Best-of Python Developer Tools

🏆 A ranked list of awesome python developer tools and libraries. Updated weekly.

This curated list contains 260 awesome open-source projects with a total of 770K stars grouped into 15 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](https://github.com/ml-tooling/best-of-python-dev/issues/new/choose), submit a [pull request](https://github.com/ml-tooling/best-of-python-dev/pulls), or directly edit the [projects.yaml](https://github.com/ml-tooling/best-of-python-dev/edit/main/projects.yaml). Contributions are very welcome! ---

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--- ## Contents - [Linters & Style Checkers](#linters--style-checkers) _43 projects_ - [Code Formatters](#code-formatters) _7 projects_ - [Code Refactoring](#code-refactoring) _18 projects_ - [Code Security](#code-security) _8 projects_ - [Virtual Environments](#virtual-environments) _10 projects_ - [Dependency & Package Managers](#dependency--package-managers) _11 projects_ - [Code Metrics & Complexity](#code-metrics--complexity) _6 projects_ - [Logging](#logging) _21 projects_ - [Documentation](#documentation) _29 projects_ - [Debugging Tools](#debugging-tools) _14 projects_ - [Testing Tools](#testing-tools) _43 projects_ - [Code Packaging](#code-packaging) _16 projects_ - [Build Tools](#build-tools) _14 projects_ - [System Monitoring & Profiling](#system-monitoring--profiling) _18 projects_ - [AST Tools](#ast-tools) _6 projects_ - [Others](#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 project -

Pylint related project -

Sphinx related project -

MkDocs related project
## Linters & Style Checkers

mypy (🥇44 · ⭐ 14K) - Optional static typing for Python. MIT

- [GitHub](https://github.com/python/mypy) (👨‍💻 610 · 🔀 2.3K · 📦 100K · 📋 8.4K - 27% open · ⏱️ 03.11.2022): ``` git clone https://github.com/python/mypy ``` - [PyPi](https://pypi.org/project/mypy) (📥 14M / month · 📦 6.3K · ⏱️ 03.10.2022): ``` pip install mypy ``` - [Conda](https://anaconda.org/conda-forge/mypy) (📥 2.3M · ⏱️ 05.10.2022): ``` conda install -c conda-forge mypy ```

flake8 (🥇42 · ⭐ 2.4K · 📈) - Flake8 is a wrapper around these tools: PyFlakes; pycodestyle; Ned.. MIT

- [GitHub](https://github.com/PyCQA/flake8) (👨‍💻 170 · 🔀 240 · 📦 300K · 📋 1.5K - 2% open · ⏱️ 01.11.2022): ``` git clone https://github.com/PyCQA/flake8 ``` - [PyPi](https://pypi.org/project/flake8) (📥 19M / month · 📦 42K · ⏱️ 11.10.2021): ``` pip install flake8 ``` - [Conda](https://anaconda.org/conda-forge/flake8) (📥 5M · ⏱️ 04.08.2022): ``` conda install -c conda-forge flake8 ```

pylint (🥇40 · ⭐ 4.3K) - Its not just a linter that annoys you!. ❗️GPL-2.0

- [GitHub](https://github.com/PyCQA/pylint) (👨‍💻 490 · 🔀 920 · 📋 4.6K - 15% open · ⏱️ 01.11.2022): ``` git clone https://github.com/PyCQA/pylint ``` - [PyPi](https://pypi.org/project/pylint) (📥 13M / month · 📦 21K · ⏱️ 29.06.2022): ``` pip install pylint ``` - [Conda](https://anaconda.org/conda-forge/pylint) (📥 3.3M · ⏱️ 26.10.2022): ``` conda install -c conda-forge pylint ```

pycodestyle (🥇38 · ⭐ 4.7K) - Simple Python style checker in one Python file. ❗️Saxpath

- [GitHub](https://github.com/PyCQA/pycodestyle) (👨‍💻 130 · 🔀 660 · 📦 270K · 📋 700 - 16% open · ⏱️ 01.11.2022): ``` git clone https://github.com/PyCQA/pycodestyle ``` - [PyPi](https://pypi.org/project/pycodestyle) (📥 28M / month · 📦 11K · ⏱️ 11.10.2021): ``` pip install pycodestyle ``` - [Conda](https://anaconda.org/conda-forge/pycodestyle) (📥 5.2M · ⏱️ 04.08.2022): ``` conda install -c conda-forge pycodestyle ```

wemake-python-styleguide (🥇36 · ⭐ 2.1K) - The strictest and most opinionated python linter ever!. MIT

