Best-of Python Developer Tools
🏆 A ranked list of awesome python developer tools and libraries. Updated weekly.
This curated list contains 270 awesome open-source projects with a total of 1.1M stars grouped into 17 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!
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Contents¶
- Linters & Style Checkers 40 projects
- Type checkers 5 projects
- Code Formatters 7 projects
- Code Refactoring 18 projects
- Code Security 8 projects
- Virtual Environments 10 projects
- Dependency & Package Managers 11 projects
- Code Metrics & Complexity 6 projects
- Logging 21 projects
- Shell 2 projects
- Documentation 29 projects
- Debugging Tools 13 projects
- Testing Tools 43 projects
- Code Packaging 16 projects
- Build Tools 14 projects
- System Monitoring & Profiling 18 projects
- AST Tools 6 projects
- Others 1 projects
Explanation¶
- 🥇🥈🥉 Combined project-quality score
- ⭐️ Star count from GitHub
- 🐣 New project (less than 6 months old)
- 💤 Inactive project (6 months no activity)
- 💀 Dead project (12 months no activity)
- 📈📉 Project is trending up or down
- ➕ Project was recently added
- ❗️ Warning (e.g. missing/risky license)
- 👨💻 Contributors count from GitHub
- 🔀 Fork count from GitHub
- 📋 Issue count from GitHub
- ⏱️ Last update timestamp on package manager
- 📥 Download count from package manager
- 📦 Number of dependent projects
Flake8 related project
Pytest related projectPylint related project
Sphinx related project
MkDocs related project
Linters & Style Checkers¶
pylint (🥇44 · ⭐ 5.5K) - Its not just a linter that annoys you!. ❗️GPL-2.0
- [GitHub](https://github.com/pylint-dev/pylint) (👨💻 610 · 🔀 1.2K · 📥 250 · 📦 480K · 📋 5.8K - 17% open · ⏱️ 26.08.2025):
- [PyPi](https://pypi.org/project/pylint) (📥 35M / month · 📦 11K · ⏱️ 09.08.2025):
- [Conda](https://anaconda.org/conda-forge/pylint) (📥 6.6M · ⏱️ 09.08.2025):
flake8 (🥇42 · ⭐ 3.7K) - Flake8 is a wrapper around these tools: PyFlakes; pycodestyle; Ned.. MIT
- [GitHub](https://github.com/PyCQA/flake8) (👨💻 180 · 🔀 330 · 📦 660K · 📋 1.6K - 1% open · ⏱️ 12.08.2025):
- [PyPi](https://pypi.org/project/flake8) (📥 47M / month · 📦 27K · ⏱️ 20.06.2025):
- [Conda](https://anaconda.org/conda-forge/flake8) (📥 9.1M · ⏱️ 26.06.2025):
wemake-python-styleguide (🥇38 · ⭐ 2.8K) - The strictest and most opinionated python linter ever!. MIT
- [GitHub](https://github.com/wemake-services/wemake-python-styleguide) (👨💻 210 · 🔀 410 · 📦 18K · 📋 1.2K - 1% open · ⏱️ 27.08.2025):
- [PyPi](https://pypi.org/project/wemake-python-styleguide) (📥 220K / month · 📦 100 · ⏱️ 25.08.2025):
pycodestyle (🥇36 · ⭐ 5.1K) - Simple Python style checker in one Python file. MIT
- [GitHub](https://github.com/PyCQA/pycodestyle) (👨💻 140 · 🔀 750 · 📋 770 - 13% open · ⏱️ 12.08.2025):
- [PyPi](https://pypi.org/project/pycodestyle) (📥 68M / month · 📦 2.2K · ⏱️ 20.06.2025):
- [Conda](https://anaconda.org/conda-forge/pycodestyle) (📥 9.4M · ⏱️ 22.06.2025):
pyflakes (🥇36 · ⭐ 1.4K) - A simple program which checks Python source files for errors. MIT
- [GitHub](https://github.com/PyCQA/pyflakes) (👨💻 88 · 🔀 180 · 📦 330K · 📋 550 - 10% open · ⏱️ 20.06.2025):
- [PyPi](https://pypi.org/project/pyflakes) (📥 53M / month · 📦 1.3K · ⏱️ 20.06.2025):
- [Conda](https://anaconda.org/conda-forge/pyflakes) (📥 9M · ⏱️ 21.06.2025):
beartype (🥈35 · ⭐ 3.2K) - Unbearably fast near-real-time hybrid runtime-static type-checking in.. MIT
- [GitHub](https://github.com/beartype/beartype) (👨💻 26 · 🔀 63 · 📦 7.6K · 📋 420 - 23% open · ⏱️ 28.08.2025):
- [PyPi](https://pypi.org/project/beartype) (📥 6.4M / month · 📦 710 · ⏱️ 22.05.2025):
- [Conda](https://anaconda.org/conda-forge/beartype) (📥 420K · ⏱️ 22.05.2025):
parso (🥈35 · ⭐ 650) - A Python Parser. MIT
- [GitHub](https://github.com/davidhalter/parso) (👨💻 51 · 🔀 110 · 📦 580K · 📋 120 - 10% open · ⏱️ 23.08.2025):
- [PyPi](https://pypi.org/project/parso) (📥 75M / month · 📦 1.1K · ⏱️ 23.08.2025):
- [Conda](https://anaconda.org/conda-forge/parso) (📥 30M · ⏱️ 23.08.2025):
ruff (🥈31 · ⭐ 42K) - An extremely fast Python linter and code formatter, written in Rust. MIT
- [GitHub]() (🔀 1.5K):
- [PyPi](https://pypi.org/project/ruff) (📥 77M / month · 📦 18K · ⏱️ 28.08.2025):
- [Conda](https://anaconda.org/conda-forge/ruff) (📥 4.5M · ⏱️ 22.08.2025):
flake8-bugbear (🥈31 · ⭐ 1.1K) - A plugin for Flake8 finding likely bugs and design problems.. MIT
- [GitHub](https://github.com/PyCQA/flake8-bugbear) (👨💻 89 · 🔀 110 · 📦 41K · 📋 240 - 25% open · ⏱️ 12.08.2025):
- [PyPi](https://pypi.org/project/flake8-bugbear) (📥 3.2M / month · 📦 1.2K · ⏱️ 12.12.2024):
- [Conda](https://anaconda.org/conda-forge/flake8-bugbear) (📥 860K · ⏱️ 22.04.2025):
pylint-django (🥈29 · ⭐ 610) - Pylint plugin for improving code analysis for when.. ❗️GPL-3.0
- [GitHub](https://github.com/pylint-dev/pylint-django) (👨💻 71 · 🔀 120 · 📥 420 · 📦 32K · 📋 240 - 27% open · ⏱️ 18.08.2025):
- [PyPi](https://pypi.org/project/pylint-django) (📥 1.6M / month · 📦 120 · ⏱️ 10.10.2024):
- [Conda](https://anaconda.org/conda-forge/pylint-django) (📥 280K · ⏱️ 22.04.2025):
flake8-comprehensions (🥈28 · ⭐ 470) - A flake8 plugin to help you write better.. MIT
- [GitHub](https://github.com/adamchainz/flake8-comprehensions) (👨💻 16 · 🔀 23 · 📦 29K · 📋 61 - 8% open · ⏱️ 11.08.2025):
- [PyPi](https://pypi.org/project/flake8-comprehensions) (📥 1.3M / month · 📦 700 · ⏱️ 27.10.2024):
- [Conda](https://anaconda.org/conda-forge/flake8-comprehensions) (📥 890K · ⏱️ 22.04.2025):
flake8-isort (🥈28 · ⭐ 180) - flake8 plugin that integrates isort. ❗️GPL-2.0
- [GitHub](https://github.com/gforcada/flake8-isort) (👨💻 40 · 🔀 190 · 📦 28K · 📋 58 - 1% open · ⏱️ 17.08.2025):
- [PyPi](https://pypi.org/project/flake8-isort) (📥 1.4M / month · 📦 580 · ⏱️ 29.01.2025):
- [Conda](https://anaconda.org/conda-forge/flake8-isort) (📥 86K · ⏱️ 22.04.2025):
flake8-builtins (🥈28 · ⭐ 120) - Check for python builtins being used as variables or.. ❗️GPL-2.0
- [GitHub](https://github.com/gforcada/flake8-builtins) (👨💻 21 · 🔀 25 · 📦 11K · 📋 53 - 7% open · ⏱️ 17.08.2025):
- [PyPi](https://pypi.org/project/flake8-builtins) (📥 960K / month · 📦 560 · ⏱️ 17.08.2025):
- [Conda](https://anaconda.org/conda-forge/flake8-builtins) (📥 350K · ⏱️ 18.08.2025):
flake8-import-order (🥉27 · ⭐ 280) - Flake8 plugin that checks import order against.. ❗️LGPL-3.0
- [GitHub](https://github.com/PyCQA/flake8-import-order) (👨💻 50 · 🔀 74 · 📥 9 · 📋 110 - 7% open · ⏱️ 12.08.2025):
- [PyPi](https://pypi.org/project/flake8-import-order) (📥 960K / month · 📦 650 · ⏱️ 24.06.2025):
- [Conda](https://anaconda.org/conda-forge/flake8-import-order) (📥 320K · ⏱️ 26.06.2025):
hacking (🥉27 · ⭐ 240 · 💤) - OpenStack Hacking Style Checks. Mirror of code maintained at.. Apache-2
- [GitHub](https://github.com/openstack/hacking) (👨💻 190 · 🔀 66 · 📦 7.8K · ⏱️ 19.12.2024):
- [PyPi](https://pypi.org/project/hacking) (📥 100K / month · 📦 93 · ⏱️ 16.08.2024):
flake8-eradicate (🥉26 · ⭐ 320 · 💤) - Flake8 plugin to find commented out or dead code. MIT
- [GitHub](https://github.com/wemake-services/flake8-eradicate) (👨💻 17 · 🔀 13 · 📦 20K · 📋 40 - 20% open · ⏱️ 31.12.2024):
- [PyPi](https://pypi.org/project/flake8-eradicate) (📥 770K / month · 📦 170 · ⏱️ 31.05.2023):
- [Conda](https://anaconda.org/conda-forge/flake8-eradicate) (📥 24K · ⏱️ 22.04.2025):
check-manifest (🥉26 · ⭐ 290 · 💤) - Tool to check the completeness of MANIFEST.in for Python.. MIT
- [GitHub](https://github.com/mgedmin/check-manifest) (👨💻 22 · 🔀 38 · 📦 12K · 📋 100 - 23% open · ⏱️ 20.01.2025):
- [PyPi](https://pypi.org/project/check-manifest) (📥 770K / month · 📦 4.6K · ⏱️ 09.10.2024):
- [Conda](https://anaconda.org/conda-forge/check-manifest) (📥 160K · ⏱️ 22.04.2025):
mypy-protobuf (🥉25 · ⭐ 690 · 💤) - open source tools to generate mypy stubs from protobufs. Apache-2
- [GitHub](https://github.com/nipunn1313/mypy-protobuf) (👨💻 39 · 🔀 82 · 📋 140 - 17% open · ⏱️ 22.11.2024):
- [PyPi](https://pypi.org/project/mypy-protobuf) (📥 6.6M / month · 📦 190 · ⏱️ 01.04.2024):
- [Conda](https://anaconda.org/conda-forge/mypy-protobuf) (📥 160K · ⏱️ 22.04.2025):
nitpick (🥉25 · ⭐ 400) - Enforce the same settings on multiple projects. MIT
- [GitHub](https://github.com/andreoliwa/nitpick) (👨💻 16 · 🔀 25 · 📥 12 · 📦 1.4K · 📋 130 - 38% open · ⏱️ 26.08.2025):
- [PyPi](https://pypi.org/project/nitpick) (📥 16K / month · 📦 26 · ⏱️ 31.12.2023):
flake8-black (🥉25 · ⭐ 170) - flake8 plugin to run black for checking Python coding style. MIT
- [GitHub](https://github.com/peterjc/flake8-black) (👨💻 10 · 🔀 11 · 📦 8.6K · 📋 29 - 10% open · ⏱️ 08.07.2025):
- [PyPi](https://pypi.org/project/flake8-black) (📥 700K / month · 📦 490 · ⏱️ 20.12.2022):
- [Conda](https://anaconda.org/conda-forge/flake8-black) (📥 480K · ⏱️ 22.04.2025):
flake8-simplify (🥉22 · ⭐ 200) - A flake8 plugin that helps you to simplify code. MIT
- [GitHub](https://github.com/MartinThoma/flake8-simplify) (👨💻 16 · 🔀 22 · 📋 130 - 43% open · ⏱️ 01.06.2025):
- [PyPi](https://pypi.org/project/flake8-simplify) (📥 330K / month · 📦 110 · ⏱️ 01.06.2025):
- [Conda](https://anaconda.org/conda-forge/flake8-simplify) (📥 60K · ⏱️ 02.06.2025):
Show 19 hidden projects...
