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Releases: ml-tooling/best-of-python-dev

Update: 2026.07.02

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@github-actions github-actions released this 02 Jul 17:00

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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • pipenv (🥇46 · ⭐ 25K · 📈) - Python Development Workflow for Humans. MIT
  • conda (🥇44 · ⭐ 7.5K · 📈) - A system-level, binary package and environment manager running on all.. BSD-3
  • playwright-python (🥇42 · ⭐ 15K · 📈) - Python version of the Playwright testing and.. Apache-2
  • sqlmap (🥈38 · ⭐ 38K · 📈) - Automatic SQL injection and database takeover tool. ❗️GPL-3.0
  • asv (🥉31 · ⭐ 1K · 📈) - Airspeed Velocity: A simple Python benchmarking tool with web-based.. BSD-3

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Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • psutil (🥇46 · ⭐ 11K · 📉) - Cross-platform lib for process and system monitoring in Python. BSD-3
  • setuptools_scm (🥇39 · ⭐ 950 · 📉) - the blessed package to manage your versions by scm tags. MIT
  • invoke (🥈37 · ⭐ 4.8K · 📉) - Pythonic task management & command execution. BSD-2
  • mimesis (🥉31 · ⭐ 4.8K · 📉) - Mimesis is a fast Python library for generating fake data in multiple.. MIT
  • pybuilder (🥉26 · ⭐ 2K · 📉) - Software build automation tool for Python. Apache-2

What's Changed

  • Best-of update: 2026.06.25 by @github-actions[bot] in #275

Full Changelog: 2026.06.25...2026.07.02

Update: 2026.06.25

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@github-actions github-actions released this 26 Jun 08:33

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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • pyright (🥈41 · ⭐ 15K · 📈) - Static Type Checker for Python. MIT
  • setuptools_scm (🥇40 · ⭐ 950 · 📈) - the blessed package to manage your versions by scm tags. MIT
  • bandit (🥇39 · ⭐ 8.1K · 📈) - Bandit is a tool designed to find common security issues in.. Apache-2
  • asteval (🥈28 · ⭐ 220 · 📈) - minimalistic evaluator of python expression using ast module. MIT
  • pylama (🥉27 · ⭐ 1K · 💀) - Code audit tool for python. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • pipenv (🥇45 · ⭐ 25K · 📉) - Python Development Workflow for Humans. MIT
  • structlog (🥈38 · ⭐ 4.8K · 📉) - Simple, powerful, and fast logging for Python. Apache-2
  • pytest-cov (🥈38 · ⭐ 2K · 📉) - Coverage plugin for pytest. MIT
  • Glances (🥇37 · ⭐ 33K · 📉) - Glances an Eye on your system. A top/htop alternative for.. ❗Unlicensed
  • buildbot (🥉32 · ⭐ 5.5K · 📉) - Python-based continuous integration testing framework; your.. ❗️GPL-2.0

Update: 2026.06.11

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@github-actions github-actions released this 12 Jun 09:27

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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • pip (🥇48 · ⭐ 10K · 📈) - The Python package installer. MIT
  • tqdm (🥇44 · ⭐ 31K · 📈) - A Fast, Extensible Progress Bar for Python and CLI. MPL-2.0
  • jedi (🥇44 · ⭐ 6.2K · 📈) - Awesome autocompletion, static analysis and refactoring library for python. MIT
  • py2exe (🥉29 · ⭐ 990 · 📈) - Create standalone Windows programs from Python code. MIT
  • pytest-mypy (🥉28 · ⭐ 260 · 📈) - Mypy static type checker plugin for Pytest. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • psutil (🥇47 · ⭐ 11K · 📉) - Cross-platform lib for process and system monitoring in Python. BSD-3
  • setuptools (🥇44 · ⭐ 2.8K · 📉) - Official project repository for the Setuptools build system. MIT
  • sphinx (🥇41 · ⭐ 7.9K · 📉) - The Sphinx documentation generator. ❗Unlicensed
  • tabulate (🥈34 · ⭐ 2.6K · 📉) - Pretty-print tabular data in Python, a library and a command-line.. MIT
  • pylama (🥉25 · ⭐ 1.1K · 💀) - Code audit tool for python. MIT

Update: 2026.05.28

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@github-actions github-actions released this 02 Jun 14:04

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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • pytest (🥇51 · ⭐ 14K · 📈) - The pytest framework makes it easy to write small tests, yet.. MIT
  • psutil (🥇48 · ⭐ 11K · 📈) - Cross-platform lib for process and system monitoring in Python. BSD-3
  • hypothesis (🥇44 · ⭐ 8.7K · 📈) - The property-based testing library for Python. MPL-2.0
  • pytest-testmon (🥉28 · ⭐ 980 · 📈) - Selects tests affected by changed files. Executes the.. MIT
  • cohesion (🥉16 · ⭐ 270 · 💀) - A tool for measuring Python class cohesion. ❗️GPL-3.0