- [GitHub](https://github.com/wemake-services/wemake-python-styleguide) (👨‍💻 180 · 🔀 350 · 📦 7.7K · 📋 1K - 9% open · ⏱️ 31.10.2022): ``` git clone https://github.com/wemake-services/wemake-python-styleguide ``` - [PyPi](https://pypi.org/project/wemake-python-styleguide) (📥 280K / month · 📦 31 · ⏱️ 11.03.2022): ``` pip install wemake-python-styleguide ```

pyflakes (🥇36 · ⭐ 1.2K) - A simple program which checks Python source files for errors. MIT

- [GitHub](https://github.com/PyCQA/pyflakes) (👨‍💻 84 · 🔀 170 · 📦 170K · 📋 480 - 12% open · ⏱️ 03.10.2022): ``` git clone https://github.com/PyCQA/pyflakes ``` - [PyPi](https://pypi.org/project/pyflakes) (📥 19M / month · 📦 14K · ⏱️ 06.10.2021): ``` pip install pyflakes ``` - [Conda](https://anaconda.org/conda-forge/pyflakes) (📥 5M · ⏱️ 30.07.2022): ``` conda install -c conda-forge pyflakes ```

pyright (🥈35 · ⭐ 8.6K) - Static type checker for Python. MIT

- [GitHub](https://github.com/microsoft/pyright) (👨‍💻 82 · 🔀 520 · 📦 380 · 📋 3.3K - 0% open · ⏱️ 03.11.2022): ``` git clone https://github.com/Microsoft/pyright ``` - [npm](https://www.npmjs.com/package/pyright) (📥 340K / month · 📦 7 · ⏱️ 02.11.2022): ``` npm install pyright ```

pyre-check (🥈34 · ⭐ 6.1K) - Performant type-checking for python. MIT

- [GitHub](https://github.com/facebook/pyre-check) (👨‍💻 220 · 🔀 400 · 📋 350 - 35% open · ⏱️ 03.11.2022): ``` git clone https://github.com/facebook/pyre-check ``` - [PyPi](https://pypi.org/project/pyre-check) (📥 180K / month · 📦 33 · ⏱️ 30.06.2022): ``` pip install pyre-check ```

pytype (🥈32 · ⭐ 4K) - A static type analyzer for Python code. Apache-2

- [GitHub](https://github.com/google/pytype) (👨‍💻 86 · 🔀 260 · 📋 560 - 18% open · ⏱️ 02.11.2022): ``` git clone https://github.com/google/pytype ``` - [PyPi](https://pypi.org/project/pytype) (📥 390K / month · 📦 100 · ⏱️ 30.06.2022): ``` pip install pytype ``` - [Conda](https://anaconda.org/conda-forge/pytype) (📥 120K · ⏱️ 27.10.2022): ``` conda install -c conda-forge pytype ```

pydocstyle (🥈32 · ⭐ 960 · 💤) - docstring style checker. MIT

- [GitHub](https://github.com/PyCQA/pydocstyle) (👨‍💻 81 · 🔀 180 · 📥 57 · 📦 37K · 📋 300 - 30% open · ⏱️ 05.04.2022): ``` git clone https://github.com/PyCQA/pydocstyle ``` - [PyPi](https://pypi.org/project/pydocstyle) (📥 2.5M / month · 📦 2.4K · ⏱️ 17.05.2021): ``` pip install pydocstyle ``` - [Conda](https://anaconda.org/conda-forge/pydocstyle) (📥 980K · ⏱️ 18.05.2021): ``` conda install -c conda-forge pydocstyle ```

parso (🥈31 · ⭐ 510) - A Python Parser. MIT

- [GitHub](https://github.com/davidhalter/parso) (👨‍💻 45 · 🔀 86 · 📦 240K · 📋 110 - 7% open · ⏱️ 28.09.2022): ``` git clone https://github.com/davidhalter/parso ``` - [PyPi](https://pypi.org/project/parso) (📥 16M / month · 📦 5.9K · ⏱️ 30.11.2021): ``` pip install parso ``` - [Conda](https://anaconda.org/conda-forge/parso) (📥 10M · ⏱️ 01.12.2021): ``` conda install -c conda-forge parso ```

flake8-bugbear (🥈29 · ⭐ 840 · 📈) - A plugin for Flake8 finding likely bugs and design.. MIT

- [GitHub](https://github.com/PyCQA/flake8-bugbear) (👨‍💻 63 · 🔀 72 · 📋 160 - 29% open · ⏱️ 31.10.2022): ``` git clone https://github.com/PyCQA/flake8-bugbear ``` - [PyPi](https://pypi.org/project/flake8-bugbear) (📥 1.5M / month · 📦 960 · ⏱️ 01.07.2022): ``` pip install flake8-bugbear ``` - [Conda](https://anaconda.org/conda-forge/flake8-bugbear) (📥 640K · ⏱️ 27.10.2022): ``` conda install -c conda-forge flake8-bugbear ```

pylint-django (🥈29 · ⭐ 530) - Pylint plugin for improving code analysis for when.. ❗️GPL-2.0