- pydocstyle (🥈32 · ⭐ 1.1K · 💀) - docstring style checker.MIT
- pep8-naming (🥈29 · ⭐ 520) - Naming Convention checker for Python. ❗️Saxpath
- darglint (🥈28 · ⭐ 480 · 💀) - A python documentation linter which checks that the docstring.. MIT
- coala (🥉27 · ⭐ 3.6K · 💀) - coala provides a unified command-line interface for linting and.. ❗️AGPL-3.0
- flake8-quotes (🥉27 · ⭐ 180 · 💀) - Flake8 extension for checking quotes in python. MIT MIT
- flake8-commas (🥉25 · ⭐ 130 · 💀) - Flake8 extension for enforcing trailing commas in python. MIT ❗Unlicensed
- data-science-types (🥉24 · ⭐ 200 · 💀) - Mypy stubs, i.e., type information, for numpy, pandas.. Apache-2
- pandas-vet (🥉21 · ⭐ 170 · 💀) - A plugin for Flake8 that checks pandas code. MIT MIT MIT MIT ❗️GPL-2.0 MIT
- bellybutton (🥉17 · ⭐ 280 · 💀) - Custom Python linting through AST expressions. MIT
- imhotep (🥉16 · ⭐ 220 · 💀) - A static-analysis bot for Github. MIT
- yala (🥉15 · ⭐ 16 · 💀) - Yet Another Linter Aggregator. MIT Apache-2 mypy
Type checkers¶
mypy (🥇49 · ⭐ 20K) - Optional static typing for Python. MIT
- [GitHub](https://github.com/python/mypy) (👨💻 810 · 🔀 3K · 📦 320K · 📋 12K - 25% open · ⏱️ 28.08.2025):
- [PyPi](https://pypi.org/project/mypy) (📥 68M / month · 📦 26K · ⏱️ 31.07.2025):
- [Conda](https://anaconda.org/conda-forge/mypy) (📥 5.8M · ⏱️ 27.08.2025):
pyright (🥈39 · ⭐ 15K) - Static Type Checker for Python. MIT
- [GitHub](https://github.com/microsoft/pyright) (👨💻 120 · 🔀 1.7K · 📥 5.3K · 📦 1.4K · 📋 7.2K - 1% open · ⏱️ 25.08.2025):
- [npm](https://www.npmjs.com/package/pyright) (📥 1.6M / month · 📦 29 · ⏱️ 20.08.2025):
pyre-check (🥉33 · ⭐ 7.1K) - Performant type-checking for python. MIT
- [GitHub](https://github.com/facebook/pyre-check) (👨💻 290 · 🔀 450 · 📦 21 · 📋 460 - 32% open · ⏱️ 28.08.2025):
- [PyPi](https://pypi.org/project/pyre-check) (📥 170K / month · 📦 87 · ⏱️ 07.07.2025):
pytype (🥉31 · ⭐ 5K) - A static type analyzer for Python code. Apache-2
- [GitHub](https://github.com/google/pytype) (👨💻 110 · 🔀 290 · 📦 4.1K · 📋 950 - 21% open · ⏱️ 20.08.2025):
- [PyPi](https://pypi.org/project/pytype) (📥 430K / month · 📦 230 · ⏱️ 11.10.2024):
- [Conda](https://anaconda.org/conda-forge/pytype) (📥 560K · ⏱️ 22.04.2025):
Show 1 hidden projects...
- typeguard (🥉33 · ⭐ 1.7K) - Run-time type checker for Python.❗Unlicensed
Code Formatters¶
black (🥇44 · ⭐ 41K) - The uncompromising Python code formatter. MIT
- [GitHub](https://github.com/psf/black) (👨💻 470 · 🔀 2.6K · 📥 130K · 📦 640K · 📋 2.8K - 13% open · ⏱️ 19.08.2025):
- [PyPi](https://pypi.org/project/black) (📥 78M / month · 📦 37K · ⏱️ 29.01.2025):
- [Conda](https://anaconda.org/conda-forge/black) (📥 17M · ⏱️ 22.04.2025):
isort (🥈40 · ⭐ 6.8K) - A Python utility / library to sort imports. MIT
- [GitHub](https://github.com/PyCQA/isort) (👨💻 320 · 🔀 600 · 📦 560K · 📋 1.3K - 17% open · ⏱️ 19.06.2025):
- [PyPi](https://pypi.org/project/isort) (📥 69M / month · 📦 15K · ⏱️ 26.02.2025):
- [Conda](https://anaconda.org/conda-forge/isort) (📥 7.8M · ⏱️ 02.05.2025):
yapf (🥈39 · ⭐ 14K) - A formatter for Python files. Apache-2
- [GitHub](https://github.com/google/yapf) (👨💻 160 · 🔀 900 · 📦 110K · 📋 880 - 47% open · ⏱️ 10.02.2025):
- [PyPi](https://pypi.org/project/yapf) (📥 9.8M / month · 📦 1.3K · ⏱️ 14.11.2024):
- [Conda](https://anaconda.org/conda-forge/yapf) (📥 2.4M · ⏱️ 22.04.2025):
autopep8 (🥉36 · ⭐ 4.6K · 💤) - A tool that automatically formats Python code to conform to the PEP.. MIT
- [GitHub](https://github.com/hhatto/autopep8) (👨💻 64 · 🔀 290 · 📦 230K · 📋 520 - 24% open · ⏱️ 14.01.2025):
- [PyPi](https://pypi.org/project/autopep8) (📥 7M / month · 📦 1.7K · ⏱️ 14.01.2025):
- [Conda](https://anaconda.org/conda-forge/autopep8) (📥 2.1M · ⏱️ 22.04.2025):
docformatter (🥉30 · ⭐ 570) - Formats docstrings to follow PEP 257. MIT
- [GitHub](https://github.com/PyCQA/docformatter) (👨💻 39 · 🔀 81 · 📥 50 · 📦 4.3K · 📋 170 - 11% open · ⏱️ 14.08.2025):
- [PyPi](https://pypi.org/project/docformatter) (📥 1.3M / month · 📦 300 · ⏱️ 11.05.2025):
- [Conda](https://anaconda.org/conda-forge/docformatter) (📥 240K · ⏱️ 11.05.2025):
autoimport (🥉17 · ⭐ 98 · 💤) - Autoimport automatically fixes wrong import statements. ❗️GPL-3.0
- [GitHub](https://github.com/lyz-code/autoimport) (👨💻 18 · 🔀 24 · 📋 49 - 30% open · ⏱️ 01.10.2024):
- [PyPi](https://pypi.org/project/autoimport) (📥 18K / month · 📦 14 · ⏱️ 01.10.2024):
Show 1 hidden projects...
- pyformat (🥉18 · ⭐ 94 · 💀) - Formats Python code to follow a consistent style.❗️Saxpath
Code Refactoring¶
jedi (🥇41 · ⭐ 6K) - Awesome autocompletion, static analysis and refactoring library for python. MIT
- [GitHub](https://github.com/davidhalter/jedi) (👨💻 180 · 🔀 520 · 📦 580K · 📋 1.4K - 5% open · ⏱️ 24.06.2025):
- [PyPi](https://pypi.org/project/jedi) (📥 76M / month · 📦 1.2K · ⏱️ 11.11.2024):
- [Conda](https://anaconda.org/conda-forge/jedi) (📥 33M · ⏱️ 22.04.2025):
rope (🥇36 · ⭐ 2.1K) - a python refactoring library. ❗️LGPL-3.0
- [GitHub](https://github.com/python-rope/rope) (👨💻 82 · 🔀 170 · 📥 42 · 📦 79K · 📋 380 - 30% open · ⏱️ 12.07.2025):
- [PyPi](https://pypi.org/project/rope) (📥 1.5M / month · 📦 320 · ⏱️ 12.07.2025):
- [Conda](https://anaconda.org/conda-forge/rope) (📥 2M · ⏱️ 13.07.2025):
pyupgrade (🥈33 · ⭐ 3.9K) - A tool (and pre-commit hook) to automatically upgrade syntax for newer.. MIT
- [GitHub](https://github.com/asottile/pyupgrade) (👨💻 36 · 🔀 200 · 📋 470 - 4% open · ⏱️ 13.08.2025):
- [PyPi](https://pypi.org/project/pyupgrade) (📥 1.1M / month · 📦 520 · ⏱️ 23.05.2025):
- [Conda](https://anaconda.org/conda-forge/pyupgrade) (📥 850K · ⏱️ 24.05.2025):
vulture (🥈30 · ⭐ 4K) - Find dead Python code. MIT
- [GitHub](https://github.com/jendrikseipp/vulture) (👨💻 46 · 🔀 170 · 📦 5.8K · 📋 230 - 17% open · ⏱️ 04.06.2025):
- [PyPi](https://pypi.org/project/vulture) (📥 2.2M / month · 📦 200 · ⏱️ 08.12.2024):
- [Conda](https://anaconda.org/conda-forge/vulture) (📥 120K · ⏱️ 22.04.2025):
autoflake (🥈27 · ⭐ 940) - Removes unused imports and unused variables as reported by pyflakes. MIT
- [GitHub](https://github.com/PyCQA/autoflake) (👨💻 39 · 🔀 82 · 📋 120 - 34% open · ⏱️ 25.08.2025):
- [PyPi](https://pypi.org/project/autoflake) (📥 3.9M / month · 📦 1K · ⏱️ 13.03.2024):
- [Conda](https://anaconda.org/conda-forge/autoflake) (📥 620K · ⏱️ 28.07.2025):
MonkeyType (🥈26 · ⭐ 4.9K) - A Python library that generates static type annotations by.. BSD-3
- [GitHub](https://github.com/Instagram/MonkeyType) (👨💻 51 · 🔀 180 · 📋 200 - 30% open · ⏱️ 14.06.2025):
- [PyPi](https://pypi.org/project/monkeytype) (📥 190K / month · 📦 23 · ⏱️ 20.03.2023):
- [Conda](https://anaconda.org/conda-forge/monkeytype) (📥 90K · ⏱️ 22.04.2025):
add-trailing-comma (🥉24 · ⭐ 360) - A tool (and pre-commit hook) to automatically add trailing.. MIT
- [GitHub](https://github.com/asottile/add-trailing-comma) (👨💻 11 · 🔀 29 · ⏱️ 13.08.2025):
- [PyPi](https://pypi.org/project/add-trailing-comma) (📥 100K / month · 📦 39 · ⏱️ 23.05.2025):
unimport (🥉21 · ⭐ 240) - The ultimate linter and formatter for removing unused import statements.. MIT
- [GitHub](https://github.com/hakancelikdev/unimport) (👨💻 16 · 🔀 22 · 📦 150 · 📋 120 - 9% open · ⏱️ 01.08.2025):
- [PyPi](https://pypi.org/project/unimport) (📥 35K / month · 📦 16 · ⏱️ 24.12.2023):
com2ann (🥉19 · ⭐ 150) - Tool for translation type comments to type annotations in Python. MIT
- [GitHub](https://github.com/ilevkivskyi/com2ann) (👨💻 8 · 🔀 13 · 📦 96 · 📋 33 - 30% open · ⏱️ 02.06.2025):
- [PyPi](https://pypi.org/project/com2ann) (📥 33K / month · 📦 2 · ⏱️ 21.08.2021):
Show 9 hidden projects...
