web UIs from Python functions using type hints. Zero frontend code required.
 - [jet-bridge](https://github.com/jet-admin/jet-bridge) - Admin panel framework for any application with nice UI (ex Jet Django).
-- [wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts.
 
 ## CMS
 
@@ -362,7 +361,6 @@ _Libraries for sending and parsing email._
 
 - [flanker](https://github.com/mailgun/flanker) - An email address and Mime parsing library.
 - [imbox](https://github.com/martinrusev/imbox) - Python IMAP for Humans.
-- [mailer](https://github.com/marrow/mailer) - High-performance extensible mail delivery framework.
 - [modoboa](https://github.com/modoboa/modoboa) - A mail hosting and management platform including a modern Web UI.
 - [yagmail](https://github.com/kootenpv/yagmail) - Yet another Gmail/SMTP client.
 

From f50bd8fc0021c0ff43473f5bc710d5f50146bd82 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 15:34:50 +0800
Subject: [PATCH 90/96] docs: remove unmaintained entries and replace
 youtube-dl with yt-dlp

Remove eve, cornice, python-jose, python-readability, yapf, py2app, and
py2exe as unmaintained or superseded. Replace youtube-dl with yt-dlp,
its actively maintained fork.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 10 +---------
 1 file changed, 1 insertion(+), 9 deletions(-)

diff --git a/README.md b/README.md
index a9e139628..dc84efdc0 100644
--- a/README.md
+++ b/README.md
@@ -231,9 +231,6 @@ _Libraries for building RESTful and GraphQL APIs._
   - [strawberry-django](https://github.com/strawberry-graphql/strawberry-django) - Strawberry GraphQL integration with Django.
 - Flask
   - [apiflask](https://github.com/apiflask/apiflask) - A lightweight Python web API framework based on Flask and Marshmallow.
-  - [eve](https://github.com/pyeve/eve) - REST API framework powered by Flask, MongoDB and good intentions.
-- Pyramid
-  - [cornice](https://github.com/Cornices/cornice) - A RESTful framework for Pyramid.
 - Framework Agnostic
   - [connexion](https://github.com/spec-first/connexion) - A spec-first framework that automatically handles requests based on your OpenAPI specification.
   - [falcon](https://github.com/falconry/falcon) - A high-performance framework for building cloud APIs and web app backends.
@@ -292,7 +289,6 @@ _Libraries for implementing authentication schemes._
   - [oauthlib](https://github.com/oauthlib/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic.
 - JWT
   - [pyjwt](https://github.com/jpadilla/pyjwt) - JSON Web Token implementation in Python.
-  - [python-jose](https://github.com/mpdavis/python-jose/) - A JOSE implementation in Python.
 - Permissions
   - [django-guardian](https://github.com/django-guardian/django-guardian) - Implementation of per object permissions for Django 1.2+
   - [django-rules](https://github.com/dfunckt/django-rules) - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
@@ -351,7 +347,6 @@ _Libraries to automate web scraping and extract web content._
   - [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
   - [html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text.
   - [micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs.
-  - [python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool.
   - [sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages.
   - [trafilatura](https://github.com/adbar/trafilatura) - A tool for gathering text and metadata from the web, with built-in content filtering.
 
@@ -591,7 +586,6 @@ _Tools of static analysis, linters and code quality checkers. Also see [awesome-
 - Code Formatters
   - [black](https://github.com/psf/black) - The uncompromising Python code formatter.
   - [isort](https://github.com/timothycrosley/isort) - A Python utility / library to sort imports.
-  - [yapf](https://github.com/google/yapf) - Yet another Python code formatter from Google.
 - Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing)
   - [mypy](https://github.com/python/mypy) - Check variable types during compile time.
   - [pyre-check](https://github.com/facebook/pyre-check) - Performant type checking.
@@ -814,7 +808,7 @@ _Useful CLI-based tools for productivity._
   - [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command.
   - [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
   - [xonsh](https://github.com/xonsh/xonsh/) - A Python-powered shell. Full-featured and cross-platform.
-  - [youtube-dl](https://github.com/ytdl-org/youtube-dl/) - A command-line program to download videos from YouTube and other video sites.
+  - [yt-dlp](https://github.com/yt-dlp/yt-dlp) - A command-line program to download videos from YouTube and other video sites, a fork of youtube-dl.
 - CLI Enhancements
   - [httpie](https://github.com/httpie/cli) - A command line HTTP client, a user-friendly cURL replacement.
   - [iredis](https://github.com/laixintao/iredis) - Redis CLI with autocompletion and syntax highlighting.
@@ -1072,8 +1066,6 @@ _Libraries to create packaged executables for release distribution._
 
 - [cx-Freeze](https://github.com/marcelotduarte/cx_Freeze) - It is a Python tool that converts Python scripts into standalone executables and installers for Windows, macOS, and Linux.
 - [Nuitka](https://github.com/Nuitka/Nuitka) - Compiles Python programs into high-performance standalone executables (cross-platform, supports all Python versions).
-- [py2app](https://github.com/ronaldoussoren/py2app) - Freezes Python scripts (Mac OS X).
-- [py2exe](https://github.com/py2exe/py2exe) - Freezes Python scripts (Windows).
 - [pyarmor](https://github.com/dashingsoft/pyarmor) - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
 - [pyinstaller](https://github.com/pyinstaller/pyinstaller) - Converts Python programs into stand-alone executables (cross-platform).
 - [shiv](https://github.com/linkedin/shiv) - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.

From e8d3d2984d0b6548277e9a70baaa911bb6321ed4 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 15:43:06 +0800
Subject: [PATCH 91/96] docs: remove unmaintained entries and add awscli

Remove entries that are unmaintained, low-quality, or superseded:
werkzeug (WSGI server section), feincms, ultrajson, schema, voluptuous,
bpython, splinter, s3cmd, kafka-python, streamparse, zerorpc,
bashplotlib, quads, dejavu, kapre, pyAudioAnalysis, harfang3d,
configobj.