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • setuptools (🥇45 · ⭐ 2.8K · 📉) - Official project repository for the Setuptools build system. MIT
  • jedi (🥇40 · ⭐ 6.1K · 📉) - Awesome autocompletion, static analysis and refactoring library for python. MIT
  • sphinx-autodoc-typehints (🥈33 · ⭐ 590 · 📉) - Type hints support for the Sphinx autodoc extension. MIT
  • xdoctest (🥉26 · ⭐ 220 · 📉) - A rewrite of Pythons builtin doctest module (with pytest plugin.. Apache-2
  • tbvaccine (🥉16 · ⭐ 380 · 💀) - A small utility to pretty-print Python tracebacks. MIT

Update: 2026.05.21

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@github-actions github-actions released this 22 May 10:18

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • playwright-python (🥇41 · ⭐ 15K · 📈) - Python version of the Playwright testing and.. Apache-2
  • pycodestyle (🥈33 · ⭐ 5.2K · 📈) - Simple Python style checker in one Python file. MIT
  • memory-profiler (🥉29 · ⭐ 4.6K · 💀) - Monitor Memory usage of Python code. BSD-3
  • typed_ast (🥉26 · ⭐ 230 · 💀) - Modified fork of CPythons ast module that parses # type:.. Apache-2
  • asteval (🥉26 · ⭐ 210 · 📈) - minimalistic evaluator of python expression using ast module. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • prospector (🥇32 · ⭐ 2.1K · 📉) - Inspects Python source files and provides information about.. ❗️GPL-2.0
  • doit (🥉32 · ⭐ 2.1K · 📉) - CLI task management & automation tool. MIT
  • python-json-logger (🥉31 · ⭐ 1.8K · 💀) - Json Formatter for the standard python logger. BSD-2
  • py2app (🥉27 · ⭐ 420 · 📉) - py2app is a Python setuptools command which will allow you to make.. MIT
  • dephell (🥉24 · ⭐ 1.8K · 💀) - Python project management. Manage packages: convert between formats,.. MIT

Update: 2026.04.30

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@github-actions github-actions released this 01 May 07:51

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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • prettytable (🥈35 · ⭐ 1.7K · 📈) - Display tabular data in a visually appealing ASCII.. ❗Unlicensed
  • docformatter (🥉30 · ⭐ 590 · 📈) - Formats docstrings to follow PEP 257. MIT
  • PyHamcrest (🥉28 · ⭐ 800 · 📈) - Hamcrest matchers for Python. ❗Unlicensed
  • flake8-comprehensions (🥈28 · ⭐ 470 · 📈) - A flake8 plugin to help you write better.. MIT
  • Mamba Test Runner (🥉25 · ⭐ 540 · 💀) - The definitive testing tool for Python. Born under the.. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • playwright-python (🥈32 · ⭐ 15K · 📉) - Python version of the Playwright testing and.. Apache-2
  • pycodestyle (🥉26 · ⭐ 5.2K · 📉) - Simple Python style checker in one Python file. ❗Unlicensed
  • memory-profiler (🥉22 · ⭐ 4.6K · 💀) - Monitor Memory usage of Python code. ❗Unlicensed
  • typed_ast (🥉19 · ⭐ 230 · 💀) - Modified fork of CPythons ast module that parses # type:.. ❗Unlicensed
  • asteval (🥉16 · ⭐ 5 · 📉) - minimalistic evaluator of python expression using ast module. MIT

Update: 2026.04.09

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@github-actions github-actions released this 09 Apr 16:20

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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • hypothesis (🥇42 · ⭐ 8.6K · 📈) - The property-based testing library for Python. MPL-2.0
  • packaging (🥈39 · ⭐ 720 · 📈) - Core utilities for Python packages. ❗Unlicensed
  • tabulate (🥈37 · ⭐ 2.5K · 📈) - Pretty-print tabular data in Python, a library and a command-line.. MIT
  • python-json-logger (🥈33 · ⭐ 1.8K · 💀) - Json Formatter for the standard python logger. BSD-2
  • memory_profiler (🥉27 · ⭐ 4.5K · 💀) - Monitor Memory usage of Python code. BSD-3