- redbaron (🥈25 · ⭐ 720 · 💀) - Bottom-up approach to refactoring in python.❗️LGPL-3.0
- eradicate (🥈25 · ⭐ 210) - Removes commented-out code from Python files. ❗️Saxpath
- Bowler (🥉24 · ⭐ 1.6K · 💀) - Safe code refactoring for modern Python. MIT
- baron (🥉24 · ⭐ 300 · 💀) - IDE allow you to refactor code, Baron allows you to write.. ❗️LGPL-3.0
- pyannotate (🥉22 · ⭐ 1.4K · 💀) - Auto-generate PEP-484 annotations. Apache-2
- unify (🥉20 · ⭐ 96 · 💀) - Modifies strings to all use the same quote where possible. MIT
- massedit (🥉17 · ⭐ 110 · 💀) - Programmatically edit text files with Python. Useful for source to.. MIT
- pep8ify (🥉15 · ⭐ 120 · 💀) - A library that modifies python source code to conform to pep8. Apache-2
- retype (🥉14 · ⭐ 140 · 💀) - Re-apply type annotations from .pyi stubs to your codebase. MIT
Code Security¶
bandit (🥇38 · ⭐ 7.3K) - Bandit is a tool designed to find common security issues in Python.. Apache-2
- [GitHub](https://github.com/PyCQA/bandit) (👨💻 190 · 🔀 680 · 📥 880 · 📦 58K · 📋 710 - 28% open · ⏱️ 25.08.2025):
- [PyPi](https://pypi.org/project/bandit) (📥 9.6M / month · 📦 1.8K · ⏱️ 06.07.2025):
- [Conda](https://anaconda.org/conda-forge/bandit) (📥 510K · ⏱️ 06.07.2025):
safety (🥈36 · ⭐ 1.9K) - Safety checks Python dependencies for known security vulnerabilities and.. MIT
- [GitHub](https://github.com/pyupio/safety) (👨💻 52 · 🔀 160 · 📥 860K · 📦 18K · 📋 250 - 12% open · ⏱️ 25.08.2025):
- [PyPi](https://pypi.org/project/safety) (📥 3.8M / month · 📦 730 · ⏱️ 25.08.2025):
- [Conda](https://anaconda.org/conda-forge/safety) (📥 140K · ⏱️ 10.07.2025):
sqlmap (🥈34 · ⭐ 35K) - Automatic SQL injection and database takeover tool. ❗️GPL-3.0
- [GitHub](https://github.com/sqlmapproject/sqlmap) (👨💻 150 · 🔀 6K · 📦 21 · 📋 5.4K - 1% open · ⏱️ 24.08.2025):
- [PyPi](https://pypi.org/project/sqlmap) (📥 14K / month · 📦 12 · ⏱️ 05.08.2025):
detect-secrets (🥉29 · ⭐ 4.2K · 💤) - An enterprise friendly way of detecting and preventing.. Apache-2
- [GitHub](https://github.com/Yelp/detect-secrets) (👨💻 85 · 🔀 510 · 📋 370 - 33% open · ⏱️ 06.01.2025):
- [PyPi](https://pypi.org/project/detect-secrets) (📥 1.4M / month · 📦 95 · ⏱️ 06.05.2024):
dlint (🥉20 · ⭐ 170 · 💤) - Dlint is a tool for encouraging best coding practices and helping.. BSD-3
- [GitHub](https://github.com/dlint-py/dlint) (👨💻 16 · 🔀 16 · 📋 47 - 51% open · ⏱️ 31.10.2024):
- [PyPi](https://pypi.org/project/dlint) (📥 100K / month · 📦 93 · ⏱️ 31.10.2024):
- [Conda](https://anaconda.org/conda-forge/dlint) (📥 11K · ⏱️ 22.04.2025):
Show 3 hidden projects...
- pyarmor (🥉32 · ⭐ 4.5K) - A tool used to obfuscate python scripts, bind obfuscated scripts..❗️SGI-B-2.0
- dodgy (🥉21 · ⭐ 120 · 💀) - Looks at Python code to search for things which look dodgy such as.. MIT
- pyt (🥉20 · ⭐ 2.2K · 💀) - A Static Analysis Tool for Detecting Security Vulnerabilities in.. ❗️GPL-2.0
Virtual Environments¶
pipenv (🥇45 · ⭐ 25K) - Python Development Workflow for Humans. MIT
- [GitHub](https://github.com/pypa/pipenv) (👨💻 530 · 🔀 1.9K · 📦 170K · 📋 4.3K - 5% open · ⏱️ 07.07.2025):
- [PyPi](https://pypi.org/project/pipenv) (📥 26M / month · 📦 250 · ⏱️ 07.07.2025):
- [Conda](https://anaconda.org/conda-forge/pipenv) (📥 280K · ⏱️ 08.07.2025):
virtualenv (🥈44 · ⭐ 5K) - Virtual Python Environment builder. MIT
- [GitHub](https://github.com/pypa/virtualenv) (👨💻 300 · 🔀 1.1K · 📦 490K · 📋 1.4K - 1% open · ⏱️ 18.08.2025):
- [PyPi](https://pypi.org/project/virtualenv) (📥 260M / month · 📦 1.9K · ⏱️ 13.08.2025):
- [Conda](https://anaconda.org/conda-forge/virtualenv) (📥 15M · ⏱️ 13.08.2025):
pyenv (🥈34 · ⭐ 43K) - Simple Python version management. MIT
- [GitHub](https://github.com/pyenv/pyenv) (👨💻 460 · 🔀 3.2K · 📦 21 · 📋 1.9K - 4% open · ⏱️ 28.08.2025):
- [PyPi](https://pypi.org/project/pyenv) (📥 11K / month · ⏱️ 12.01.2019):
nodeenv (🥈34 · ⭐ 1.7K · 💤) - Virtual environment for Node.js & integrator with virtualenv. BSD-3
- [GitHub](https://github.com/ekalinin/nodeenv) (👨💻 100 · 🔀 220 · 📦 120K · 📋 210 - 30% open · ⏱️ 25.08.2024):
- [PyPi](https://pypi.org/project/nodeenv) (📥 68M / month · 📦 250 · ⏱️ 04.06.2024):
- [Conda](https://anaconda.org/conda-forge/nodeenv) (📥 6.6M · ⏱️ 22.04.2025):
pyenv-virtualenv (🥉21 · ⭐ 6.6K) - a pyenv plugin to manage virtualenv (a.k.a. python-virtualenv). MIT
- [GitHub](https://github.com/pyenv/pyenv-virtualenv) (👨💻 65 · 🔀 420 · 📦 21 · 📋 360 - 27% open · ⏱️ 17.05.2025):
pyenv-installer (🥉16 · ⭐ 4.1K) - This tool is used to install `pyenv` and friends. MIT
- [GitHub](https://github.com/pyenv/pyenv-installer) (👨💻 42 · 🔀 460 · 📋 87 - 9% open · ⏱️ 24.04.2025):
Show 4 hidden projects...
- vex (🥉18 · ⭐ 370 · 💀) - Run a command in the named virtualenv.MIT
- dh-virtualenv (🥉16 · ⭐ 1.6K · 💀) - Python virtualenvs in Debian packages. ❗️GPL-2.0
- pipenv-pipes (🥉13 · ⭐ 130 · 💀) - A PipEnv Environment Switcher. MIT
- freshenv (🥉12 · ⭐ 170 · 💀) - Provision, share, manage local and cloud developer environments. MPL-2.0
Dependency & Package Managers¶
pip (🥇47 · ⭐ 9.9K) - The Python package installer. MIT
- [GitHub](https://github.com/pypa/pip) (👨💻 840 · 🔀 3.1K · 📦 240K · 📋 7.7K - 14% open · ⏱️ 25.08.2025):
- [PyPi](https://pypi.org/project/pip) (📥 450M / month · 📦 5.3K · ⏱️ 30.07.2025):
- [Conda](https://anaconda.org/conda-forge/pip) (📥 170M · ⏱️ 31.07.2025):
conda (🥇43 · ⭐ 7.1K) - A system-level, binary package and environment manager running on all.. BSD-3
- [GitHub](https://github.com/conda/conda) (👨💻 470 · 🔀 1.9K · 📥 28K · 📦 52K · 📋 10K - 6% open · ⏱️ 26.08.2025):
- [PyPi](https://pypi.org/project/conda) (📥 14K / month · 📦 83 · ⏱️ 22.04.2017):
- [Conda](https://anaconda.org/conda-forge/conda) (📥 64M · ⏱️ 05.08.2025):
poetry (🥈40 · ⭐ 34K) - Python packaging and dependency management made easy. MIT
- [GitHub](https://github.com/python-poetry/poetry) (👨💻 610 · 🔀 2.4K · 📥 16M · 📋 6.3K - 9% open · ⏱️ 27.08.2025):
- [PyPi](https://pypi.org/project/poetry) (📥 70M / month · 📦 850 · ⏱️ 05.08.2025):
- [Conda](https://anaconda.org/conda-forge/poetry) (📥 4.9M · ⏱️ 05.08.2025):
pip-tools (🥈39 · ⭐ 7.9K) - A set of tools to keep your pinned Python dependencies fresh. BSD-3
- [GitHub](https://github.com/jazzband/pip-tools) (👨💻 220 · 🔀 630 · 📦 36K · 📋 1.1K - 18% open · ⏱️ 13.08.2025):
- [PyPi](https://pypi.org/project/pip-tools) (📥 19M / month · 📦 2.7K · ⏱️ 31.07.2025):
- [Conda](https://anaconda.org/conda-forge/pip-tools) (📥 260K · ⏱️ 31.07.2025):
PDM (🥈38 · ⭐ 8.5K) - A modern Python package and dependency manager supporting the latest PEP.. MIT
- [GitHub](https://github.com/pdm-project/pdm) (👨💻 230 · 🔀 450 · 📥 710 · 📦 510 · 📋 1.9K - 2% open · ⏱️ 27.08.2025):
- [PyPi](https://pypi.org/project/pdm) (📥 6.7M / month · 📦 200 · ⏱️ 22.08.2025):
- [Conda](https://anaconda.org/conda-forge/pdm) (📥 1.5M · ⏱️ 30.07.2025):
pipx (🥉34 · ⭐ 12K) - Install and Run Python Applications in Isolated Environments. MIT
- [GitHub](https://github.com/pypa/pipx) (👨💻 160 · 🔀 470 · 📥 560K · 📦 4.5K · 📋 850 - 16% open · ⏱️ 10.08.2025):
- [PyPi](https://pypi.org/project/pipx) (📥 10M / month · 📦 58 · ⏱️ 23.08.2024):
- [Conda](https://anaconda.org/conda-forge/pipx) (📥 150K · ⏱️ 22.04.2025):
mamba (🥉31 · ⭐ 7.6K) - The Fast Cross-Platform Package Manager. BSD-3
- [GitHub](https://github.com/mamba-org/mamba) (👨💻 170 · 🔀 400 · 📋 2K - 22% open · ⏱️ 26.08.2025):
- [Conda](https://anaconda.org/conda-forge/mamba) (📥 19M · ⏱️ 26.08.2025):
pipreqs (🥉31 · ⭐ 7.3K) - pipreqs - Generate pip requirements.txt file based on imports of any.. Apache-2
- [GitHub](https://github.com/bndr/pipreqs) (👨💻 74 · 🔀 420 · 📦 40K · 📋 330 - 65% open · ⏱️ 30.06.2025):
- [PyPi](https://pypi.org/project/pipreqs) (📥 1.1M / month · 📦 310 · ⏱️ 18.02.2024):
- [Conda](https://anaconda.org/conda-forge/pipreqs) (📥 67K · ⏱️ 22.04.2025):
pyflow (🥉22 · ⭐ 1.3K) - An installation and dependency system for Python. MIT
- [GitHub](https://github.com/David-OConnor/pyflow) (👨💻 29 · 🔀 48 · 📥 8.6K · 📦 42 · 📋 140 - 47% open · ⏱️ 06.07.2025):
- [PyPi](https://pypi.org/project/pyflow) (📥 370 / month · 📦 1 · ⏱️ 02.07.2021):
Show 2 hidden projects...