Add awscli to Cloud Providers as a widely-used modern alternative.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 20 +-------------------
 1 file changed, 1 insertion(+), 19 deletions(-)

diff --git a/README.md b/README.md
index dc84efdc0..cbfd7fd70 100644
--- a/README.md
+++ b/README.md
@@ -252,7 +252,6 @@ _ASGI and WSGI compatible web servers._
   - [gunicorn](https://github.com/benoitc/gunicorn) - Pre-forked, ported from Ruby's Unicorn project.
   - [uwsgi](https://github.com/unbit/uwsgi) - A project aims at developing a full stack for building hosting services, written in C.
   - [waitress](https://github.com/Pylons/waitress) - Multi-threaded, powers Pyramid.
-  - [werkzeug](https://github.com/pallets/werkzeug) - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
 
 ## WebSocket
 
@@ -309,7 +308,6 @@ _Libraries for administrative interfaces._
 _Content Management Systems._
 
 - [django-cms](https://github.com/django-cms/django-cms) - The easy-to-use and developer-friendly enterprise CMS powered by Django.
-- [feincms](https://github.com/feincms/feincms) - One of the most advanced Content Management Systems built on Django.
 - [indico](https://github.com/indico/indico) - A feature-rich event management system, made @ [CERN](https://en.wikipedia.org/wiki/CERN).
 - [wagtail](https://github.com/wagtail/wagtail) - A Django content management system.
 
@@ -437,7 +435,6 @@ _Libraries for serializing complex data types._
 - [marshmallow](https://github.com/marshmallow-code/marshmallow) - A lightweight library for converting complex objects to and from simple Python datatypes.
 - [msgpack](https://github.com/msgpack/msgpack-python) - MessagePack serializer implementation for Python.
 - [orjson](https://github.com/ijl/orjson) - Fast, correct JSON library.
-- [ultrajson](https://github.com/esnme/ultrajson) - A fast JSON decoder and encoder written in C with Python bindings.
 
 **Data & Science**
 
@@ -469,8 +466,6 @@ _Libraries for validating data. Used for forms in many cases._
 - [jsonschema](https://github.com/python-jsonschema/jsonschema) - An implementation of [JSON Schema](http://json-schema.org/) for Python.
 - [pandera](https://github.com/unionai-oss/pandera) - A data validation library for dataframes, with support for pandas, polars, and Spark.
 - [pydantic](https://github.com/pydantic/pydantic) - Data validation using Python type hints.
-- [schema](https://github.com/keleshev/schema) - A library for validating Python data structures.
-- [voluptuous](https://github.com/alecthomas/voluptuous) - A Python data validation library.
 
 ## Data Visualization
 
@@ -563,7 +558,6 @@ _Python implementation of data structures, algorithms and design patterns. Also
 
 _Interactive Python interpreters (REPL)._
 
-- [bpython](https://github.com/bpython/bpython) - A fancy interface to the Python interpreter.
 - [jupyter](https://github.com/jupyter/notebook) - A rich toolkit to help you make the most out of using Python interactively.
   - [awesome-jupyter](https://github.com/markusschanta/awesome-jupyter)
 - [marimo](https://github.com/marimo-team/marimo) - Transform data and train models, feels like a next-gen notebook, stored as Git-friendly Python.
@@ -617,7 +611,6 @@ _Libraries for testing codebases and generating test data._
   - [pyautogui](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
   - [schemathesis](https://github.com/kiwicom/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
   - [selenium](https://github.com/SeleniumHQ/selenium) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/).
-  - [splinter](https://github.com/cobrateam/splinter) - Open source tool for testing web applications.
 - Mock
   - [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
   - [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
@@ -691,8 +684,8 @@ _Libraries for generating project documentation._
 _Software and libraries for DevOps._
 
 - Cloud Providers
+  - [awscli](https://github.com/aws/aws-cli) - Universal Command Line Interface for Amazon Web Services.
   - [boto3](https://github.com/boto/boto3) - Python interface to Amazon Web Services.
-  - [s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront.
 - Configuration Management
   - [ansible](https://github.com/ansible/ansible) - A radically simple IT automation platform.
   - [cloudinit](https://github.com/canonical/cloud-init) - A multi-distribution package that handles early initialization of a cloud instance.
@@ -723,9 +716,6 @@ _Frameworks and libraries for Distributed Computing._
   - [pyspark](https://github.com/apache/spark) - [Apache Spark](https://spark.apache.org/) Python API.
   - [joblib](https://github.com/joblib/joblib) - A set of tools to provide lightweight pipelining in Python.
   - [ray](https://github.com/ray-project/ray/) - A system for parallel and distributed Python that unifies the machine learning ecosystem.
-- Stream Processing
-  - [kafka-python](https://github.com/dpkp/kafka-python) - The Python client for Apache Kafka.
-  - [streamparse](https://github.com/Parsely/streamparse) - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/).
 
 ## Task Queues
 
@@ -771,7 +761,6 @@ _RPC-compatible servers._
 
 - [grpcio](https://github.com/grpc/grpc) - HTTP/2-based RPC framework with Python bindings, built by Google.
 - [rpyc](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
-- [zerorpc](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
 
 **CLI & GUI**
 
@@ -790,7 +779,6 @@ _Libraries for building command-line applications._
 - Terminal Rendering
   - [alive-progress](https://github.com/rsalmei/alive-progress) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
   - [asciimatics](https://github.com/peterbrittain/asciimatics) - A package to create full-screen text UIs (from interactive forms to ASCII animations).
-  - [bashplotlib](https://github.com/glamp/bashplotlib) - Making basic plots in the terminal.
   - [colorama](https://github.com/tartley/colorama) - Cross-platform colored terminal text.
   - [rich](https://github.com/Textualize/rich) - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler.
   - [textual](https://github.com/Textualize/textual) - A framework for building interactive user interfaces that run in the terminal and the browser.
@@ -938,7 +926,6 @@ _Libraries for manipulating images._
 - [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies.
 - [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
 - [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
-- [quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
 - [scikit-image](https://github.com/scikit-image/scikit-image) - A Python library for (scientific) image processing.
 - [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
 - [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
@@ -949,12 +936,9 @@ _Libraries for manipulating audio, video, and their metadata._
 
 - Audio
   - [audioflux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
-  - [dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition.
   - [gtts](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
-  - [kapre](https://github.com/keunwoochoi/kapre) - Keras Audio Preprocessors.
   - [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
   - [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
-  - [pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
   - [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
 - Video
   - [moviepy](https://github.com/Zulko/moviepy) - A module for script-based movie editing with many formats, including animated GIFs.
@@ -970,7 +954,6 @@ _Libraries for manipulating audio, video, and their metadata._
 _Awesome game development libraries._
 
 - [arcade](https://github.com/pythonarcade/arcade) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
-- [harfang3d](https://github.com/harfang3d/harfang3d) - Python framework for 3D, VR and game development.
 - [panda3d](https://github.com/panda3d/panda3d) - 3D game engine developed by Disney.
 - [py-sdl2](https://github.com/py-sdl/py-sdl2) - A ctypes based wrapper for the SDL2 library.
 - [pygame](https://github.com/pygame/pygame) - Pygame is a set of Python modules designed for writing games.
@@ -1074,7 +1057,6 @@ _Libraries to create packaged executables for release distribution._
 
 _Libraries for storing and parsing configuration options._
 
-- [configobj](https://github.com/DiffSK/configobj) - INI file parser with validation.
 - [configparser](https://docs.python.org/3/library/configparser.html) - (Python standard library) INI file parser.
 - [dynaconf](https://github.com/dynaconf/dynaconf) - Dynaconf is a configuration manager with plugins for Django, Flask and FastAPI.
 - [hydra](https://github.com/facebookresearch/hydra) - Hydra is a framework for elegantly configuring complex applications.