- [GitHub](https://github.com/PyCQA/pylint-django) (👨‍💻 67 · 🔀 110 · 📥 210 · 📦 19K · 📋 200 - 20% open · ⏱️ 22.09.2022): ``` git clone https://github.com/PyCQA/pylint-django ``` - [PyPi](https://pypi.org/project/pylint-django) (📥 740K / month · 📦 1.2K · ⏱️ 25.03.2022): ``` pip install pylint-django ``` - [Conda](https://anaconda.org/conda-forge/pylint-django) (📥 110K · ⏱️ 07.04.2022): ``` conda install -c conda-forge pylint-django ```

hacking (🥈29 · ⭐ 220) - OpenStack Hacking Style Checks. Mirror of code maintained at.. Apache-2

- [GitHub](https://github.com/openstack/hacking) (👨‍💻 180 · 🔀 65 · ⏱️ 10.06.2022): ``` git clone https://github.com/openstack/hacking ``` - [PyPi](https://pypi.org/project/hacking) (📥 220K / month · 📦 4.4K · ⏱️ 21.04.2021): ``` pip install hacking ```

pylama (🥈28 · ⭐ 940) - Code audit tool for python. MIT

- [GitHub](https://github.com/klen/pylama) (👨‍💻 48 · 🔀 95 · 📦 4.3K · 📋 140 - 31% open · ⏱️ 08.08.2022): ``` git clone https://github.com/klen/pylama ``` - [PyPi](https://pypi.org/project/pylama) (📥 140K / month · 📦 600 · ⏱️ 11.03.2022): ``` pip install pylama ```

mypy-protobuf (🥈28 · ⭐ 500) - open source tools to generate mypy stubs from protobufs. Apache-2

- [GitHub](https://github.com/nipunn1313/mypy-protobuf) (👨‍💻 35 · 🔀 66 · 📋 110 - 4% open · ⏱️ 02.11.2022): ``` git clone https://github.com/dropbox/mypy-protobuf ``` - [PyPi](https://pypi.org/project/mypy-protobuf) (📥 1.2M / month · 📦 60 · ⏱️ 23.01.2022): ``` pip install mypy-protobuf ``` - [Conda](https://anaconda.org/conda-forge/mypy-protobuf) (📥 73K · ⏱️ 24.08.2022): ``` conda install -c conda-forge mypy-protobuf ```

flake8-isort (🥈28 · ⭐ 140) - flake8 plugin that integrates isort. ❗️GPL-2.0

- [GitHub](https://github.com/gforcada/flake8-isort) (👨‍💻 34 · 🔀 57 · 📦 13K · 📋 53 - 16% open · ⏱️ 28.10.2022): ``` git clone https://github.com/gforcada/flake8-isort ``` - [PyPi](https://pypi.org/project/flake8-isort) (📥 790K / month · 📦 640 · ⏱️ 14.10.2021): ``` pip install flake8-isort ``` - [Conda](https://anaconda.org/conda-forge/flake8-isort) (📥 25K · ⏱️ 09.10.2022): ``` conda install -c conda-forge flake8-isort ```

flake8-builtins (🥈28 · ⭐ 92) - Check for python builtins being used as variables or.. ❗️GPL-2.0

- [GitHub](https://github.com/gforcada/flake8-builtins) (👨‍💻 16 · 🔀 21 · 📦 4.7K · 📋 43 - 9% open · ⏱️ 01.11.2022): ``` git clone https://github.com/gforcada/flake8-builtins ``` - [PyPi](https://pypi.org/project/flake8-builtins) (📥 610K / month · 📦 400 · ⏱️ 14.05.2020): ``` pip install flake8-builtins ``` - [Conda](https://anaconda.org/conda-forge/flake8-builtins) (📥 170K · ⏱️ 01.11.2022): ``` conda install -c conda-forge flake8-builtins ```

beartype (🥉27 · ⭐ 1.4K) - Unbearably fast near-real-time runtime type-checking in pure Python. MIT

- [GitHub](https://github.com/beartype/beartype) (👨‍💻 14 · 🔀 26 · 📋 130 - 17% open · ⏱️ 02.11.2022): ``` git clone https://github.com/beartype/beartype ``` - [PyPi](https://pypi.org/project/beartype) (📥 110K / month · 📦 50 · ⏱️ 15.03.2022): ``` pip install beartype ``` - [Conda](https://anaconda.org/conda-forge/beartype) (📥 28K · ⏱️ 18.09.2022): ``` conda install -c conda-forge beartype ```

flake8-comprehensions (🥉26 · ⭐ 390) - A flake8 plugin to help you write better.. MIT