- dephell (🥉26 · ⭐ 1.8K · 💀) - Python project management. Manage packages: convert between formats,..MIT
- pip-run (🥉19 · ⭐ 140) - pip-run - dynamic dependency loader for Python. ❗Unlicensed
Code Metrics & Complexity¶
prospector (🥇34 · ⭐ 2K) - Inspects Python source files and provides information about type.. ❗️GPL-2.0
- [GitHub](https://github.com/prospector-dev/prospector) (👨💻 98 · 🔀 180 · 📦 5.2K · 📋 400 - 8% open · ⏱️ 25.08.2025):
- [PyPi](https://pypi.org/project/prospector) (📥 560K / month · 📦 290 · ⏱️ 13.08.2025):
- [Conda](https://anaconda.org/conda-forge/prospector) (📥 170K · ⏱️ 13.08.2025):
mccabe (🥈31 · ⭐ 660 · 💀) - McCabe complexity checker for Python. ❗️Saxpath
- [GitHub](https://github.com/PyCQA/mccabe) (👨💻 24 · 🔀 62 · 📦 510K · 📋 54 - 16% open · ⏱️ 03.12.2023):
- [PyPi](https://pypi.org/project/mccabe) (📥 71M / month · 📦 930 · ⏱️ 24.01.2022):
- [Conda](https://anaconda.org/conda-forge/mccabe) (📥 10M · ⏱️ 22.04.2025):
radon (🥈29 · ⭐ 1.9K · 💤) - Various code metrics for Python code. MIT
- [GitHub](https://github.com/rubik/radon) (👨💻 60 · 🔀 130 · 📦 6.8K · 📋 190 - 21% open · ⏱️ 20.10.2024):
- [PyPi](https://pypi.org/project/radon) (📥 1.7M / month · 📦 220 · ⏱️ 26.03.2023):
- [Conda](https://anaconda.org/conda-forge/radon) (📥 100K · ⏱️ 22.04.2025):
xenon (🥉23 · ⭐ 260 · 💤) - Monitoring tool based on radon. MIT
- [GitHub](https://github.com/rubik/xenon) (👨💻 13 · 🔀 22 · 📦 1.6K · 📋 40 - 12% open · ⏱️ 21.10.2024):
- [PyPi](https://pypi.org/project/xenon) (📥 260K / month · 📦 47 · ⏱️ 21.10.2024):
- [Conda](https://anaconda.org/conda-forge/xenon) (📥 29K · ⏱️ 10.05.2025):
cohesion (🥉16 · ⭐ 240 · 💤) - A tool for measuring Python class cohesion. ❗️GPL-3.0
- [GitHub](https://github.com/mschwager/cohesion) (👨💻 3 · 🔀 6 · 📋 19 - 31% open · ⏱️ 09.12.2024):
- [PyPi](https://pypi.org/project/cohesion) (📥 13K / month · 📦 13 · ⏱️ 09.12.2024):
- [Conda](https://anaconda.org/conda-forge/cohesion) (📥 5K · ⏱️ 22.04.2025):
Show 1 hidden projects...
- wily (🥉26 · ⭐ 1.2K · 💀) - A Python application for tracking, reporting on timing and..Apache-2
Logging¶
rich (🥇47 · ⭐ 53K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
- [GitHub](https://github.com/Textualize/rich) (👨💻 280 · 🔀 1.9K · 📦 470K · 📋 1.5K - 18% open · ⏱️ 13.08.2025):
- [PyPi](https://pypi.org/project/rich) (📥 190M / month · 📦 22K · ⏱️ 25.07.2025):
- [Conda](https://anaconda.org/conda-forge/rich) (📥 14M · ⏱️ 25.07.2025):
tqdm (🥇41 · ⭐ 30K · 💤) - A Fast, Extensible Progress Bar for Python and CLI. MPL-2.0
- [GitHub](https://github.com/tqdm/tqdm) (👨💻 130 · 🔀 1.4K · 📥 15K · 📦 1.2M · 📋 1.2K - 49% open · ⏱️ 12.11.2024):
- [PyPi](https://pypi.org/project/tqdm) (📥 220M / month · 📦 44K · ⏱️ 24.11.2024):
- [Conda](https://anaconda.org/conda-forge/tqdm) (📥 40M · ⏱️ 22.04.2025):
- [Docker Hub](https://hub.docker.com/r/tqdm/tqdm) (📥 5.3K · ⭐ 3 · ⏱️ 14.12.2024):
sentry-sdk (🥇39 · ⭐ 2.1K) - The official Python SDK for Sentry.io. MIT
- [GitHub](https://github.com/getsentry/sentry-python) (👨💻 280 · 🔀 560 · 📥 4K · 📋 1.8K - 11% open · ⏱️ 26.08.2025):
- [PyPi](https://pypi.org/project/sentry-sdk) (📥 70M / month · 📦 1.3K · ⏱️ 26.08.2025):
- [Conda](https://anaconda.org/conda-forge/sentry-sdk) (📥 1.4M · ⏱️ 26.08.2025):
loguru (🥈38 · ⭐ 23K) - Python logging made (stupidly) simple. MIT
- [GitHub](https://github.com/Delgan/loguru) (👨💻 67 · 🔀 740 · 📦 140K · 📋 1.1K - 20% open · ⏱️ 10.08.2025):
- [PyPi](https://pypi.org/project/loguru) (📥 36M / month · 📦 11K · ⏱️ 06.12.2024):
- [Conda](https://anaconda.org/conda-forge/loguru) (📥 3.6M · ⏱️ 07.05.2025):
structlog (🥈38 · ⭐ 4.2K) - Simple, powerful, and fast logging for Python. Apache-2
- [GitHub](https://github.com/hynek/structlog) (👨💻 130 · 🔀 250 · 📦 25K · 📋 380 - 10% open · ⏱️ 18.08.2025):
- [PyPi](https://pypi.org/project/structlog) (📥 32M / month · 📦 1.5K · ⏱️ 02.06.2025):
- [Conda](https://anaconda.org/conda-forge/structlog) (📥 760K · ⏱️ 02.06.2025):
logbook (🥈35 · ⭐ 1.5K) - A cool logging replacement for Python. BSD-3
- [GitHub](https://github.com/getlogbook/logbook) (👨💻 80 · 🔀 170 · 📥 500 · 📦 7.3K · 📋 190 - 25% open · ⏱️ 26.07.2025):
- [PyPi](https://pypi.org/project/logbook) (📥 6.8M / month · 📦 270 · ⏱️ 14.06.2025):
- [Conda](https://anaconda.org/conda-forge/logbook) (📥 350K · ⏱️ 27.08.2025):
tabulate (🥈34 · ⭐ 2.4K) - Pretty-print tabular data in Python, a library and a command-line.. MIT
- [GitHub](https://github.com/astanin/python-tabulate) (👨💻 100 · 🔀 170 · 📋 270 - 44% open · ⏱️ 23.07.2025):
- [PyPi](https://pypi.org/project/tabulate) (📥 110M / month · 📦 8.4K · ⏱️ 06.10.2022):
- [Conda](https://anaconda.org/conda-forge/tabulate) (📥 10M · ⏱️ 22.04.2025):
alive-progress (🥈33 · ⭐ 6K) - A new kind of Progress Bar, with real-time throughput, ETA, and.. MIT
- [GitHub](https://github.com/rsalmei/alive-progress) (👨💻 10 · 🔀 220 · 📦 4.7K · 📋 240 - 5% open · ⏱️ 20.07.2025):
- [PyPi](https://pypi.org/project/alive-progress) (📥 2.4M / month · 📦 590 · ⏱️ 20.07.2025):
- [Conda](https://anaconda.org/conda-forge/alive-progress) (📥 160K · ⏱️ 22.04.2025):
python-json-logger (🥉32 · ⭐ 1.8K · 💤) - Json Formatter for the standard python logger. BSD-2
- [GitHub](https://github.com/madzak/python-json-logger) (👨💻 64 · 🔀 230 · 📋 120 - 24% open · ⏱️ 12.12.2024):
- [PyPi](https://pypi.org/project/python-json-logger) (📥 60M / month · 📦 960 · ⏱️ 27.04.2025):
- [Conda](https://anaconda.org/conda-forge/python-json-logger) (📥 13M · ⏱️ 22.04.2025):
colorlog (🥉31 · ⭐ 930 · 💤) - A colored formatter for the python logging module. MIT
- [GitHub](https://github.com/borntyping/python-colorlog) (👨💻 34 · 🔀 93 · 📦 60K · ⏱️ 29.10.2024):
- [PyPi](https://pypi.org/project/colorlog) (📥 34M / month · 📦 2.1K · ⏱️ 29.10.2024):
- [Conda](https://anaconda.org/conda-forge/colorlog) (📥 5.6M · ⏱️ 22.04.2025):
progressbar2 (🥉30 · ⭐ 880 · 💤) - Progressbar 2 - A progress bar for Python 2 and Python 3 -.. BSD-3
- [GitHub](https://github.com/wolph/python-progressbar) (👨💻 47 · 🔀 100 · 📥 3.1K · 📋 230 - 2% open · ⏱️ 06.12.2024):
- [PyPi](https://pypi.org/project/progressbar2) (📥 29M / month · 📦 930 · ⏱️ 28.08.2024):
- [Conda](https://anaconda.org/conda-forge/progressbar2) (📥 3.2M · ⏱️ 22.04.2025):
notifiers (🥉29 · ⭐ 2.7K) - The easy way to send notifications. MIT
- [GitHub](https://github.com/liiight/notifiers) (👨💻 27 · 🔀 110 · 📦 1.4K · 📋 110 - 36% open · ⏱️ 05.08.2025):
- [PyPi](https://pypi.org/project/notifiers) (📥 570K / month · 📦 37 · ⏱️ 17.05.2025):
- [Conda](https://anaconda.org/conda-forge/notifiers) (📥 58K · ⏱️ 20.05.2025):
python-devtools (🥉22 · ⭐ 1K · 💤) - Dev tools for python. MIT
- [GitHub](https://github.com/samuelcolvin/python-devtools) (👨💻 14 · 🔀 49 · 📦 8.7K · 📋 69 - 40% open · ⏱️ 24.01.2025):
- [PyPi](https://pypi.org/project/python-devtools) (📥 2K / month · 📦 2 · ⏱️ 21.08.2017):
- [Conda](https://anaconda.org/conda-forge/python-devtools) (📥 44K · ⏱️ 22.04.2025):
Show 8 hidden projects...
- prettytable (🥈34 · ⭐ 1.5K) - Display tabular data in a visually appealing ASCII table..❗Unlicensed
- python-coloredlogs (🥉30 · ⭐ 560 · 💀) - Colored terminal output for Pythons logging module. MIT
- wasabi (🥉27 · ⭐ 460 · 💀) - A lightweight console printing and formatting toolkit. MIT
- better-exceptions (🥉24 · ⭐ 4.7K · 💀) - Pretty and useful exceptions in Python, automatically. MIT
- rebound (🥉24 · ⭐ 4.1K · 💀) - Instant Stack Overflow results whenever an exception is thrown. ❗️GPL-2.0
- stackprinter (🥉24 · ⭐ 1.3K · 💀) - Debugging-friendly exceptions for Python. MIT
- PrettyErrors (🥉23 · ⭐ 2.9K · 💀) - Prettify Python exception output to make it legible. MIT
- tbvaccine (🥉16 · ⭐ 380 · 💀) - A small utility to pretty-print Python tracebacks. MIT
Shell¶
xxh (🥉19 · ⭐ 5.7K) - Bring your favorite shell wherever you go through the ssh. Xonsh shell,.. BSD-2
- [GitHub](https://github.com/xxh/xxh) (👨💻 27 · 🔀 120 · 📥 4.4K · 📋 96 - 30% open · ⏱️ 04.04.2025):
- [PyPi](https://pypi.org/project/xxh-xxh) (📥 230 / month · ⏱️ 06.04.2024):
Show 1 hidden projects...
- xonsh (🥇37 · ⭐ 8.9K) - Python-powered shell. Full-featured and cross-platform.❗️BSD-1-Clause
Documentation¶
🔗 best-of-mkdocs ( ⭐ 1.5K) - Collection of MkDocs projects and plugins.