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • safety (🥈34 · ⭐ 2K · 📉) - Safety checks Python dependencies for known security vulnerabilities and.. MIT
  • prettytable (🥈32 · ⭐ 1.6K · 📉) - Display tabular data in a visually appealing ASCII.. ❗Unlicensed
  • sphinx-autobuild (🥉27 · ⭐ 600 · 📉) - Watch a Sphinx directory and rebuild the.. MIT
  • PyHamcrest (🥉25 · ⭐ 800 · 📉) - Hamcrest matchers for Python. ❗Unlicensed
  • Mamba Test Runner (🥉22 · ⭐ 540 · 💀) - The definitive testing tool for Python. Born under the.. MIT

Update: 2026.04.02

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@github-actions github-actions released this 02 Apr 21:42

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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • conda (🥇41 · ⭐ 7.4K · 📈) - A system-level, binary package and environment manager running.. ❗Unlicensed
  • scons (🥇39 · ⭐ 2.4K · 📈) - SCons - a software construction tool. MIT
  • pipreqs (🥉31 · ⭐ 7.4K · 📈) - pipreqs - Generate pip requirements.txt file based on imports of.. Apache-2
  • breathe (🥈30 · ⭐ 810 · 📈) - ReStructuredText and Sphinx bridge to Doxygen. BSD-3
  • pylint-django (🥈29 · ⭐ 620 · 📈) - Pylint plugin for improving code analysis for when.. ❗Unlicensed

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • hypothesis (🥈33 · ⭐ 8.6K · 📉) - The property-based testing library for Python. ❗Unlicensed
  • sphinx_rtd_theme (🥈30 · ⭐ 5K · 📉) - Sphinx theme from Read the Docs. MIT
  • tabulate (🥉29 · ⭐ 2.5K · 📉) - Pretty-print tabular data in Python, a library and a command-line.. MIT
  • packaging (🥈29 · ⭐ 720 · 📉) - Core utilities for Python packages. ❗Unlicensed
  • memory_profiler (🥉16 · ⭐ 89 · 💀) - Monitor Memory usage of Python code. ❗Unlicensed

Update: 2026.03.26

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@github-actions github-actions released this 09 Apr 16:21

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • sphinx_rtd_theme (🥈38 · ⭐ 5K · 📈) - Sphinx theme from Read the Docs. MIT
  • pytest-cov (🥈38 · ⭐ 2K · 📈) - Coverage plugin for pytest. MIT
  • tabulate (🥈37 · ⭐ 2.5K · 📈) - Pretty-print tabular data in Python, a library and a command-line.. MIT
  • pytest-benchmark (🥈32 · ⭐ 1.4K · 📈) - pytest fixture for benchmarking code. BSD-2
  • asteval (🥉27 · ⭐ 210 · 📈) - minimalistic evaluator of python expression using ast module. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • conda (🥈39 · ⭐ 7.3K · 📉) - A system-level, binary package and environment manager running on all.. BSD-3
  • scons (🥈36 · ⭐ 2.4K · 📉) - SCons - a software construction tool. MIT
  • pipreqs (🥉28 · ⭐ 7.4K · 📉) - pipreqs - Generate pip requirements.txt file based on imports of.. Apache-2
  • factory_boy (🥉27 · ⭐ 3.8K · 📉) - A test fixtures replacement for Python. MIT
  • pylint-django (🥉26 · ⭐ 620 · 📉) - Pylint plugin for improving code analysis for when.. ❗️GPL-3.0

Update: 2026.03.19

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@github-actions github-actions released this 19 Mar 15:34

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Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

  • ruff (🥇48 · ⭐ 46K · 📈) - An extremely fast Python linter and code formatter, written in Rust. MIT
  • setuptools (🥇47 · ⭐ 2.8K · 📈) - Official project repository for the Setuptools build system. MIT
  • hypothesis (🥇43 · ⭐ 8.5K · 📈) - The property-based testing library for Python. MPL-2.0
  • sphinx (🥇43 · ⭐ 7.7K · 📈) - The Sphinx documentation generator. ❗Unlicensed
  • pipx (🥈38 · ⭐ 13K · 📈) - Install and Run Python Applications in Isolated Environments. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

  • sphinx_rtd_theme (🥈31 · ⭐ 5K · 📉) - Sphinx theme from Read the Docs. MIT
  • tabulate (🥉28 · ⭐ 2.5K · 📉) - Pretty-print tabular data in Python, a library and a command-line.. MIT
  • pytest-cov (🥉27 · ⭐ 2K · 📉) - Coverage plugin for pytest. MIT
  • colorlog (🥉24 · ⭐ 960 · 📉) - A colored formatter for the python logging module. MIT
  • asteval (🥉17 · ⭐ 4 · 📉) - minimalistic evaluator of python expression using ast module. MIT