- [GitHub](https://github.com/adamchainz/flake8-comprehensions) (👨‍💻 14 · 🔀 17 · 📋 49 - 14% open · ⏱️ 03.11.2022): ``` git clone https://github.com/adamchainz/flake8-comprehensions ``` - [PyPi](https://pypi.org/project/flake8-comprehensions) (📥 890K / month · 📦 570 · ⏱️ 19.05.2022): ``` pip install flake8-comprehensions ``` - [Conda](https://anaconda.org/conda-forge/flake8-comprehensions) (📥 660K · ⏱️ 01.11.2022): ``` conda install -c conda-forge flake8-comprehensions ```

check-manifest (🥉26 · ⭐ 270) - Tool to check the completeness of MANIFEST.in for Python packages. MIT

- [GitHub](https://github.com/mgedmin/check-manifest) (👨‍💻 22 · 🔀 35 · 📦 8K · 📋 94 - 20% open · ⏱️ 27.10.2022): ``` git clone https://github.com/mgedmin/check-manifest ``` - [PyPi](https://pypi.org/project/check-manifest) (📥 220K / month · 📦 2.6K · ⏱️ 13.03.2022): ``` pip install check-manifest ``` - [Conda](https://anaconda.org/conda-forge/check-manifest) (📥 64K · ⏱️ 13.03.2022): ``` conda install -c conda-forge check-manifest ```

flake8-eradicate (🥉23 · ⭐ 270) - Flake8 plugin to find commented out or dead code. MIT

- [GitHub](https://github.com/wemake-services/flake8-eradicate) (👨‍💻 16 · 🔀 10 · 📋 34 - 11% open · ⏱️ 20.09.2022): ``` git clone https://github.com/wemake-services/flake8-eradicate ``` - [PyPi](https://pypi.org/project/flake8-eradicate) (📥 440K / month · 📦 93 · ⏱️ 26.04.2022): ``` pip install flake8-eradicate ``` - [Conda](https://anaconda.org/conda-forge/flake8-eradicate) (📥 4K · ⏱️ 26.09.2022): ``` conda install -c conda-forge flake8-eradicate ```

flake8-black (🥉22 · ⭐ 140) - flake8 plugin to run black for checking Python coding style. MIT

- [GitHub](https://github.com/peterjc/flake8-black) (👨‍💻 9 · 🔀 10 · 📦 2.8K · 📋 28 - 17% open · ⏱️ 03.10.2022): ``` git clone https://github.com/peterjc/flake8-black ``` - [PyPi](https://pypi.org/project/flake8-black) (📥 610K / month · 📦 170 · ⏱️ 16.05.2022): ``` pip install flake8-black ``` - [Conda](https://anaconda.org/conda-forge/flake8-black) (📥 340K · ⏱️ 16.05.2022): ``` conda install -c conda-forge flake8-black ```

flake8-bandit (🥉22 · ⭐ 96) - Automated security testing using bandit and flake8. MIT

- [GitHub](https://github.com/tylerwince/flake8-bandit) (👨‍💻 12 · 🔀 26 · 📋 26 - 42% open · ⏱️ 29.08.2022): ``` git clone https://github.com/tylerwince/flake8-bandit ``` - [PyPi](https://pypi.org/project/flake8-bandit) (📥 500K / month · 📦 140 · ⏱️ 11.03.2022): ``` pip install flake8-bandit ```

Fixit (🥉21 · ⭐ 350) - Fixit is a Python Lint Framework based on LibCST. It comes with useful.. MIT

- [GitHub](https://github.com/Instagram/Fixit) (👨‍💻 30 · 🔀 44 · 📋 63 - 50% open · ⏱️ 17.10.2022): ``` git clone https://github.com/Instagram/Fixit ``` - [PyPi](https://pypi.org/project/fixit) (📥 9.5K / month · 📦 2 · ⏱️ 30.07.2021): ``` pip install fixit ```

nitpick (🥉20 · ⭐ 300) - Enforce the same settings on multiple projects. MIT

- [GitHub](https://github.com/andreoliwa/nitpick) (👨‍💻 15 · 🔀 18 · 📥 4 · 📋 120 - 35% open · ⏱️ 11.10.2022): ``` git clone https://github.com/andreoliwa/nitpick ``` - [PyPi](https://pypi.org/project/nitpick) (📥 9.1K / month · 📦 4 · ⏱️ 27.03.2022): ``` pip install nitpick ```