mkdocs-material (🥇43 · ⭐ 24K) - Documentation that simply works. MIT
- [GitHub](https://github.com/squidfunk/mkdocs-material) (👨💻 320 · 🔀 3.9K · 📦 73K · 📋 2.6K - 0% open · ⏱️ 28.08.2025):
- [PyPi](https://pypi.org/project/mkdocs-material) (📥 11M / month · 📦 5.3K · ⏱️ 22.08.2025):
- [Conda](https://anaconda.org/conda-forge/mkdocs-material) (📥 760K · ⏱️ 22.08.2025):
mkdocs (🥇40 · ⭐ 21K) - Project documentation with Markdown. BSD-2
- [GitHub](https://github.com/mkdocs/mkdocs) (👨💻 260 · 🔀 2.5K · 📦 88K · 📋 2.1K - 5% open · ⏱️ 03.08.2025):
- [PyPi](https://pypi.org/project/mkdocs) (📥 9.2M / month · 📦 6.3K · ⏱️ 30.08.2024):
- [Conda](https://anaconda.org/conda-forge/mkdocs) (📥 570K · ⏱️ 22.04.2025):
sphinx_rtd_theme (🥈35 · ⭐ 4.9K) - Sphinx theme from Read the Docs. MIT
- [GitHub](https://github.com/readthedocs/sphinx_rtd_theme) (👨💻 120 · 🔀 1.8K · 📦 16 · 📋 920 - 27% open · ⏱️ 20.02.2025):
- [PyPi](https://pypi.org/project/sphinx_rtd_theme) (📥 10M / month · 📦 13K · ⏱️ 13.11.2024):
- [Conda](https://anaconda.org/conda-forge/sphinx_rtd_theme) (📥 4.5M · ⏱️ 22.04.2025):
Griffe (🥈34 · ⭐ 520) - Signatures for entire Python programs. Extract the structure, the frame,.. ISC
- [GitHub](https://github.com/mkdocstrings/griffe) (👨💻 39 · 🔀 51 · 📦 12K · 📋 280 - 11% open · ⏱️ 26.08.2025):
- [PyPi](https://pypi.org/project/griffe) (📥 14M / month · 📦 320 · ⏱️ 26.08.2025):
- [Conda](https://anaconda.org/conda-forge/griffe) (📥 620K · ⏱️ 26.08.2025):
mkdocstrings (🥈33 · ⭐ 2K) - Automatic documentation from sources, for MkDocs. ISC
- [GitHub](https://github.com/mkdocstrings/mkdocstrings) (👨💻 52 · 🔀 110 · 📦 20K · 📋 460 - 13% open · ⏱️ 24.08.2025):
- [PyPi](https://pypi.org/project/mkdocstrings) (📥 4M / month · 📦 1.6K · ⏱️ 22.07.2025):
- [Conda](https://anaconda.org/conda-forge/mkdocstrings) (📥 250K · ⏱️ 24.07.2025):
breathe (🥈33 · ⭐ 780) - ReStructuredText and Sphinx bridge to Doxygen. BSD-3
- [GitHub](https://github.com/breathe-doc/breathe) (👨💻 120 · 🔀 210 · 📥 750 · 📦 19K · 📋 610 - 30% open · ⏱️ 08.07.2025):
- [PyPi](https://pypi.org/project/breathe) (📥 830K / month · 📦 130 · ⏱️ 08.07.2025):
- [Conda](https://anaconda.org/conda-forge/breathe) (📥 800K · ⏱️ 22.04.2025):
sphinx-autodoc-typehints (🥈33 · ⭐ 580) - Type hints support for the Sphinx autodoc extension. MIT
- [GitHub](https://github.com/tox-dev/sphinx-autodoc-typehints) (👨💻 61 · 🔀 110 · 📦 57K · 📋 210 - 19% open · ⏱️ 25.08.2025):
- [PyPi](https://pypi.org/project/sphinx-autodoc-typehints) (📥 3.7M / month · 📦 3.9K · ⏱️ 25.04.2025):
- [Conda](https://anaconda.org/conda-forge/sphinx-autodoc-typehints) (📥 920K · ⏱️ 25.04.2025):
sphinx-autobuild (🥈31 · ⭐ 580 · 📈) - Watch a Sphinx directory and rebuild the.. MIT
- [GitHub](https://github.com/sphinx-doc/sphinx-autobuild) (👨💻 36 · 🔀 85 · 📦 29K · 📋 110 - 16% open · ⏱️ 25.08.2025):
- [PyPi](https://pypi.org/project/sphinx-autobuild) (📥 3.7M / month · 📦 2.3K · ⏱️ 25.08.2025):
- [Conda](https://anaconda.org/conda-forge/sphinx-autobuild) (📥 390K · ⏱️ 22.04.2025):
pdoc3 (🥉29 · ⭐ 1.2K) - Auto-generate API documentation for Python projects. ❗️AGPL-3.0
- [GitHub](https://github.com/pdoc3/pdoc) (👨💻 68 · 🔀 140 · 📦 4.9K · 📋 340 - 30% open · ⏱️ 12.07.2025):
- [PyPi](https://pypi.org/project/pdoc3) (📥 330K / month · 📦 490 · ⏱️ 20.03.2025):
- [Conda](https://anaconda.org/anaconda/pdoc3) (📥 2.2K · ⏱️ 05.08.2025):
blacken-docs (🥉26 · ⭐ 670) - Run `black` on python code blocks in documentation files. MIT
- [GitHub](https://github.com/adamchainz/blacken-docs) (👨💻 25 · 🔀 43 · 📦 1.3K · 📋 81 - 11% open · ⏱️ 11.08.2025):
- [PyPi](https://pypi.org/project/blacken-docs) (📥 150K / month · 📦 88 · ⏱️ 23.10.2024):
- [Conda](https://anaconda.org/conda-forge/blacken-docs) (📥 53K · ⏱️ 22.04.2025):
mkdocs-awesome-pages-plugin (🥉24 · ⭐ 580) - A plugin for customizing the navigation structure of.. MIT
- [GitHub](https://github.com/lukasgeiter/mkdocs-awesome-nav) (👨💻 10 · 🔀 40 · 📦 250 · 📋 110 - 19% open · ⏱️ 18.05.2025):
- [PyPi](https://pypi.org/project/mkdocs-awesome-pages-plugin) (📥 620K / month · 📦 220 · ⏱️ 22.12.2024):
pytkdocs (🥉24 · ⭐ 52) - Load Python objects documentation. ISC
- [GitHub](https://github.com/mkdocstrings/pytkdocs) (👨💻 23 · 🔀 32 · 📦 1.6K · 📋 100 - 6% open · ⏱️ 09.03.2025):
- [PyPi](https://pypi.org/project/pytkdocs) (📥 170K / month · 📦 22 · ⏱️ 09.03.2025):
- [Conda](https://anaconda.org/conda-forge/pytkdocs) (📥 190K · ⏱️ 22.04.2025):
lazydocs (🥉23 · ⭐ 230) - Generate markdown API documentation from Google-style Python docstring... MIT
- [GitHub](https://github.com/ml-tooling/lazydocs) (👨💻 12 · 🔀 43 · 📦 380 · 📋 42 - 11% open · ⏱️ 28.02.2025):
- [PyPi](https://pypi.org/project/lazydocs) (📥 59K / month · 📦 65 · ⏱️ 27.07.2021):
mkdocs-print-site-plugin (🥉22 · ⭐ 170) - MkDocs Plugin that adds an additional page that.. MIT
- [GitHub](https://github.com/timvink/mkdocs-print-site-plugin) (👨💻 15 · 🔀 27 · 📋 110 - 9% open · ⏱️ 03.08.2025):
- [PyPi](https://pypi.org/project/mkdocs-print-site-plugin) (📥 98K / month · 📦 22 · ⏱️ 03.08.2025):
Show 14 hidden projects...
- sphinx (🥇44 · ⭐ 7.3K) - The Sphinx documentation generator.❗Unlicensed ❗️MIT-0
- alabaster (🥈32 · ⭐ 750 · 💀) - Lightweight, configurable Sphinx theme. BSD-3 ❗Unlicensed MIT
- sphinx-bootstrap-theme (🥉26 · ⭐ 590 · 💀) - Sphinx Bootstrap Theme. MIT MIT
- pycco (🥉23 · ⭐ 860 · 💀) - Literate-style documentation generator. MIT
- mkdocs-with-pdf (🥉23 · ⭐ 370 · 💀) - Generate a single PDF file from MkDocs repository. MIT BSD-2 MIT MIT MIT MIT Debugging Tools¶
pudb (🥇34 · ⭐ 3.1K) - Full-screen console debugger for Python. MIT
- [GitHub](https://github.com/inducer/pudb) (👨💻 99 · 🔀 230 · 📦 8.2K · 📋 360 - 45% open · ⏱️ 18.08.2025):
- [PyPi](https://pypi.org/project/pudb) (📥 1.2M / month · 📦 120 · ⏱️ 06.05.2025):
- [Conda](https://anaconda.org/conda-forge/pudb) (📥 350K · ⏱️ 04.06.2025):
icecream (🥇32 · ⭐ 9.9K) - Never use print() to debug again. MIT
- [GitHub](https://github.com/gruns/icecream) (👨💻 31 · 🔀 200 · 📦 21 · 📋 180 - 46% open · ⏱️ 26.08.2025):
- [PyPi](https://pypi.org/project/icecream) (📥 1.3M / month · 📦 530 · ⏱️ 14.08.2025):
- [Conda](https://anaconda.org/conda-forge/icecream) (📥 84K · ⏱️ 16.08.2025):
pyelftools (🥇32 · ⭐ 2.1K) - Parsing ELF and DWARF in Python. Unlicense
- [GitHub](https://github.com/eliben/pyelftools) (👨💻 110 · 🔀 520 · 📦 11K · 📋 270 - 27% open · ⏱️ 03.07.2025):
- [PyPi](https://pypi.org/project/pyelftools) (📥 6.2M / month · 📦 270 · ⏱️ 19.02.2025):
- [Conda](https://anaconda.org/conda-forge/pyelftools) (📥 880K · ⏱️ 22.04.2025):
ipdb (🥈31 · ⭐ 1.9K) - Integration of IPython pdb. BSD-3
- [GitHub](https://github.com/gotcha/ipdb) (👨💻 58 · 🔀 150 · 📦 66K · 📋 210 - 36% open · ⏱️ 28.07.2025):
- [PyPi](https://pypi.org/project/ipdb) (📥 9.6M / month · 📦 1.1K · ⏱️ 09.03.2023):
- [Conda](https://anaconda.org/conda-forge/ipdb) (📥 630K · ⏱️ 22.04.2025):
PySnooper (🥈30 · ⭐ 17K) - Never use print for debugging again. MIT
- [GitHub](https://github.com/cool-RR/PySnooper) (👨💻 29 · 🔀 950 · 📦 2.1K · 📋 140 - 21% open · ⏱️ 31.05.2025):
- [PyPi](https://pypi.org/project/pysnooper) (📥 380K / month · 📦 67 · ⏱️ 31.05.2025):
- [Conda](https://anaconda.org/conda-forge/pysnooper) (📥 140K · ⏱️ 22.04.2025):
gdbgui (🥉27 · ⭐ 10K) - Browser-based frontend to gdb (gnu debugger). Add breakpoints, view.. ❗️GPL-3.0
- [GitHub](https://github.com/cs01/gdbgui) (👨💻 45 · 🔀 510 · 📥 20K · 📦 500 · 📋 340 - 49% open · ⏱️ 29.06.2025):
- [PyPi](https://pypi.org/project/gdbgui) (📥 6K / month · 📦 2 · ⏱️ 29.06.2025):
python-hunter (🥉27 · ⭐ 840) - Hunter is a flexible code tracing toolkit. BSD-2
- [GitHub](https://github.com/ionelmc/python-hunter) (👨💻 10 · 🔀 50 · 📋 100 - 45% open · ⏱️ 22.08.2025):
- [PyPi](https://pypi.org/project/hunter) (📥 530K / month · 📦 17 · ⏱️ 22.08.2025):
- [Conda](https://anaconda.org/conda-forge/hunter) (📥 170K · ⏱️ 12.07.2025):
snoop (🥉24 · ⭐ 1.4K · 💤) - A powerful set of Python debugging tools, based on PySnooper. MIT
- [GitHub](https://github.com/alexmojaki/snoop) (👨💻 22 · 🔀 38 · 📋 56 - 44% open · ⏱️ 06.10.2024):
- [PyPi](https://pypi.org/project/snoop) (📥 70K / month · 📦 41 · ⏱️ 06.10.2024):
- [Conda](https://anaconda.org/conda-forge/snoop) (📥 10K · ⏱️ 22.04.2025):
pyrasite (🥉21 · ⭐ 2.8K) - Inject code into running Python processes. ❗️GPL-3.0
- [GitHub](https://github.com/lmacken/pyrasite) (👨💻 25 · 🔀 200 · 📦 67 · 📋 60 - 71% open · ⏱️ 07.04.2025):
- [PyPi](https://pypi.org/project/pyrasite) (📥 8K / month · ⏱️ 09.05.2012):
Show 4 hidden projects...
- pdbpp (🥉28 · ⭐ 1.4K · 💀) - pdb++, a drop-in replacement for pdb (the Python debugger).BSD-3
- Birdseye (🥉20 · ⭐ 1.7K · 💀) - Graphical Python debugger which lets you easily view the values of.. MIT
- python-manhole (🥉20 · ⭐ 390 · 💀) - Debugging manhole for python applications. BSD-2
- reloadium (🥉18 · ⭐ 3K · 💀) - Hot Reloading and Profiling for Python. Apache-2
Testing Tools¶
🔗 best-of-web-python - Testing ( ⭐ 2.6K) - Testing libraries & tools for python web frameworks.