From 7512f63a18a63b1bc16ad93a37d48b39ecc6db1b Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 15:48:12 +0800
Subject: [PATCH 92/96] docs: update repository URLs to reflect project org
 transfers

Update GitHub URLs for projects that have moved to new organizations or
official accounts: jax, keras, lightgbm, gensim, fastapi, uvicorn,
authlib, django-oauth-toolkit, flask-admin, cassandra-driver, akshare,
altair, bqplot, pymc, python-cqrs, ptpython, prospector, isort,
schemathesis, django-debug-toolbar, awesome-sphinxdoc, YouCompleteMe,
SpiffWorkflow, rpyc, typer, dearpygui, ftfy, textdistance, pendulum,
poetry, websockets. Also updates keras description to reflect multi-backend
support and pymc description to match current project scope. Removes PTVS
(archived) entry.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 65 +++++++++++++++++++++++++++----------------------------
 1 file changed, 32 insertions(+), 33 deletions(-)

diff --git a/README.md b/README.md
index cbfd7fd70..353231513 100644
--- a/README.md
+++ b/README.md
@@ -144,8 +144,8 @@ _Libraries for building AI applications, LLM integrations, and autonomous agents
 
 _Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning)._
 
-- [jax](https://github.com/google/jax) - a library for high-performance numerical computing with automatic differentiation and JIT compilation.
-- [keras](https://github.com/keras-team/keras) - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
+- [jax](https://github.com/jax-ml/jax) - a library for high-performance numerical computing with automatic differentiation and JIT compilation.
+- [keras](https://github.com/keras-team/keras) - A high-level deep learning library with support for JAX, TensorFlow, and PyTorch backends.
 - [pytorch-lightning](https://github.com/Lightning-AI/pytorch-lightning) - Deep learning framework to train, deploy, and ship AI products Lightning fast.
 - [pytorch](https://github.com/pytorch/pytorch) - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
 - [stable-baselines3](https://github.com/DLR-RM/stable-baselines3) - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.
@@ -159,7 +159,7 @@ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://git
 - [feature_engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
 - [karateclub](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data.
 - [h2o](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
-- [lightgbm](https://github.com/microsoft/LightGBM) - A fast, distributed, high performance gradient boosting framework.
+- [lightgbm](https://github.com/lightgbm-org/LightGBM) - A fast, distributed, high performance gradient boosting framework.
 - [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
 - [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
 - [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support.
@@ -171,7 +171,7 @@ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://git
 _Libraries for working with human languages._
 
 - General
-  - [gensim](https://github.com/RaRe-Technologies/gensim) - Topic Modeling for Humans.
+  - [gensim](https://github.com/piskvorky/gensim) - Topic Modeling for Humans.
   - [nltk](https://github.com/nltk/nltk) - A leading platform for building Python programs to work with human language data.
   - [spacy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
   - [stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
@@ -234,7 +234,7 @@ _Libraries for building RESTful and GraphQL APIs._
 - Framework Agnostic
   - [connexion](https://github.com/spec-first/connexion) - A spec-first framework that automatically handles requests based on your OpenAPI specification.
   - [falcon](https://github.com/falconry/falcon) - A high-performance framework for building cloud APIs and web app backends.
-  - [fastapi](https://github.com/tiangolo/fastapi) - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
+  - [fastapi](https://github.com/fastapi/fastapi) - A modern, fast, web framework for building APIs with standard Python type hints.
   - [sanic](https://github.com/sanic-org/sanic) - A Python 3.6+ web server and web framework that's written to go fast.
   - [strawberry](https://github.com/strawberry-graphql/strawberry) - A GraphQL library that leverages Python type annotations for schema definition.
   - [webargs](https://github.com/marshmallow-code/webargs) - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
@@ -247,7 +247,7 @@ _ASGI and WSGI compatible web servers._
   - [daphne](https://github.com/django/daphne) - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.
   - [granian](https://github.com/emmett-framework/granian) - A Rust HTTP server for Python applications built on top of Hyper and Tokio, supporting WSGI/ASGI/RSGI.
   - [hypercorn](https://github.com/pgjones/hypercorn) - An ASGI and WSGI Server based on Hyper libraries and inspired by Gunicorn.
-  - [uvicorn](https://github.com/encode/uvicorn) - A lightning-fast ASGI server implementation, using uvloop and httptools.
+  - [uvicorn](https://github.com/Kludex/uvicorn) - A lightning-fast ASGI server implementation, using uvloop and httptools.
 - WSGI
   - [gunicorn](https://github.com/benoitc/gunicorn) - Pre-forked, ported from Ruby's Unicorn project.
   - [uwsgi](https://github.com/unbit/uwsgi) - A project aims at developing a full stack for building hosting services, written in C.
@@ -260,7 +260,7 @@ _Libraries for working with WebSocket._
 - [autobahn-python](https://github.com/crossbario/autobahn-python) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
 - [channels](https://github.com/django/channels) - Developer-friendly asynchrony for Django.
 - [flask-socketio](https://github.com/miguelgrinberg/Flask-SocketIO) - Socket.IO integration for Flask applications.
-- [websockets](https://github.com/aaugustin/websockets) - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
+- [websockets](https://github.com/python-websockets/websockets) - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
 
 ## Template Engines
 
@@ -282,9 +282,9 @@ _Tools for managing, compressing and minifying website assets._
 _Libraries for implementing authentication schemes._
 