pandas-vet (🥉20 · ⭐ 140 · 💤) - A plugin for Flake8 that checks pandas code. MIT

- [GitHub](https://github.com/deppen8/pandas-vet) (👨‍💻 12 · 🔀 16 · 📥 44 · 📦 120 · 📋 49 - 38% open · ⏱️ 09.02.2022): ``` git clone https://github.com/deppen8/pandas-vet ``` - [PyPi](https://pypi.org/project/pandas-vet) (📥 60K / month · 📦 9 · ⏱️ 09.02.2022): ``` pip install pandas-vet ``` - [Conda](https://anaconda.org/conda-forge/pandas-vet) (📥 12K · ⏱️ 10.02.2022): ``` conda install -c conda-forge pandas-vet ```

flake8-simplify (🥉19 · ⭐ 130) - A flake8 plugin that helps you to simplify code. MIT

- [GitHub](https://github.com/MartinThoma/flake8-simplify) (👨‍💻 11 · 🔀 11 · 📋 98 - 29% open · ⏱️ 23.10.2022): ``` git clone https://github.com/MartinThoma/flake8-simplify ``` - [PyPi](https://pypi.org/project/flake8-simplify) (📥 320K / month · 📦 41 · ⏱️ 29.03.2022): ``` pip install flake8-simplify ``` - [Conda](https://anaconda.org/conda-forge/flake8-simplify) (📥 16K · ⏱️ 29.07.2022): ``` conda install -c conda-forge flake8-simplify ```

pylint-flask (🥉19 · ⭐ 62) - A Pylint plugin to analyze Flask applications. ❗️GPL-2.0

- [GitHub](https://github.com/jschaf/pylint-flask) (👨‍💻 7 · 🔀 9 · 📦 6.6K · 📋 11 - 45% open · ⏱️ 19.07.2022): ``` git clone https://github.com/jschaf/pylint-flask ``` - [PyPi](https://pypi.org/project/pylint-flask) (📥 290K / month · 📦 360 · ⏱️ 30.01.2019): ``` pip install pylint-flask ``` - [Conda](https://anaconda.org/conda-forge/pylint-flask) (📥 66K · ⏱️ 02.02.2019): ``` conda install -c conda-forge pylint-flask ```

imhotep (🥉17 · ⭐ 220 · 💤) - A static-analysis bot for Github. MIT

- [GitHub](https://github.com/justinabrahms/imhotep) (👨‍💻 17 · 🔀 36 · 📦 11 · 📋 46 - 43% open · ⏱️ 12.04.2022): ``` git clone https://github.com/justinabrahms/imhotep ``` - [PyPi](https://pypi.org/project/imhotep) (📥 43 / month · 📦 5 · ⏱️ 20.02.2022): ``` pip install imhotep ```

Show 13 hidden projects...

- coala (🥈28 · ⭐ 3.4K · 💀) - coala provides a unified command-line interface for linting and.. ❗️AGPL-3.0 - pep8-naming (🥈28 · ⭐ 400) - Naming Convention checker for Python. ❗️Saxpath - darglint (🥉27 · ⭐ 450 · 💀) - A python documentation linter which checks that the docstring.. MIT - flake8-quotes (🥉27 · ⭐ 150 · 💀) - Flake8 extension for checking quotes in python. MIT - flake8-import-order (🥉25 · ⭐ 270 · 💀) - Flake8 plugin that checks import order against.. ❗️LGPL-3.0 - flake8-commas (🥉24 · ⭐ 130 · 💀) - Flake8 extension for enforcing trailing commas in python. MIT - data-science-types (🥉23 · ⭐ 190 · 💀) - Mypy stubs, i.e., type information, for numpy, pandas.. Apache-2 - flakehell (🥉19 · ⭐ 230 · 💀) - Flake8 wrapper to make it nice, legacy-friendly, configurable. MIT - flake8-mypy (🥉19 · ⭐ 100 · 💀) - A plugin for flake8 integrating Mypy. MIT - bellybutton (🥉17 · ⭐ 250 · 💀) - Custom Python linting through AST expressions. MIT - pycycle (🥉15 · ⭐ 310 · 💀) - Tool for pinpointing circular imports in Python. Find cyclic imports.. MIT - yala (🥉15 · ⭐ 13 · 💤) - Yet Another Linter Aggregator. MIT - linty_fresh (🥉12 · ⭐ 180 · 💀) - Surface lint errors during code review. Apache-2 mypy