🔗 unittest - Unittest is a test framework included in the Python standard library.
pytest (🥇49 · ⭐ 13K) - The pytest framework makes it easy to write small tests, yet scales to.. MIT
- [GitHub](https://github.com/pytest-dev/pytest) (👨💻 1K · 🔀 2.8K · 📥 23K · 📦 1.7M · 📋 6.2K - 14% open · ⏱️ 27.08.2025):
- [PyPi](https://pypi.org/project/pytest) (📥 260M / month · 📦 76K · ⏱️ 18.06.2025):
- [Conda](https://anaconda.org/conda-forge/pytest) (📥 39M · ⏱️ 18.06.2025):
robotframework (🥇43 · ⭐ 11K) - Generic automation framework for acceptance testing and RPA. Apache-2
- [GitHub](https://github.com/robotframework/robotframework) (👨💻 220 · 🔀 2.5K · 📥 580 · 📦 14K · 📋 4.7K - 5% open · ⏱️ 28.08.2025):
- [PyPi](https://pypi.org/project/robotframework) (📥 3.7M / month · 📦 950 · ⏱️ 04.07.2025):
- [Conda](https://anaconda.org/conda-forge/robotframework) (📥 230K · ⏱️ 07.07.2025):
hypothesis (🥇41 · ⭐ 8K) - The property-based testing library for Python. MPL-2.0
- [GitHub](https://github.com/HypothesisWorks/hypothesis) (👨💻 350 · 🔀 620 · 📦 35K · 📋 1.7K - 4% open · ⏱️ 28.08.2025):
- [PyPi](https://pypi.org/project/hypothesis) (📥 20M / month · 📦 2.8K · ⏱️ 28.08.2025):
- [Conda](https://anaconda.org/conda-forge/hypothesis) (📥 14M · ⏱️ 27.08.2025):
tox (🥇40 · ⭐ 3.8K) - Command line driven CI frontend and development task automation tool. MIT
- [GitHub](https://github.com/tox-dev/tox) (👨💻 330 · 🔀 540 · 📦 130K · 📋 1.8K - 7% open · ⏱️ 25.08.2025):
- [PyPi](https://pypi.org/project/tox) (📥 28M / month · 📦 11K · ⏱️ 31.07.2025):
- [Conda](https://anaconda.org/conda-forge/tox) (📥 1.5M · ⏱️ 01.08.2025):
pytest-asyncio (🥇40 · ⭐ 1.6K) - Asyncio support for pytest. Apache-2
- [GitHub](https://github.com/pytest-dev/pytest-asyncio) (👨💻 72 · 🔀 160 · 📥 1.6K · 📦 150K · 📋 380 - 13% open · ⏱️ 28.08.2025):
- [PyPi](https://pypi.org/project/pytest-asyncio) (📥 54M / month · 📦 9K · ⏱️ 16.07.2025):
- [Conda](https://anaconda.org/conda-forge/pytest-asyncio) (📥 2.6M · ⏱️ 28.07.2025):
playwright-python (🥈39 · ⭐ 14K · 📈) - Python version of the Playwright testing and.. Apache-2
- [GitHub](https://github.com/microsoft/playwright-python) (👨💻 50 · 🔀 1K · 📦 45K · 📋 1.5K - 2% open · ⏱️ 28.08.2025):
- [PyPi](https://pypi.org/project/playwright) (📥 20M / month · 📦 2.5K · ⏱️ 22.07.2025):
pytest-cov (🥈39 · ⭐ 1.9K) - Coverage plugin for pytest. MIT
- [GitHub](https://github.com/pytest-dev/pytest-cov) (👨💻 97 · 🔀 220 · 📦 410K · 📋 440 - 34% open · ⏱️ 28.08.2025):
- [PyPi](https://pypi.org/project/pytest-cov) (📥 86M / month · 📦 40K · ⏱️ 12.06.2025):
- [Conda](https://anaconda.org/conda-forge/pytest-cov) (📥 15M · ⏱️ 13.06.2025):
pytest-xdist (🥈39 · ⭐ 1.7K) - pytest plugin for distributed testing and loop-on-failures.. MIT
- [GitHub](https://github.com/pytest-dev/pytest-xdist) (👨💻 110 · 🔀 240 · 📥 290 · 📦 120K · 📋 670 - 41% open · ⏱️ 25.08.2025):
- [PyPi](https://pypi.org/project/pytest-xdist) (📥 59M / month · 📦 5.6K · ⏱️ 01.07.2025):
- [Conda](https://anaconda.org/conda-forge/pytest-xdist) (📥 9.3M · ⏱️ 02.07.2025):
pytest-mock (🥈37 · ⭐ 2K) - Thin-wrapper around the mock package for easier use with pytest. MIT
- [GitHub](https://github.com/pytest-dev/pytest-mock) (👨💻 79 · 🔀 150 · 📥 100 · 📦 120K · 📋 160 - 7% open · ⏱️ 25.08.2025):
- [PyPi](https://pypi.org/project/pytest-mock) (📥 48M / month · 📦 7.1K · ⏱️ 26.05.2025):
- [Conda](https://anaconda.org/conda-forge/pytest-mock) (📥 3.8M · ⏱️ 26.05.2025):
freezegun (🥈35 · ⭐ 4.4K) - Let your Python tests travel through time. Apache-2
- [GitHub](https://github.com/spulec/freezegun) (👨💻 130 · 🔀 280 · 📥 130 · 📋 360 - 41% open · ⏱️ 19.08.2025):
- [PyPi](https://pypi.org/project/freezegun) (📥 25M / month · 📦 1.3K · ⏱️ 09.08.2025):
- [Conda](https://anaconda.org/conda-forge/freezegun) (📥 1.7M · ⏱️ 09.08.2025):
pytest-html (🥈34 · ⭐ 740) - Plugin for generating HTML reports for pytest results. MIT
- [GitHub](https://github.com/pytest-dev/pytest-html) (👨💻 61 · 🔀 240 · 📦 57K · 📋 430 - 40% open · ⏱️ 26.08.2025):
- [PyPi](https://pypi.org/project/pytest-html) (📥 12M / month · 📦 620 · ⏱️ 07.11.2023):
- [Conda](https://anaconda.org/conda-forge/pytest-html) (📥 750K · ⏱️ 22.04.2025):
nox (🥈33 · ⭐ 1.4K) - Flexible test automation for Python. Apache-2
- [GitHub](https://github.com/wntrblm/nox) (👨💻 110 · 🔀 170 · 📦 6.8K · 📋 420 - 16% open · ⏱️ 21.07.2025):
- [PyPi](https://pypi.org/project/nox) (📥 4.7M / month · 📦 1.2K · ⏱️ 01.05.2025):
- [Conda](https://anaconda.org/conda-forge/nox) (📥 500K · ⏱️ 15.05.2025):
pytest-bdd (🥈33 · ⭐ 1.4K) - BDD library for the pytest runner. MIT
- [GitHub](https://github.com/pytest-dev/pytest-bdd) (👨💻 65 · 🔀 230 · 📦 4.4K · 📋 380 - 21% open · ⏱️ 13.02.2025):
- [PyPi](https://pypi.org/project/pytest-bdd) (📥 1.2M / month · 📦 110 · ⏱️ 05.12.2024):
- [Conda](https://anaconda.org/conda-forge/pytest-bdd) (📥 71K · ⏱️ 22.04.2025):
mimesis (🥈32 · ⭐ 4.6K) - Mimesis is a robust data generator for Python that can produce a wide.. MIT
- [GitHub](https://github.com/lk-geimfari/mimesis) (👨💻 130 · 🔀 340 · 📥 840 · 📦 2.2K · 📋 370 - 5% open · ⏱️ 12.05.2025):
- [PyPi](https://pypi.org/project/mimesis) (📥 840K / month · 📦 68 · ⏱️ 13.09.2024):
- [Conda](https://anaconda.org/conda-forge/mimesis) (📥 320K · ⏱️ 10.05.2025):
pytest-testinfra (🥈32 · ⭐ 2.4K) - Testinfra test your infrastructures. Apache-2
- [GitHub](https://github.com/pytest-dev/pytest-testinfra) (👨💻 140 · 🔀 360 · 📦 2.5K · 📋 370 - 37% open · ⏱️ 12.08.2025):
- [PyPi](https://pypi.org/project/pytest-testinfra) (📥 730K / month · 📦 20 · ⏱️ 30.03.2025):
- [Conda](https://anaconda.org/conda-forge/pytest-testinfra) (📥 31K · ⏱️ 22.04.2025):
pytest-sugar (🥈32 · ⭐ 1.5K) - a plugin for py.test that changes the default look and feel.. BSD-3
- [GitHub](https://github.com/Teemu/pytest-sugar) (👨💻 56 · 🔀 77 · 📥 43 · 📦 28K · 📋 120 - 23% open · ⏱️ 23.08.2025):
- [PyPi](https://pypi.org/project/pytest-sugar) (📥 4.5M / month · 📦 1.5K · ⏱️ 23.08.2025):
- [Conda](https://anaconda.org/conda-forge/pytest-sugar) (📥 330K · ⏱️ 24.08.2025):
nose2 (🥈32 · ⭐ 810) - The successor to nose, based on unittest2. BSD-2
- [GitHub](https://github.com/nose-devs/nose2) (👨💻 80 · 🔀 130 · 📦 27K · 📋 240 - 16% open · ⏱️ 15.05.2025):
- [PyPi](https://pypi.org/project/nose2) (📥 690K / month · 📦 320 · ⏱️ 01.06.2024):
- [Conda](https://anaconda.org/conda-forge/nose2) (📥 190K · ⏱️ 22.04.2025):
coveralls-python (🥉31 · ⭐ 570) - Show coverage stats online via coveralls.io. MIT
- [GitHub](https://github.com/TheKevJames/coveralls-python) (👨💻 66 · 🔀 190 · 📦 36K · 📋 180 - 6% open · ⏱️ 18.08.2025):
- [PyPi](https://pypi.org/project/coveralls) (📥 1.4M / month · 📦 2.2K · ⏱️ 15.05.2024):
- [Conda](https://anaconda.org/conda-forge/coveralls) (📥 1.3M · ⏱️ 22.04.2025):
factory_boy (🥉30 · ⭐ 3.7K) - A test fixtures replacement for Python. MIT
- [GitHub](https://github.com/FactoryBoy/factory_boy) (👨💻 130 · 🔀 400 · 📋 620 - 30% open · ⏱️ 03.02.2025):
- [PyPi](https://pypi.org/project/factory_boy) (📥 10M / month · 📦 650 · ⏱️ 03.02.2025):
- [Conda](https://anaconda.org/conda-forge/factory_boy) (📥 200K · ⏱️ 25.04.2025):
asv (🥉30 · ⭐ 940) - Airspeed Velocity: A simple Python benchmarking tool with web-based reporting. BSD-3
- [GitHub](https://github.com/airspeed-velocity/asv) (👨💻 93 · 🔀 190 · 📥 1.6K · 📦 1.4K · 📋 660 - 24% open · ⏱️ 18.08.2025):
- [PyPi](https://pypi.org/project/asv) (📥 260K / month · 📦 110 · ⏱️ 12.08.2024):
- [Conda](https://anaconda.org/conda-forge/asv) (📥 1.2M · ⏱️ 28.08.2025):
pytest-benchmark (🥉29 · ⭐ 1.4K) - pytest fixture for benchmarking code. BSD-2
- [GitHub](https://github.com/ionelmc/pytest-benchmark) (👨💻 49 · 🔀 120 · 📋 200 - 55% open · ⏱️ 05.08.2025):
- [PyPi](https://pypi.org/project/pytest-benchmark) (📥 4.7M / month · 📦 920 · ⏱️ 30.10.2024):
- [Conda](https://anaconda.org/conda-forge/pytest-benchmark) (📥 2.6M · ⏱️ 22.04.2025):
pytest-randomly (🥉28 · ⭐ 680) - Pytest plugin to randomly order tests and control random.seed. MIT
- [GitHub](https://github.com/pytest-dev/pytest-randomly) (👨💻 20 · 🔀 33 · 📦 11K · 📋 71 - 18% open · ⏱️ 11.08.2025):
- [PyPi](https://pypi.org/project/pytest-randomly) (📥 3.6M / month · 📦 540 · ⏱️ 25.10.2024):
- [Conda](https://anaconda.org/conda-forge/pytest-randomly) (📥 330K · ⏱️ 22.04.2025):
green (🥉27 · ⭐ 790 · 💤) - Green is a clean, colorful, fast python test runner. MIT
- [GitHub](https://github.com/CleanCut/green) (👨💻 40 · 🔀 75 · 📦 1.3K · 📋 190 - 3% open · ⏱️ 12.11.2024):
- [PyPi](https://pypi.org/project/green) (📥 21K / month · 📦 130 · ⏱️ 18.04.2024):
- [Conda](https://anaconda.org/conda-forge/green) (📥 250K · ⏱️ 22.04.2025):
pytest-datadir (🥉27 · ⭐ 270) - pytest plugin for manipulating test data directories and.. MIT
- [GitHub](https://github.com/gabrielcnr/pytest-datadir) (👨💻 14 · 🔀 25 · 📥 69 · 📦 2K · 📋 23 - 13% open · ⏱️ 05.08.2025):
- [PyPi](https://pypi.org/project/pytest-datadir) (📥 740K / month · 📦 270 · ⏱️ 30.07.2025):
- [Conda](https://anaconda.org/conda-forge/pytest-datadir) (📥 340K · ⏱️ 30.07.2025):
pytest-mypy (🥉27 · ⭐ 260) - Mypy static type checker plugin for Pytest. MIT
- [GitHub](https://github.com/realpython/pytest-mypy) (👨💻 16 · 🔀 33 · 📦 4.5K · 📋 72 - 9% open · ⏱️ 02.04.2025):
- [PyPi](https://pypi.org/project/pytest-mypy) (📥 490K / month · 📦 780 · ⏱️ 02.04.2025):
- [Conda](https://anaconda.org/conda-forge/pytest-mypy) (📥 120K · ⏱️ 22.04.2025):
pytest-testmon (🥉26 · ⭐ 910 · 💤) - Selects tests affected by changed files. Executes the.. MIT
- [GitHub](https://github.com/tarpas/pytest-testmon) (👨💻 29 · 🔀 66 · 📦 1.4K · 📋 170 - 23% open · ⏱️ 22.12.2024):
- [PyPi](https://pypi.org/project/pytest-testmon) (📥 710K / month · 📦 29 · ⏱️ 22.12.2024):
- [Conda](https://anaconda.org/conda-forge/pytest-testmon) (📥 66K · ⏱️ 22.04.2025):
pytest-docker (🥉26 · ⭐ 470) - Docker-based integration tests. MIT
- [GitHub](https://github.com/avast/pytest-docker) (👨💻 29 · 🔀 76 · 📥 210 · 📦 2.2K · 📋 61 - 34% open · ⏱️ 04.07.2025):
- [PyPi](https://pypi.org/project/pytest-docker) (📥 660K / month · 📦 130 · ⏱️ 04.07.2025):
xdoctest (🥉25 · ⭐ 210) - A rewrite of Pythons builtin doctest module (with pytest plugin.. Apache-2
- [GitHub](https://github.com/Erotemic/xdoctest) (👨💻 13 · 🔀 15 · 📥 220 · 📋 52 - 38% open · ⏱️ 20.08.2025):
- [PyPi](https://pypi.org/project/xdoctest) (📥 730K / month · 📦 190 · ⏱️ 20.08.2024):
- [Conda](https://anaconda.org/conda-forge/xdoctest) (📥 260K · ⏱️ 22.04.2025):
pytest-plugins (🥉23 · ⭐ 590 · 💤) - A grab-bag of nifty pytest plugins. MIT
- [GitHub](https://github.com/man-group/pytest-plugins) (👨💻 67 · 🔀 85 · 📥 200 · 📋 130 - 37% open · ⏱️ 02.01.2025):
- [PyPi](https://pypi.org/project/pytest-virtualenv) (📥 37K / month · 📦 73 · ⏱️ 29.11.2024):
- [Conda](https://anaconda.org/conda-forge/pytest-shutil) (📥 120K · ⏱️ 22.04.2025):
Show 12 hidden projects...