 - OAuth
-  - [authlib](https://github.com/lepture/authlib) - JavaScript Object Signing and Encryption draft implementation.
+  - [authlib](https://github.com/authlib/authlib) - JavaScript Object Signing and Encryption draft implementation.
   - [django-allauth](https://github.com/pennersr/django-allauth) - Authentication app for Django that "just works."
-  - [django-oauth-toolkit](https://github.com/jazzband/django-oauth-toolkit) - OAuth 2 goodies for Django.
+  - [django-oauth-toolkit](https://github.com/django-oauth/django-oauth-toolkit) - OAuth 2 goodies for Django.
   - [oauthlib](https://github.com/oauthlib/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic.
 - JWT
   - [pyjwt](https://github.com/jpadilla/pyjwt) - JSON Web Token implementation in Python.
@@ -299,7 +299,7 @@ _Libraries for administrative interfaces._
 - [ajenti](https://github.com/ajenti/ajenti) - The admin panel your servers deserve.
 - [django-grappelli](https://github.com/sehmaschine/django-grappelli) - A jazzy skin for the Django Admin-Interface.
 - [django-unfold](https://github.com/unfoldadmin/django-unfold) - Elevate your Django admin with a stunning modern interface, powerful features, and seamless user experience.
-- [flask-admin](https://github.com/flask-admin/flask-admin) - Simple and extensible administrative interface framework for Flask.
+- [flask-admin](https://github.com/pallets-eco/flask-admin) - Simple and extensible administrative interface framework for Flask.
 - [func-to-web](https://github.com/offerrall/FuncToWeb) - Instantly create web UIs from Python functions using type hints. Zero frontend code required.
 - [jet-bridge](https://github.com/jet-admin/jet-bridge) - Admin panel framework for any application with nice UI (ex Jet Django).
 
@@ -394,7 +394,7 @@ _Libraries for connecting and operating databases._
   - [clickhouse-driver](https://github.com/mymarilyn/clickhouse-driver) - Python driver with native interface for ClickHouse.
   - [pymssql](https://github.com/pymssql/pymssql) - A simple database interface to Microsoft SQL Server.
 - NoSQL Databases
-  - [cassandra-driver](https://github.com/datastax/python-driver) - The Python Driver for Apache Cassandra.
+  - [cassandra-driver](https://github.com/apache/cassandra-python-driver) - The Python Driver for Apache Cassandra.
   - [django-mongodb-backend](https://github.com/mongodb/django-mongodb-backend) - Official MongoDB database backend for Django.
   - [pymongo](https://github.com/mongodb/mongo-python-driver) - The official Python client for MongoDB.
   - [redis-py](https://github.com/redis/redis-py) - The Python client for Redis.
@@ -453,7 +453,7 @@ _Libraries for data analysis._
   - [pathway](https://github.com/pathwaycom/pathway) - Real-time data processing framework for Python with reactive dataflows.
   - [polars](https://github.com/pola-rs/polars) - A fast DataFrame library implemented in Rust with a Python API.
 - Financial Data
-  - [akshare](https://github.com/jindaxiang/akshare) - A financial data interface library, built for human beings!
+  - [akshare](https://github.com/akfamily/akshare) - A financial data interface library, built for human beings!
   - [edgartools](https://github.com/dgunning/edgartools) - Library for downloading structured data from SEC EDGAR filings and XBRL financial statements.
   - [openbb](https://github.com/OpenBB-finance/OpenBB) - A financial data platform for analysts, quants and AI agents.
   - [yfinance](https://github.com/ranaroussi/yfinance) - Easy Pythonic way to download market and financial data from Yahoo Finance.
@@ -472,9 +472,9 @@ _Libraries for validating data. Used for forms in many cases._
 _Libraries for visualizing data. Also see [awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization)._
 
 - Plotting
-  - [altair](https://github.com/altair-viz/altair) - Declarative statistical visualization library for Python.
+  - [altair](https://github.com/vega/altair) - Declarative statistical visualization library for Python.
   - [bokeh](https://github.com/bokeh/bokeh) - Interactive Web Plotting for Python.
-  - [bqplot](https://github.com/bloomberg/bqplot) - Interactive Plotting Library for the Jupyter Notebook.
+  - [bqplot](https://github.com/bqplot/bqplot) - Interactive Plotting Library for the Jupyter Notebook.
   - [matplotlib](https://github.com/matplotlib/matplotlib) - A Python 2D plotting library.
   - [plotly](https://github.com/plotly/plotly.py) - Interactive graphing library for Python.
   - [plotnine](https://github.com/has2k1/plotnine) - A grammar of graphics for Python based on ggplot2.
@@ -522,7 +522,7 @@ _Libraries for scientific computing. Also see [Python-for-Scientists](https://gi
   - [PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - This is a compilation of various robotics algorithms with visualizations.
 - Simulation and Modeling
   - [pathsim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
-  - [pymc](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
+  - [pymc](https://github.com/pymc-devs/pymc) - Probabilistic programming and Bayesian modeling in Python.
   - [simpy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
 - Other
   - [colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms.
@@ -550,7 +550,7 @@ _Python implementation of data structures, algorithms and design patterns. Also
   - [sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - Fast and pure-Python implementation of sorted collections.
   - [thealgorithms](https://github.com/TheAlgorithms/Python) - All Algorithms implemented in Python.
 - Design Patterns
-  - [python-cqrs](https://github.com/vadikko2/python-cqrs) - Event-Driven Architecture Framework with CQRS/CQS, Transaction Outbox, Saga orchestration.
+  - [python-cqrs](https://github.com/pypatterns/python-cqrs) - Event-Driven Architecture Framework with CQRS/CQS, Transaction Outbox, Saga orchestration.
   - [python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python.
   - [transitions](https://github.com/pytransitions/transitions) - A lightweight, object-oriented finite state machine implementation.
 
@@ -561,15 +561,15 @@ _Interactive Python interpreters (REPL)._
 - [jupyter](https://github.com/jupyter/notebook) - A rich toolkit to help you make the most out of using Python interactively.
   - [awesome-jupyter](https://github.com/markusschanta/awesome-jupyter)
 - [marimo](https://github.com/marimo-team/marimo) - Transform data and train models, feels like a next-gen notebook, stored as Git-friendly Python.
-- [ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
+- [ptpython](https://github.com/prompt-toolkit/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/prompt-toolkit/python-prompt-toolkit).
 