## Code Formatters

black (🥇42 · ⭐ 30K) - The uncompromising Python code formatter. MIT

- [GitHub](https://github.com/psf/black) (👨‍💻 350 · 🔀 1.9K · 📥 25K · 📋 2.1K - 16% open · ⏱️ 01.11.2022): ``` git clone https://github.com/psf/black ``` - [PyPi](https://pypi.org/project/black) (📥 16M / month · 📦 7.9K · ⏱️ 28.06.2022): ``` pip install black ``` - [Conda](https://anaconda.org/conda-forge/black) (📥 5.3M · ⏱️ 27.10.2022): ``` conda install -c conda-forge black ```

autopep8 (🥈39 · ⭐ 4.2K) - A tool that automatically formats Python code to conform to the PEP 8.. MIT

- [GitHub](https://github.com/hhatto/autopep8) (👨‍💻 57 · 🔀 280 · 📦 140K · 📋 450 - 22% open · ⏱️ 28.10.2022): ``` git clone https://github.com/hhatto/autopep8 ``` - [PyPi](https://pypi.org/project/autopep8) (📥 3.4M / month · 📦 5.7K · ⏱️ 24.10.2021): ``` pip install autopep8 ``` - [Conda](https://anaconda.org/conda-forge/autopep8) (📥 880K · ⏱️ 29.10.2022): ``` conda install -c conda-forge autopep8 ```

isort (🥈38 · ⭐ 5.3K) - A Python utility / library to sort imports. MIT

- [GitHub](https://github.com/PyCQA/isort) (👨‍💻 260 · 🔀 480 · 📦 280K · 📋 1.1K - 9% open · ⏱️ 20.05.2022): ``` git clone https://github.com/PyCQA/isort ``` - [PyPi](https://pypi.org/project/isort) (📥 24M / month · 📦 15K · ⏱️ 09.11.2021): ``` pip install isort ``` - [Conda](https://anaconda.org/conda-forge/isort) (📥 3.8M · ⏱️ 09.11.2021): ``` conda install -c conda-forge isort ```

yapf (🥉35 · ⭐ 13K) - A formatter for Python files. Apache-2

- [GitHub](https://github.com/google/yapf) (👨‍💻 140 · 🔀 860 · 📦 41K · 📋 760 - 47% open · ⏱️ 23.09.2022): ``` git clone https://github.com/google/yapf ``` - [PyPi](https://pypi.org/project/yapf) (📥 2.6M / month · 📦 2.1K · ⏱️ 26.12.2021): ``` pip install yapf ``` - [Conda](https://anaconda.org/conda-forge/yapf) (📥 1.2M · ⏱️ 06.01.2022): ``` conda install -c conda-forge yapf ```

docformatter (🥉25 · ⭐ 330) - Formats docstrings to follow PEP 257. MIT

- [GitHub](https://github.com/PyCQA/docformatter) (👨‍💻 22 · 🔀 41 · 📋 69 - 27% open · ⏱️ 24.08.2022): ``` git clone https://github.com/myint/docformatter ``` - [PyPi](https://pypi.org/project/docformatter) (📥 260K / month · 📦 99 · ⏱️ 27.12.2020): ``` pip install docformatter ``` - [Conda](https://anaconda.org/conda-forge/docformatter) (📥 28K · ⏱️ 28.08.2022): ``` conda install -c conda-forge docformatter ```

autoimport (🥉18 · ⭐ 55) - Autoimport automatically fixes wrong import statements. ❗️GPL-3.0

- [GitHub](https://github.com/lyz-code/autoimport) (👨‍💻 13 · 🔀 20 · 📋 34 - 17% open · ⏱️ 14.10.2022): ``` git clone https://github.com/lyz-code/autoimport ``` - [PyPi](https://pypi.org/project/autoimport) (📥 9.6K / month · 📦 3 · ⏱️ 16.02.2022): ``` pip install autoimport ```

Show 1 hidden projects...

- pyformat (🥉18 · ⭐ 89 · 💀) - Formats Python code to follow a consistent style. ❗️Saxpath

## Code Refactoring

jedi (🥇40 · ⭐ 5.3K) - Awesome autocompletion, static analysis and refactoring library for python. MIT

- [GitHub](https://github.com/davidhalter/jedi) (👨‍💻 150 · 🔀 460 · 📦 240K · 📋 1.3K - 3% open · ⏱️ 20.10.2022): ``` git clone https://github.com/davidhalter/jedi ``` - [PyPi](https://pypi.org/project/jedi) (📥 16M / month · 📦 8.3K · ⏱️ 17.11.2021): ``` pip install jedi ``` - [Conda](https://anaconda.org/conda-forge/jedi) (📥 12M · ⏱️ 08.08.2022): ``` conda install -c conda-forge jedi ```

rope (🥇33 · ⭐ 1.4K) - a python refactoring library. ❗️LGPL-3.0

- [GitHub](https://github.com/python-rope/rope) (👨‍💻 71 · 🔀 160 · 📋 250 - 28% open · ⏱️ 28.10.2022): ``` git clone https://github.com/python-rope/rope ``` - [PyPi](https://pypi.org/project/rope) (📥 590K / month · 📦 1.6K · ⏱️ 22.06.2022): ``` pip install rope ``` - [Conda](https://anaconda.org/conda-forge/rope) (📥 890K · ⏱️ 21.10.2022): ``` conda install -c conda-forge rope ```

pyupgrade (🥈30 · ⭐ 2.2K) - A tool (and pre-commit hook) to automatically upgrade syntax for newer.. MIT