- pyautogui (🥈35 · ⭐ 12K · 💀) - A cross-platform GUI automation Python module for human beings...BSD-3
- nose (🥈33 · ⭐ 1.4K · 💀) - nose is nicer testing for python. ❗️LGPL-2.1+
- uiautomator (🥉27 · ⭐ 2.1K · 💀) - Python wrapper of Android uiautomator test tool. MIT
- ddt (🥉27 · ⭐ 440 · 💀) - Data-Driven Tests for Python Unittest. MIT
- PyHamcrest (🥉26 · ⭐ 790 · 💤) - Hamcrest matchers for Python. ❗Unlicensed
- pytest-watch (🥉26 · ⭐ 760 · 💀) - Local continuous test runner with pytest and watchdog. MIT MIT
- pytest-lazy-fixture (🥉24 · ⭐ 390 · 💀) - It helps to use fixtures in pytest.mark.parametrize. MIT BSD-2
- assertpy (🥉21 · ⭐ 480 · 💀) - Simple assertion library for unit testing in python with a fluent.. BSD-3
- fake2db (🥉17 · ⭐ 2.3K · 💀) - create custom test databases that are populated with fake data. ❗️GPL-2.0
- pytest-play (🥉16 · ⭐ 70 · 💀) - pytest plugin that let you automate actions and.. Apache-2 Code Packaging¶
🔗 Python.org Packaging - An Overview of Packaging for Python.
pyinstaller (🥇44 · ⭐ 13K) - Freeze (package) Python programs into stand-alone executables. ❗️GPL-2.0
- [GitHub](https://github.com/pyinstaller/pyinstaller) (👨💻 480 · 🔀 2K · 📥 750K · 📦 84K · 📋 5.6K - 5% open · ⏱️ 26.08.2025):
- [PyPi](https://pypi.org/project/pyinstaller) (📥 4.4M / month · 📦 1.2K · ⏱️ 03.08.2025):
- [Conda](https://anaconda.org/conda-forge/pyinstaller) (📥 1.3M · ⏱️ 03.08.2025):
Nuitka (🥇39 · ⭐ 14K) - Nuitka is a Python compiler written in Python. Its fully compatible.. Apache-2
- [GitHub](https://github.com/Nuitka/Nuitka) (👨💻 200 · 🔀 710 · 📦 3.4K · 📋 2.7K - 8% open · ⏱️ 27.08.2025):
- [PyPi](https://pypi.org/project/nuitka) (📥 170K / month · 📦 130 · ⏱️ 26.08.2025):
- [Conda](https://anaconda.org/conda-forge/nuitka) (📥 2.1M · ⏱️ 27.08.2025):
packaging (🥇39 · ⭐ 670) - Core utilities for Python packages. Apache-2
- [GitHub](https://github.com/pypa/packaging) (👨💻 120 · 🔀 270 · 📥 920 · 📦 1.8M · 📋 440 - 26% open · ⏱️ 25.08.2025):
- [PyPi](https://pypi.org/project/packaging) (📥 680M / month · 📦 14K · ⏱️ 19.04.2025):
- [Conda](https://anaconda.org/conda-forge/packaging) (📥 74M · ⏱️ 22.04.2025):
pex (🥈34 · ⭐ 4.1K) - A tool for generating .pex (Python EXecutable) files, lock files and venvs. Apache-2
- [GitHub](https://github.com/pex-tool/pex) (👨💻 120 · 🔀 300 · 📥 2.4M · 📋 1.2K - 5% open · ⏱️ 27.08.2025):
- [PyPi](https://pypi.org/project/pex) (📥 2.7M / month · 📦 61 · ⏱️ 27.08.2025):
briefcase (🥈34 · ⭐ 3K) - Tools to support converting a Python project into a standalone native.. BSD-3
- [GitHub](https://github.com/beeware/briefcase) (👨💻 190 · 🔀 460 · 📥 750 · 📦 830 · 📋 950 - 18% open · ⏱️ 26.08.2025):
- [PyPi](https://pypi.org/project/briefcase) (📥 20K / month · 📦 38 · ⏱️ 26.08.2025):
cx_Freeze (🥈30 · ⭐ 1.5K) - Creates standalone executables from Python scripts with the.. ❗Unlicensed
- [GitHub](https://github.com/marcelotduarte/cx_Freeze) (👨💻 120 · 🔀 240 · 📋 1K - 4% open · ⏱️ 26.08.2025):
- [PyPi](https://pypi.org/project/cx_freeze) (📥 220K / month · 📦 120 · ⏱️ 11.08.2025):
- [Conda](https://anaconda.org/conda-forge/cx_freeze) (📥 1.1M · ⏱️ 11.08.2025):
py2exe (🥉29 · ⭐ 960) - Create standalone Windows programs from Python code. MIT
- [GitHub](https://github.com/py2exe/py2exe) (👨💻 24 · 🔀 100 · 📥 23K · 📦 2.2K · 📋 180 - 13% open · ⏱️ 15.07.2025):
- [PyPi](https://pypi.org/project/py2exe) (📥 68K / month · 📦 11 · ⏱️ 16.07.2025):
PyOxidizer (🥉27 · ⭐ 5.9K · 💤) - A modern Python application packaging and distribution tool. MPL-2.0
- [GitHub](https://github.com/indygreg/PyOxidizer) (👨💻 54 · 🔀 250 · 📥 24K · 📦 160 · 📋 570 - 58% open · ⏱️ 03.11.2024):
- [PyPi](https://pypi.org/project/pyoxidizer) (📥 38K / month · 📦 2 · ⏱️ 02.01.2023):
constructor (🥉26 · ⭐ 490) - tool for creating installers from conda packages. BSD-3
- [GitHub](https://github.com/conda/constructor) (👨💻 76 · 🔀 170 · 📥 290 · 📦 27 · 📋 420 - 9% open · ⏱️ 28.08.2025):
- [Conda](https://anaconda.org/anaconda/constructor) (📥 25K · ⏱️ 09.08.2025):
shiv (🥉24 · ⭐ 1.9K · 💤) - shiv is a command line utility for building fully self contained Python.. BSD-2
- [GitHub](https://github.com/linkedin/shiv) (👨💻 43 · 🔀 110 · 📥 2K · 📋 140 - 45% open · ⏱️ 04.11.2024):
- [PyPi](https://pypi.org/project/shiv) (📥 140K / month · 📦 16 · ⏱️ 01.11.2024):
pynsist (🥉23 · ⭐ 980 · 💤) - Build Windows installers for Python applications. MIT
- [GitHub](https://github.com/takluyver/pynsist) (👨💻 31 · 🔀 120 · 📦 250 · 📋 180 - 18% open · ⏱️ 05.01.2025):
- [PyPi](https://pypi.org/project/pynsist) (📥 2.5K / month · 📦 14 · ⏱️ 21.03.2022):
Show 4 hidden projects...