 ## Code Analysis
 
-_Tools of static analysis, linters and code quality checkers. Also see [awesome-static-analysis](https://github.com/mre/awesome-static-analysis)._
+_Tools of static analysis, linters and code quality checkers. Also see [awesome-static-analysis](https://github.com/analysis-tools-dev/static-analysis)._
 
 - Code Analysis
   - [code2flow](https://github.com/scottrogowski/code2flow) - Turn your Python and JavaScript code into DOT flowcharts.
-  - [prospector](https://github.com/PyCQA/prospector) - A tool to analyze Python code.
+  - [prospector](https://github.com/prospector-dev/prospector) - A tool to analyze Python code.
   - [vulture](https://github.com/jendrikseipp/vulture) - A tool for finding and analyzing dead Python code.
 - Code Linters
   - [bandit](https://github.com/PyCQA/bandit) - A tool designed to find common security issues in Python code.
@@ -579,7 +579,7 @@ _Tools of static analysis, linters and code quality checkers. Also see [awesome-
   - [ruff](https://github.com/astral-sh/ruff) - An extremely fast Python linter and code formatter.
 - Code Formatters
   - [black](https://github.com/psf/black) - The uncompromising Python code formatter.
-  - [isort](https://github.com/timothycrosley/isort) - A Python utility / library to sort imports.
+  - [isort](https://github.com/PyCQA/isort) - A Python utility / library to sort imports.
 - Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing)
   - [mypy](https://github.com/python/mypy) - Check variable types during compile time.
   - [pyre-check](https://github.com/facebook/pyre-check) - Performant type checking.
@@ -609,7 +609,7 @@ _Libraries for testing codebases and generating test data._
   - [locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python.
   - [playwright](https://github.com/microsoft/playwright-python) - Python version of the Playwright testing and automation library.
   - [pyautogui](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
-  - [schemathesis](https://github.com/kiwicom/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
+  - [schemathesis](https://github.com/schemathesis/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
   - [selenium](https://github.com/SeleniumHQ/selenium) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/).
 - Mock
   - [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
@@ -640,7 +640,7 @@ _Libraries for debugging code._
   - [py-spy](https://github.com/benfred/py-spy) - A sampling profiler for Python programs. Written in Rust.
   - [scalene](https://github.com/plasma-umass/scalene) - A high-performance, high-precision CPU, GPU, and memory profiler for Python.
 - Others
-  - [django-debug-toolbar](https://github.com/jazzband/django-debug-toolbar) - Display various debug information for Django.
+  - [django-debug-toolbar](https://github.com/django-commons/django-debug-toolbar) - Display various debug information for Django.
   - [flask-debugtoolbar](https://github.com/pallets-eco/flask-debugtoolbar) - A port of the django-debug-toolbar to flask.
   - [icecream](https://github.com/gruns/icecream) - Inspect variables, expressions, and program execution with a single, simple function call.
   - [memory_graph](https://github.com/bterwijn/memory_graph) - Visualize Python data at runtime to debug references, mutability, and aliasing.
@@ -661,7 +661,7 @@ _Compile software from source code._
 _Libraries for generating project documentation._
 
 - [sphinx](https://github.com/sphinx-doc/sphinx/) - Python Documentation generator.
-  - [awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc)
+  - [awesome-sphinxdoc](https://github.com/ygzgxyz/awesome-sphinxdoc)
 - [diagrams](https://github.com/mingrammer/diagrams) - Diagram as Code.
 - [mkdocs](https://github.com/mkdocs/mkdocs/) - Markdown friendly documentation generator.
 - [pdoc](https://github.com/mitmproxy/pdoc) - Epydoc replacement to auto generate API documentation for Python libraries.
@@ -670,12 +670,11 @@ _Libraries for generating project documentation._
 
 - [elpy](https://github.com/jorgenschaefer/elpy) - Emacs Python Development Environment.
 - [jedi-vim](https://github.com/davidhalter/jedi-vim) - Vim bindings for the Jedi auto-completion library for Python.
-- [PTVS](https://github.com/Microsoft/PTVS) - Python Tools for Visual Studio.
 - [PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.
 - [Python for VSCode](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.
 - [python-mode](https://github.com/python-mode/python-mode) - An all in one plugin for turning Vim into a Python IDE.
 - [spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE.
-- [YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
+- [YouCompleteMe](https://github.com/ycm-core/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
 
 **DevOps**
 
@@ -736,7 +735,7 @@ _Libraries for scheduling jobs._
 - [dagster](https://github.com/dagster-io/dagster) - An orchestration platform for the development, production, and observation of data assets.
 - [prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
 - [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
-- [SpiffWorkflow](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
+- [SpiffWorkflow](https://github.com/sartography/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
 - [taskflow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
 
 ## Logging
@@ -760,7 +759,7 @@ _Tools and libraries for Virtual Networking and SDN (Software Defined Networking
 _RPC-compatible servers._
 
 - [grpcio](https://github.com/grpc/grpc) - HTTP/2-based RPC framework with Python bindings, built by Google.
-- [rpyc](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
+- [rpyc](https://github.com/tomerfiliba-org/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
 
 **CLI & GUI**
 
@@ -775,7 +774,7 @@ _Libraries for building command-line applications._
   - [cliff](https://github.com/openstack/cliff) - A framework for creating command-line programs with multi-level commands.
   - [python-fire](https://github.com/google/python-fire) - A library for creating command line interfaces from absolutely any Python object.
   - [python-prompt-toolkit](https://github.com/prompt-toolkit/python-prompt-toolkit) - A library for building powerful interactive command lines.
-  - [typer](https://github.com/tiangolo/typer) - Modern CLI framework that uses Python type hints. Built on Click and Pydantic.
+  - [typer](https://github.com/fastapi/typer) - Modern CLI framework that uses Python type hints. Built on Click and Pydantic.
 - Terminal Rendering
   - [alive-progress](https://github.com/rsalmei/alive-progress) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
   - [asciimatics](https://github.com/peterbrittain/asciimatics) - A package to create full-screen text UIs (from interactive forms to ASCII animations).
@@ -810,7 +809,7 @@ _Libraries for working with graphical user interface applications._
 