- [GitHub](https://github.com/asottile/pyupgrade) (👨‍💻 30 · 🔀 130 · 📋 330 - 2% open · ⏱️ 01.11.2022): ``` git clone https://github.com/asottile/pyupgrade ``` - [PyPi](https://pypi.org/project/pyupgrade) (📥 340K / month · 📦 52 · ⏱️ 06.06.2022): ``` pip install pyupgrade ``` - [Conda](https://anaconda.org/conda-forge/pyupgrade) (📥 450K · ⏱️ 01.11.2022): ``` conda install -c conda-forge pyupgrade ```

autoflake (🥈29 · ⭐ 640) - Removes unused imports and unused variables as reported by pyflakes. MIT

- [GitHub](https://github.com/PyCQA/autoflake) (👨‍💻 33 · 🔀 65 · 📋 88 - 30% open · ⏱️ 01.11.2022): ``` git clone https://github.com/myint/autoflake ``` - [PyPi](https://pypi.org/project/autoflake) (📥 1.2M / month · 📦 540 · ⏱️ 04.08.2019): ``` pip install autoflake ``` - [Conda](https://anaconda.org/conda-forge/autoflake) (📥 430K · ⏱️ 14.10.2022): ``` conda install -c conda-forge autoflake ```

vulture (🥈28 · ⭐ 2.3K) - Find dead Python code. MIT

- [GitHub](https://github.com/jendrikseipp/vulture) (👨‍💻 33 · 🔀 110 · 📦 2K · 📋 170 - 11% open · ⏱️ 14.10.2022): ``` git clone https://github.com/jendrikseipp/vulture ``` - [PyPi](https://pypi.org/project/vulture) (📥 420K / month · 📦 220 · ⏱️ 03.07.2022): ``` pip install vulture ``` - [Conda](https://anaconda.org/conda-forge/vulture) (📥 61K · ⏱️ 20.05.2022): ``` conda install -c conda-forge vulture ```

MonkeyType (🥈24 · ⭐ 4K) - A Python library that generates static type annotations by collecting.. BSD-3

- [GitHub](https://github.com/Instagram/MonkeyType) (👨‍💻 42 · 🔀 150 · 📋 160 - 24% open · ⏱️ 02.09.2022): ``` git clone https://github.com/Instagram/MonkeyType ``` - [PyPi](https://pypi.org/project/monkeytype) (📥 63K / month · 📦 25 · ⏱️ 18.02.2022): ``` pip install monkeytype ``` - [Conda](https://anaconda.org/conda-forge/monkeytype) (📥 45K · ⏱️ 19.02.2022): ``` conda install -c conda-forge monkeytype ```

redbaron (🥈24 · ⭐ 650 · 💤) - Bottom-up approach to refactoring in python. ❗️LGPL-3.0

- [GitHub](https://github.com/PyCQA/redbaron) (👨‍💻 34 · 🔀 73 · 📦 430 · 📋 130 - 63% open · ⏱️ 09.12.2021): ``` git clone https://github.com/pycqa/redbaron ``` - [PyPi](https://pypi.org/project/redbaron) (📥 39K / month · 📦 120 · ⏱️ 17.03.2019): ``` pip install redbaron ```

Bowler (🥉23 · ⭐ 1.4K · 💤) - Safe code refactoring for modern Python. MIT

- [GitHub](https://github.com/facebookincubator/Bowler) (👨‍💻 27 · 🔀 91 · 📋 80 - 57% open · ⏱️ 04.03.2022): ``` git clone https://github.com/facebookincubator/Bowler ``` - [PyPi](https://pypi.org/project/bowler) (📥 68K / month · 📦 7 · ⏱️ 17.09.2020): ``` pip install bowler ``` - [Conda](https://anaconda.org/conda-forge/bowler) (📥 14K · ⏱️ 12.06.2019): ``` conda install -c conda-forge bowler ```

baron (🥉23 · ⭐ 270 · 💤) - IDE allow you to refactor code, Baron allows you to write.. ❗️LGPL-3.0