- py2app (🥉27 · ⭐ 400 · 💀) - py2app is a Python setuptools command which will allow you to make..MIT
- xar (🥉21 · ⭐ 1.6K · 💀) - executable archive format. BSD-3
- subpar (🥉13 · ⭐ 570 · 💀) - Subpar is a utility for creating self-contained python.. Apache-2
- pyship (🥉11 · ⭐ 43 · 💀) - pyship - ship Python desktop apps to end users. MIT
Build Tools¶
setuptools (🥇45 · ⭐ 2.7K) - Official project repository for the Setuptools build system. MIT
- [GitHub](https://github.com/pypa/setuptools) (👨💻 630 · 🔀 1.3K · 📦 820K · 📋 2.8K - 23% open · ⏱️ 20.07.2025):
- [PyPi](https://pypi.org/project/setuptools) (📥 690M / month · 📦 29K · ⏱️ 27.05.2025):
- [Conda](https://anaconda.org/conda-forge/setuptools) (📥 160M · ⏱️ 01.06.2025):
scons (🥇39 · ⭐ 2.3K) - SCons - a software construction tool. MIT
- [GitHub](https://github.com/SCons/scons) (👨💻 170 · 🔀 330 · 📥 1.8K · 📦 3.9K · 📋 3.5K - 18% open · ⏱️ 21.08.2025):
- [PyPi](https://pypi.org/project/scons) (📥 810K / month · 📦 52 · ⏱️ 27.03.2025):
- [Conda](https://anaconda.org/conda-forge/scons) (📥 1M · ⏱️ 22.04.2025):
setuptools_scm (🥇39 · ⭐ 920) - the blessed package to manage your versions by scm tags. MIT
- [GitHub](https://github.com/pypa/setuptools-scm) (👨💻 150 · 🔀 220 · 📥 1 · 📦 32K · 📋 640 - 5% open · ⏱️ 17.08.2025):
- [PyPi](https://pypi.org/project/setuptools_scm) (📥 82M / month · 📦 2.2K · ⏱️ 16.08.2025):
- [Conda](https://anaconda.org/conda-forge/setuptools_scm) (📥 5.1M · ⏱️ 16.08.2025):
twine (🥈37 · ⭐ 1.7K) - Utilities for interacting with PyPI. Apache-2
- [GitHub](https://github.com/pypa/twine) (👨💻 130 · 🔀 320 · 📥 84 · 📦 130K · 📋 550 - 9% open · ⏱️ 12.08.2025):
- [PyPi](https://pypi.org/project/twine) (📥 19M / month · 📦 17K · ⏱️ 21.01.2025):
- [Conda](https://anaconda.org/conda-forge/twine) (📥 1.3M · ⏱️ 22.04.2025):
wheel (🥈37 · ⭐ 540) - The official binary distribution format for Python. MIT
- [GitHub](https://github.com/pypa/wheel) (👨💻 86 · 🔀 160 · 📦 370K · 📋 420 - 3% open · ⏱️ 31.07.2025):
- [PyPi](https://pypi.org/project/wheel) (📥 280M / month · 📦 14K · ⏱️ 08.04.2025):
- [Conda](https://anaconda.org/conda-forge/wheel) (📥 140M · ⏱️ 22.04.2025):
buildbot (🥈36 · ⭐ 5.4K) - Python-based continuous integration testing framework; your pull.. ❗️GPL-2.0
- [GitHub](https://github.com/buildbot/buildbot) (👨💻 890 · 🔀 1.6K · 📥 120K · 📦 390 · 📋 1.8K - 42% open · ⏱️ 02.07.2025):
- [PyPi](https://pypi.org/project/buildbot) (📥 32K / month · 📦 20 · ⏱️ 12.05.2025):
- [Conda](https://anaconda.org/conda-forge/buildbot) (📥 160K · ⏱️ 13.05.2025):
invoke (🥈36 · ⭐ 4.6K) - Pythonic task management & command execution. BSD-2
- [GitHub](https://github.com/pyinvoke/invoke) (👨💻 60 · 🔀 370 · 📦 31K · 📋 830 - 51% open · ⏱️ 15.06.2025):
- [PyPi](https://pypi.org/project/invoke) (📥 37M / month · 📦 1K · ⏱️ 12.07.2023):
- [Conda](https://anaconda.org/conda-forge/invoke) (📥 1.2M · ⏱️ 22.04.2025):
flit (🥉34 · ⭐ 2.2K) - Simplified packaging of Python modules. BSD-3
- [GitHub](https://github.com/pypa/flit) (👨💻 80 · 🔀 150 · 📦 2.5K · 📋 440 - 30% open · ⏱️ 13.08.2025):
- [PyPi](https://pypi.org/project/flit) (📥 7.9M / month · 📦 930 · ⏱️ 25.03.2025):
- [Conda](https://anaconda.org/conda-forge/flit) (📥 280K · ⏱️ 22.04.2025):
pybuilder (🥉27 · ⭐ 1.8K) - Software build automation tool for Python. Apache-2
- [GitHub](https://github.com/pybuilder/pybuilder) (👨💻 39 · 🔀 270 · 📋 530 - 19% open · ⏱️ 23.08.2025):
- [PyPi](https://pypi.org/project/pybuilder) (📥 52K / month · 📦 6 · ⏱️ 23.08.2025):
- [Conda](https://anaconda.org/conda-forge/pybuilder) (📥 300K · ⏱️ 28.08.2025):
universal-build (🥉13 · ⭐ 25 · 💀) - Universal build utilities for containerized build pipelines. MIT
- [GitHub](https://github.com/ml-tooling/universal-build) (👨💻 5 · 🔀 8 · 📥 23 · 📋 4 - 25% open · ⏱️ 15.09.2022):
- [PyPi](https://pypi.org/project/universal-build) (📥 86 / month · 📦 7 · ⏱️ 16.11.2021):
Show 4 hidden projects...
- doit (🥉31 · ⭐ 2K · 💀) - CLI task management & automation tool.MIT
- buildout (🥉29 · ⭐ 590) - Buildout is a deployment automation tool written in and extended.. ❗️ZPL-2.1
- paver (🥉22 · ⭐ 460 · 💀) - Python-based project scripting. BSD-3
- pynt (🥉18 · ⭐ 160 · 💀) - A pynt of Python build. MIT
System Monitoring & Profiling¶
psutil (🥇46 · ⭐ 11K) - Cross-platform lib for process and system monitoring in Python. BSD-3
- [GitHub](https://github.com/giampaolo/psutil) (👨💻 220 · 🔀 1.4K · 📦 750K · 📋 1.9K - 19% open · ⏱️ 24.08.2025):
- [PyPi](https://pypi.org/project/psutil) (📥 200M / month · 📦 16K · ⏱️ 13.02.2025):
- [Conda](https://anaconda.org/conda-forge/psutil) (📥 50M · ⏱️ 22.08.2025):
Glances (🥇39 · ⭐ 30K) - Glances an Eye on your system. A top/htop alternative for.. ❗️LGPL-3.0
- [GitHub](https://github.com/nicolargo/glances) (👨💻 200 · 🔀 1.6K · 📥 1.7K · 📦 1.2K · 📋 2.1K - 6% open · ⏱️ 24.08.2025):
- [PyPi](https://pypi.org/project/glances) (📥 260K / month · 📦 4 · ⏱️ 09.07.2025):
- [Conda](https://anaconda.org/conda-forge/glances) (📥 350K · ⏱️ 22.04.2025):
memray (🥈37 · ⭐ 14K) - Memray is a memory profiler for Python. Apache-2
- [GitHub](https://github.com/bloomberg/memray) (👨💻 59 · 🔀 420 · 📦 1.5K · 📋 250 - 16% open · ⏱️ 18.08.2025):
- [PyPi](https://pypi.org/project/memray) (📥 5.5M / month · 📦 98 · ⏱️ 08.08.2025):
- [Conda](https://anaconda.org/conda-forge/memray) (📥 500K · ⏱️ 09.08.2025):
py-spy (🥈36 · ⭐ 14K) - Sampling profiler for Python programs. MIT
- [GitHub](https://github.com/benfred/py-spy) (👨💻 53 · 🔀 470 · 📥 33K · 📦 6.9K · 📋 430 - 47% open · ⏱️ 18.08.2025):
- [PyPi](https://pypi.org/project/py-spy) (📥 8.8M / month · 📦 110 · ⏱️ 31.07.2025):
- [Conda](https://anaconda.org/conda-forge/py-spy) (📥 700K · ⏱️ 01.08.2025):
- [Cargo](https://crates.io/crates/py-spy) (📥 1.3K / month · 📦 4 · ⏱️ 31.07.2025):
pyinstrument (🥈36 · ⭐ 7.3K) - Call stack profiler for Python. Shows you why your code is slow!. BSD-3
- [GitHub](https://github.com/joerick/pyinstrument) (👨💻 70 · 🔀 250 · 📦 3.7K · 📋 180 - 15% open · ⏱️ 26.08.2025):
- [PyPi](https://pypi.org/project/pyinstrument) (📥 4.2M / month · 📦 210 · ⏱️ 12.08.2025):
- [Conda](https://anaconda.org/conda-forge/pyinstrument) (📥 830K · ⏱️ 27.08.2025):
Scalene (🥈35 · ⭐ 13K) - Scalene: a high-performance, high-precision CPU, GPU, and memory.. Apache-2
- [GitHub](https://github.com/plasma-umass/scalene) (👨💻 57 · 🔀 420 · 📦 900 · 📋 500 - 33% open · ⏱️ 26.08.2025):
- [PyPi](https://pypi.org/project/scalene) (📥 260K / month · 📦 47 · ⏱️ 25.08.2025):
line_profiler (🥈30 · ⭐ 3.1K) - Line-by-line profiling for Python. BSD-3
- [GitHub](https://github.com/pyutils/line_profiler) (👨💻 51 · 🔀 130 · 📥 1.7K · 📋 130 - 36% open · ⏱️ 19.08.2025):
- [PyPi](https://pypi.org/project/line_profiler) (📥 1.5M / month · 📦 300 · ⏱️ 23.07.2025):
- [Conda](https://anaconda.org/conda-forge/line_profiler) (📥 4M · ⏱️ 24.07.2025):
Bpytop (🥉29 · ⭐ 11K) - Linux/OSX/FreeBSD resource monitor. Apache-2
- [GitHub](https://github.com/aristocratos/bpytop) (👨💻 36 · 🔀 420 · 📦 230 · 📋 320 - 27% open · ⏱️ 01.06.2025):
- [PyPi](https://pypi.org/project/bpytop) (📥 18K / month · 📦 1 · ⏱️ 22.12.2021):
- [Conda](https://anaconda.org/conda-forge/bpytop) (📥 24K · ⏱️ 22.04.2025):
Yappi (🥉27 · ⭐ 1.6K · 💤) - Yet Another Python Profiler, but this time multithreading, asyncio and.. MIT
- [GitHub](https://github.com/sumerc/yappi) (👨💻 31 · 🔀 76 · 📦 1.5K · 📋 85 - 24% open · ⏱️ 12.11.2024):
- [PyPi](https://pypi.org/project/yappi) (📥 1.2M / month · 📦 63 · ⏱️ 12.11.2024):
- [Conda](https://anaconda.org/conda-forge/yappi) (📥 290K · ⏱️ 06.05.2025):
pympler (🥉27 · ⭐ 1.4K) - Development tool to measure, monitor and analyze the memory behavior.. Apache-2
- [GitHub](https://github.com/pympler/pympler) (👨💻 30 · 🔀 89 · 📋 120 - 51% open · ⏱️ 07.06.2025):
- [PyPi](https://pypi.org/project/pympler) (📥 3.8M / month · 📦 260 · ⏱️ 28.06.2024):
- [Conda](https://anaconda.org/conda-forge/pympler) (📥 560K · ⏱️ 22.04.2025):
Show 8 hidden projects...
- memory-profiler (🥉29 · ⭐ 4.5K · 💀) - Monitor Memory usage of Python code.BSD-3
- Diamond (🥉28 · ⭐ 1.8K · 💀) - Diamond is a python daemon that collects system metrics and publishes.. MIT
- memory_profiler (🥉27 · ⭐ 4.4K · 💀) - Monitor Memory usage of Python code. BSD-3
- vprof (🥉24 · ⭐ 4K · 💀) - Visual profiler for Python. BSD-2
- Profiling (🥉20 · ⭐ 3K · 💀) - Was an interactive continuous Python profiler. BSD-3
- heartrate (🥉19 · ⭐ 1.8K · 💀) - Simple real time visualisation of the execution of a Python program. MIT
- pyheat (🥉18 · ⭐ 840 · 💀) - pprofile + matplotlib = Python program profiled as an awesome heatmap!. MIT
- livepython (🥉12 · ⭐ 2.6K · 💀) - Visually trace Python code in real-time. MIT
AST Tools¶
executing (🥇30 · ⭐ 360) - Get information about what a Python frame is currently doing,.. MIT
- [GitHub](https://github.com/alexmojaki/executing) (👨💻 11 · 🔀 36 · 📦 320K · 📋 54 - 40% open · ⏱️ 20.08.2025):
- [PyPi](https://pypi.org/project/executing) (📥 69M / month · 📦 630 · ⏱️ 22.01.2025):
- [Conda](https://anaconda.org/conda-forge/executing) (📥 21M · ⏱️ 24.04.2025):
gast (🥈27 · ⭐ 150) - Python AST that abstracts the underlying Python version. BSD-3
- [GitHub](https://github.com/serge-sans-paille/gast) (👨💻 11 · 🔀 37 · 📦 210K · 📋 38 - 2% open · ⏱️ 25.08.2025):
- [PyPi](https://pypi.org/project/gast) (📥 20M / month · 📦 440 · ⏱️ 27.06.2024):
- [Conda](https://anaconda.org/conda-forge/gast) (📥 3.5M · ⏱️ 22.04.2025):
Show 4 hidden projects...
- astunparse (🥈28 · ⭐ 230 · 💀) - An AST unparser for Python.BSD-3
- astor (🥈27 · ⭐ 850 · 💀) - Python AST read/write. BSD-3
- typed_ast (🥉26 · ⭐ 230 · 💀) - Modified fork of CPythons ast module that parses `# type:`.. Apache-2
- asteval (🥉23 · ⭐ 200 · 💀) - minimalistic evaluator of python expression using ast module. MIT
Others¶
pre-commit (🥇42 · ⭐ 14K) - A framework for managing and maintaining multi-language pre-commit.. MIT
- [GitHub](https://github.com/pre-commit/pre-commit) (👨💻 160 · 🔀 890 · 📥 3.4M · 📦 250K · 📋 2.2K - 1% open · ⏱️ 13.08.2025):
- [PyPi](https://pypi.org/project/pre-commit) (📥 61M / month · 📦 21K · ⏱️ 09.08.2025):
- [Conda](https://anaconda.org/conda-forge/pre-commit) (📥 7.7M · ⏱️ 10.08.2025):
Related Resources¶
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Contribution¶
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License¶