 - Desktop
   - [customtkinter](https://github.com/tomschimansky/customtkinter) - A modern and customizable python UI-library based on Tkinter.
-  - [dearpygui](https://github.com/RaylockLLC/DearPyGui/) - A Simple GPU accelerated Python GUI framework
+  - [dearpygui](https://github.com/hoffstadt/DearPyGui) - A Simple GPU accelerated Python GUI framework
   - [enaml](https://github.com/nucleic/enaml) - Creating beautiful user-interfaces with Declarative Syntax like QML.
   - [kivy](https://github.com/kivy/kivy) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
   - [pyglet](https://github.com/pyglet/pyglet) - A cross-platform windowing and multimedia library for Python.
@@ -840,12 +839,12 @@ _Libraries for parsing and manipulating plain texts._
   - [babel](https://github.com/python-babel/babel) - An internationalization library for Python.
   - [chardet](https://github.com/chardet/chardet) - Python 2/3 compatible character encoding detector.
   - [difflib](https://docs.python.org/3/library/difflib.html) - (Python standard library) Helpers for computing deltas.
-  - [ftfy](https://github.com/LuminosoInsight/python-ftfy) - Makes Unicode text less broken and more consistent automagically.
+  - [ftfy](https://github.com/rspeer/python-ftfy) - Makes Unicode text less broken and more consistent automagically.
   - [pangu.py](https://github.com/vinta/pangu.py) - Paranoid text spacing.
   - [pyfiglet](https://github.com/pwaller/pyfiglet) - An implementation of figlet written in Python.
   - [pypinyin](https://github.com/mozillazg/python-pinyin) - Convert Chinese hanzi (漢字) to pinyin (拼音).
   - [python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII.
-  - [textdistance](https://github.com/orsinium/textdistance) - Compute distance between sequences with 30+ algorithms.
+  - [textdistance](https://github.com/life4/textdistance) - Compute distance between sequences with 30+ algorithms.
   - [unidecode](https://github.com/avian2/unidecode) - ASCII transliterations of Unicode text.
 - Unique identifiers
   - [hashids](https://github.com/davidaurelio/hashids-python) - Implementation of [hashids](http://hashids.org) in Python.
@@ -1011,7 +1010,7 @@ _Libraries for working with dates and times._
 
 - [dateparser](https://github.com/scrapinghub/dateparser) - A Python parser for human-readable dates in dozens of languages.
 - [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
-- [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
+- [pendulum](https://github.com/python-pendulum/pendulum) - Python datetimes made easy.
 - [zoneinfo](https://docs.python.org/3/library/zoneinfo.html) - (Python standard library) IANA time zone support. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
 
 **Python Toolchain**
@@ -1032,7 +1031,7 @@ _Libraries for package and dependency management._
 - [conda](https://github.com/conda/conda/) - Cross-platform, Python-agnostic binary package manager.
 - [pip](https://github.com/pypa/pip) - The package installer for Python.
 - [pipx](https://github.com/pypa/pipx) - Install and Run Python Applications in Isolated Environments. Like `npx` in Node.js.
-- [poetry](https://github.com/sdispater/poetry) - Python dependency management and packaging made easy.
+- [poetry](https://github.com/python-poetry/poetry) - Python dependency management and packaging made easy.
 - [uv](https://github.com/astral-sh/uv) - An extremely fast Python version, package and project manager, written in Rust.
 
 ## Package Repositories

From 7f21136c9404a3a4dda6bf407fea5e16686d3880 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 15:54:04 +0800
Subject: [PATCH 93/96] docs: remove unmaintained and redundant entries

Dead/unmaintained:
- html5lib (no release since 2019)
- fsociety (no commits since 2022)
- optimus (no development since 2023)
- flanker (abandoned by Mailgun)
- imbox (last release Nov 2022)
- green (dormant, pytest dominates)

Redundant/superseded:
- eyed3 (subset of mutagen, GPL)
- odmantic (redundant with beanie)
- audioflux (not established, librosa dominates)
- treq (niche Twisted HTTP client, 606 stars)
- cliff (OpenStack-internal, 260 stars)

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 README.md | 11 -----------
 1 file changed, 11 deletions(-)

diff --git a/README.md b/README.md
index 353231513..cfbd83058 100644
--- a/README.md
+++ b/README.md
@@ -329,7 +329,6 @@ _Libraries for working with HTTP._
 - [furl](https://github.com/gruns/furl) - A small Python library that makes parsing and manipulating URLs easy.
 - [httpx](https://github.com/encode/httpx) - A next generation HTTP client for Python.
 - [requests](https://github.com/psf/requests) - HTTP Requests for Humans.
-- [treq](https://github.com/twisted/treq) - Python requests like API built on top of Twisted's HTTP client.
 - [urllib3](https://github.com/urllib3/urllib3) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
 
 ## Web Scraping
@@ -352,8 +351,6 @@ _Libraries to automate web scraping and extract web content._
 
 _Libraries for sending and parsing email._
 
-- [flanker](https://github.com/mailgun/flanker) - An email address and Mime parsing library.
-- [imbox](https://github.com/martinrusev/imbox) - Python IMAP for Humans.
 - [modoboa](https://github.com/modoboa/modoboa) - A mail hosting and management platform including a modern Web UI.
 - [yagmail](https://github.com/kootenpv/yagmail) - Yet another Gmail/SMTP client.
 
@@ -375,7 +372,6 @@ _Libraries that implement Object-Relational Mapping or data mapping techniques._
 - NoSQL Databases
   - [beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
   - [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
-  - [odmantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
   - [pynamodb](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
 
 ## Database Drivers
@@ -448,7 +444,6 @@ _Libraries for data analysis._
   - [desbordante](https://github.com/desbordante/desbordante-core/) - An open source data profiler for complex pattern discovery.
   - [ibis](https://github.com/ibis-project/ibis) - A portable Python dataframe library with a single API for 20+ backends.
   - [modin](https://github.com/modin-project/modin) - A drop-in pandas replacement that scales workflows by changing a single line of code.
-  - [optimus](https://github.com/hi-primus/optimus) - Agile Data Science Workflows made easy with PySpark.
   - [pandas](https://github.com/pandas-dev/pandas) - A library providing high-performance, easy-to-use data structures and data analysis tools.
   - [pathway](https://github.com/pathwaycom/pathway) - Real-time data processing framework for Python with reactive dataflows.
   - [polars](https://github.com/pola-rs/polars) - A fast DataFrame library implemented in Rust with a Python API.
@@ -602,7 +597,6 @@ _Libraries for testing codebases and generating test data._
   - [scanapi](https://github.com/scanapi/scanapi) - Automated Testing and Documentation for your REST API.
   - [unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework.
 - Test Runners
-  - [green](https://github.com/CleanCut/green) - A clean, colorful test runner.
   - [nox](https://github.com/wntrblm/nox) - Flexible test automation for Python.
   - [tox](https://github.com/tox-dev/tox) - Auto builds and tests distributions in multiple Python versions
 - GUI / Web Testing
@@ -771,7 +765,6 @@ _Libraries for building command-line applications._
   - [argparse](https://docs.python.org/3/library/argparse.html) - (Python standard library) Command-line option and argument parsing.
   - [cement](https://github.com/datafolklabs/cement) - CLI Application Framework for Python.
   - [click](https://github.com/pallets/click/) - A package for creating beautiful command line interfaces in a composable way.
-  - [cliff](https://github.com/openstack/cliff) - A framework for creating command-line programs with multi-level commands.
   - [python-fire](https://github.com/google/python-fire) - A library for creating command line interfaces from absolutely any Python object.
   - [python-prompt-toolkit](https://github.com/prompt-toolkit/python-prompt-toolkit) - A library for building powerful interactive command lines.
   - [typer](https://github.com/fastapi/typer) - Modern CLI framework that uses Python type hints. Built on Click and Pydantic.
@@ -863,7 +856,6 @@ _Libraries for working with HTML and XML._
 
 - [beautifulsoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
 - [cssutils](https://github.com/jaraco/cssutils) - A CSS library for Python.
-- [html5lib](https://github.com/html5lib/html5lib-python) - A standards-compliant library for parsing and serializing HTML documents and fragments.
 - [justhtml](https://github.com/EmilStenstrom/justhtml/) - A pure Python HTML5 parser that just works.
 - [lxml](https://github.com/lxml/lxml) - A very fast, easy-to-use and versatile library for handling HTML and XML.
 - [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
@@ -934,7 +926,6 @@ _Libraries for manipulating images._
 _Libraries for manipulating audio, video, and their metadata._
 
 - Audio
-  - [audioflux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
   - [gtts](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
   - [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
   - [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
@@ -944,7 +935,6 @@ _Libraries for manipulating audio, video, and their metadata._
   - [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
 - Metadata
   - [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
-  - [eyed3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
   - [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
   - [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
 
@@ -1074,7 +1064,6 @@ _Libraries for storing and parsing configuration options._
 
 _Frameworks and tools for penetration testing._
 
-- [fsociety](https://github.com/Manisso/fsociety) - A Penetration testing framework.
 - [mitmproxy](https://github.com/mitmproxy/mitmproxy) - An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.
 - [setoolkit](https://github.com/trustedsec/social-engineer-toolkit) - A toolkit for social engineering.
 - [sherlock](https://github.com/sherlock-project/sherlock) - Hunt down social media accounts by username across social networks.

From 6b590802085c065aa9c13e7df0aa2ff8cddfbe65 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 16:38:43 +0800
Subject: [PATCH 94/96] docs: remove more unmaintained/redundant entries,
 replace hashids with sqids

Dead/unmaintained:
- elpy (maintainer stepped down, superseded by Eglot)
- jedi-vim (superseded by native LSP clients)
- python-mode (no plugin development, only CI commits)
- fpp/PathPicker (abandoned by Facebook, last release 2022)
- mouse (last release 2020, pynput covers it)
- karateclub (last release Dec 2022)

Redundant/too niche:
- taskflow (OpenStack-internal, 372 stars)
- django-pipeline (overlaps django-compressor)
- hermescache (~1k downloads/week, solo maintainer)
- pylibmc (last release 2022, pymemcache has taken over)

Replaced:
- hashids -> sqids (hashids project rebranded, dead since 2020)

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 README.md | 12 +-----------
 1 file changed, 1 insertion(+), 11 deletions(-)

diff --git a/README.md b/README.md
index cfbd83058..68841adc2 100644
--- a/README.md
+++ b/README.md
@@ -157,7 +157,6 @@ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://git
 
 - [catboost](https://github.com/catboost/catboost) - A fast, scalable, high performance gradient boosting on decision trees library.
 - [feature_engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
-- [karateclub](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data.
 - [h2o](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
 - [lightgbm](https://github.com/lightgbm-org/LightGBM) - A fast, distributed, high performance gradient boosting framework.
 - [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
@@ -274,7 +273,6 @@ _Libraries and tools for templating and lexing._
 _Tools for managing, compressing and minifying website assets._
 
 - [django-compressor](https://github.com/django-compressor/django-compressor) - Compresses linked and inline JavaScript or CSS into a single cached file.
-- [django-pipeline](https://github.com/jazzband/django-pipeline) - An asset packaging library for Django.
 - [django-storages](https://github.com/jschneier/django-storages) - A collection of custom storage back ends for Django.
 
 ## Authentication
@@ -412,8 +410,6 @@ _Libraries for caching data._
 - [cachetools](https://github.com/tkem/cachetools) - Extensible memoizing collections and decorators.
 - [django-cacheops](https://github.com/Suor/django-cacheops) - A slick ORM cache with automatic granular event-driven invalidation.
 - [dogpile.cache](https://github.com/sqlalchemy/dogpile.cache) - dogpile.cache is a next generation replacement for Beaker made by the same authors.
-- [hermescache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention.
-- [pylibmc](https://github.com/lericson/pylibmc) - A Python wrapper around the [libmemcached](https://libmemcached.org/libMemcached.html) interface.
 - [python-diskcache](https://github.com/grantjenks/python-diskcache) - SQLite and file backed cache backend with faster lookups than memcached and redis.
 
 ## Search
@@ -662,11 +658,8 @@ _Libraries for generating project documentation._
 
 ## Editor Plugins and IDEs
 
-- [elpy](https://github.com/jorgenschaefer/elpy) - Emacs Python Development Environment.
-- [jedi-vim](https://github.com/davidhalter/jedi-vim) - Vim bindings for the Jedi auto-completion library for Python.
 - [PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.
 - [Python for VSCode](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.
-- [python-mode](https://github.com/python-mode/python-mode) - An all in one plugin for turning Vim into a Python IDE.
 - [spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE.
 - [YouCompleteMe](https://github.com/ycm-core/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
 
@@ -730,7 +723,6 @@ _Libraries for scheduling jobs._
 - [prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
 - [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
 - [SpiffWorkflow](https://github.com/sartography/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
-- [taskflow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
 
 ## Logging
 
@@ -784,7 +776,6 @@ _Useful CLI-based tools for productivity._
   - [cookiecutter](https://github.com/cookiecutter/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates).
   - [copier](https://github.com/copier-org/copier) - A library and command-line utility for rendering projects templates.
   - [doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal.
-  - [fpp](https://github.com/facebook/PathPicker) - Select files out of bash output.
   - [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command.
   - [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
   - [xonsh](https://github.com/xonsh/xonsh/) - A Python-powered shell. Full-featured and cross-platform.
@@ -840,7 +831,7 @@ _Libraries for parsing and manipulating plain texts._
   - [textdistance](https://github.com/life4/textdistance) - Compute distance between sequences with 30+ algorithms.
   - [unidecode](https://github.com/avian2/unidecode) - ASCII transliterations of Unicode text.
 - Unique identifiers
-  - [hashids](https://github.com/davidaurelio/hashids-python) - Implementation of [hashids](http://hashids.org) in Python.
+  - [sqids](https://github.com/sqids/sqids-python) - A library for generating short unique IDs from numbers.
   - [shortuuid](https://github.com/skorokithakis/shortuuid) - A generator library for concise, unambiguous and URL-safe UUIDs.
 - Parser
   - [pygments](https://github.com/pygments/pygments) - A generic syntax highlighter.
@@ -1076,7 +1067,6 @@ _Frameworks and tools for penetration testing._
 _Libraries for programming with hardware._
 
 - [bleak](https://github.com/hbldh/bleak) - A cross platform Bluetooth Low Energy Client for Python using asyncio.
-- [mouse](https://github.com/boppreh/mouse) - Hook and simulate global mouse events on Windows and Linux.
 - [pynput](https://github.com/moses-palmer/pynput) - A library to control and monitor input devices.
 
 ## Microsoft Windows

From ff9114784a3d5f123420959ad13b57427f47420f Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 16:47:11 +0800
Subject: [PATCH 95/96] docs: update Email section description and replace
 pymssql with mssql-python

Expand the Email section description to mention mail server management.
Replace the unmaintained pymssql entry with the official Microsoft
mssql-python driver, which is actively maintained and built on ODBC.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 68841adc2..f0b6c166d 100644
--- a/README.md
+++ b/README.md
@@ -347,7 +347,7 @@ _Libraries to automate web scraping and extract web content._
 
 ## Email
 
-_Libraries for sending and parsing email._
+_Libraries for sending and parsing email, and mail server management._
 
 - [modoboa](https://github.com/modoboa/modoboa) - A mail hosting and management platform including a modern Web UI.
 - [yagmail](https://github.com/kootenpv/yagmail) - Yet another Gmail/SMTP client.
@@ -386,7 +386,7 @@ _Libraries for connecting and operating databases._
   - [sqlite3](https://docs.python.org/3/library/sqlite3.html) - (Python standard library) SQlite interface compliant with DB-API 2.0.
 - Other Relational Databases
   - [clickhouse-driver](https://github.com/mymarilyn/clickhouse-driver) - Python driver with native interface for ClickHouse.
-  - [pymssql](https://github.com/pymssql/pymssql) - A simple database interface to Microsoft SQL Server.
+  - [mssql-python](https://github.com/microsoft/mssql-python) - Official Microsoft driver for SQL Server and Azure SQL, built on ODBC for high performance and low memory usage.
 - NoSQL Databases
   - [cassandra-driver](https://github.com/apache/cassandra-python-driver) - The Python Driver for Apache Cassandra.
   - [django-mongodb-backend](https://github.com/mongodb/django-mongodb-backend) - Official MongoDB database backend for Django.

From c87fdacd7b11fb0b26fee85571872f0e3a44ebc1 Mon Sep 17 00:00:00 2001
From: Vinta Chen <vinta.chen@gmail.com>
Date: Sat, 21 Mar 2026 16:50:48 +0800
Subject: [PATCH 96/96] docs: remove Editor Plugins section and fold RPC into
 Web Servers
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Remove the Editor Plugins and IDEs section — modern editors handle Python
via LSP natively, making a curated list of editor plugins less useful.

Consolidate the standalone RPC Servers section into a subsection under
Web Servers to reflect that grpcio and rpyc are network server libraries,
not a separate category.

Co-Authored-By: Claude <noreply@anthropic.com>
---
 README.md | 19 +++----------------
 1 file changed, 3 insertions(+), 16 deletions(-)

diff --git a/README.md b/README.md
index f0b6c166d..8bb0c2410 100644
--- a/README.md
+++ b/README.md
@@ -61,7 +61,6 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 - [Debugging Tools](#debugging-tools)
 - [Build Tools](#build-tools)
 - [Documentation](#documentation)
-- [Editor Plugins and IDEs](#editor-plugins-and-ides)
 
 **DevOps**
 
@@ -71,7 +70,6 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 - [Job Schedulers](#job-schedulers)
 - [Logging](#logging)
 - [Network Virtualization](#network-virtualization)
-- [RPC Servers](#rpc-servers)
 
 **CLI & GUI**
 
@@ -251,6 +249,9 @@ _ASGI and WSGI compatible web servers._
   - [gunicorn](https://github.com/benoitc/gunicorn) - Pre-forked, ported from Ruby's Unicorn project.
   - [uwsgi](https://github.com/unbit/uwsgi) - A project aims at developing a full stack for building hosting services, written in C.
   - [waitress](https://github.com/Pylons/waitress) - Multi-threaded, powers Pyramid.
+- RPC
+  - [grpcio](https://github.com/grpc/grpc) - HTTP/2-based RPC framework with Python bindings, built by Google.
+  - [rpyc](https://github.com/tomerfiliba-org/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python.
 
 ## WebSocket
 
@@ -656,13 +657,6 @@ _Libraries for generating project documentation._
 - [mkdocs](https://github.com/mkdocs/mkdocs/) - Markdown friendly documentation generator.
 - [pdoc](https://github.com/mitmproxy/pdoc) - Epydoc replacement to auto generate API documentation for Python libraries.
 
-## Editor Plugins and IDEs
-
-- [PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.
-- [Python for VSCode](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.
-- [spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE.
-- [YouCompleteMe](https://github.com/ycm-core/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
-
 **DevOps**
 
 ## DevOps Tools
@@ -740,13 +734,6 @@ _Tools and libraries for Virtual Networking and SDN (Software Defined Networking
 - [napalm](https://github.com/napalm-automation/napalm) - Cross-vendor API to manipulate network devices.
 - [scapy](https://github.com/secdev/scapy) - A brilliant packet manipulation library.
 
-## RPC Servers
-
-_RPC-compatible servers._
-
-- [grpcio](https://github.com/grpc/grpc) - HTTP/2-based RPC framework with Python bindings, built by Google.
-- [rpyc](https://github.com/tomerfiliba-org/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
-
 **CLI & GUI**
 
 ## Command-line Interface Development