- [GitHub](https://github.com/PyCQA/baron) (👨‍💻 33 · 🔀 52 · 📦 240 · 📋 75 - 61% open · ⏱️ 09.12.2021): ``` git clone https://github.com/PyCQA/baron ``` - [PyPi](https://pypi.org/project/baron) (📥 39K / month · 📦 59 · ⏱️ 09.12.2021): ``` pip install baron ```

add-trailing-comma (🥉22 · ⭐ 260) - A tool (and pre-commit hook) to automatically add trailing.. MIT

- [GitHub](https://github.com/asottile/add-trailing-comma) (👨‍💻 11 · 🔀 20 · ⏱️ 01.11.2022): ``` git clone https://github.com/asottile/add-trailing-comma ``` - [PyPi](https://pypi.org/project/add-trailing-comma) (📥 27K / month · 📦 14 · ⏱️ 17.04.2022): ``` pip install add-trailing-comma ```

unimport (🥉20 · ⭐ 180) - A linter, formatter for finding and removing unused import statements. MIT

- [GitHub](https://github.com/hakancelikdev/unimport) (👨‍💻 12 · 🔀 15 · 📋 91 - 9% open · ⏱️ 26.10.2022): ``` git clone https://github.com/hakancelik96/unimport ``` - [PyPi](https://pypi.org/project/unimport) (📥 8.4K / month · ⏱️ 29.01.2022): ``` pip install unimport ```

retype (🥉16 · ⭐ 130) - Re-apply type annotations from .pyi stubs to your codebase. MIT

- [GitHub](https://github.com/ambv/retype) (👨‍💻 9 · 🔀 17 · ⏱️ 14.08.2022): ``` git clone https://github.com/ambv/retype ``` - [PyPi](https://pypi.org/project/retype) (📥 1.1K / month · 📦 18 · ⏱️ 29.12.2021): ``` pip install retype ``` - [Conda](https://anaconda.org/conda-forge/retype) (📥 20K · ⏱️ 15.08.2022): ``` conda install -c conda-forge retype ```

com2ann (🥉15 · ⭐ 120) - Tool for translation type comments to type annotations in Python. MIT

- [GitHub](https://github.com/ilevkivskyi/com2ann) (👨‍💻 5 · 🔀 9 · 📦 24 · 📋 25 - 28% open · ⏱️ 19.07.2022): ``` git clone https://github.com/ilevkivskyi/com2ann ``` - [PyPi](https://pypi.org/project/com2ann) (📥 5.3K / month · 📦 1 · ⏱️ 21.08.2021): ``` pip install com2ann ```

Show 5 hidden projects...

- eradicate (🥉22 · ⭐ 140 · 💤) - Removes commented-out code from Python files. ❗️Saxpath - pyannotate (🥉21 · ⭐ 1.4K · 💀) - Auto-generate PEP-484 annotations. Apache-2 - unify (🥉19 · ⭐ 76 · 💀) - Modifies strings to all use the same quote where possible. MIT - pep8ify (🥉15 · ⭐ 120 · 💀) - A library that modifies python source code to conform to pep8. Apache-2 - massedit (🥉15 · ⭐ 110 · 💀) - Programmatically edit text files with Python. Useful for source to.. MIT

## Code Security

bandit (🥇35 · ⭐ 4.6K) - Bandit is a tool designed to find common security issues in Python.. Apache-2

- [GitHub](https://github.com/PyCQA/bandit) (👨‍💻 160 · 🔀 490 · 📥 510 · 📦 22K · 📋 620 - 29% open · ⏱️ 28.10.2022): ``` git clone https://github.com/PyCQA/bandit ``` - [PyPi](https://pypi.org/project/bandit) (📥 2.7M / month · 📦 1.5K · ⏱️ 04.03.2022): ``` pip install bandit ``` - [Conda](https://anaconda.org/conda-forge/bandit) (📥 180K · ⏱️ 29.10.2022): ``` conda install -c conda-forge bandit ```

sqlmap (🥈31 · ⭐ 25K) - Automatic SQL injection and database takeover tool. ❗️GPL-3.0

- [GitHub](https://github.com/sqlmapproject/sqlmap) (👨‍💻 120 · 🔀 5K · 📋 4.8K - 1% open · ⏱️ 02.11.2022): ``` git clone https://github.com/sqlmapproject/sqlmap ``` - [PyPi](https://pypi.org/project/sqlmap) (📥 7.4K / month · 📦 6 · ⏱️ 03.06.2022): ``` pip install sqlmap ```

safety (🥈31 · ⭐ 1.4K) - Safety checks Python dependencies for known security vulnerabilities and.. MIT

- [GitHub](https://github.com/pyupio/safety) (👨‍💻 39 · 🔀 120 · 📥 220K · 📦 4 · 📋 160 - 37% open · ⏱️ 10.10.2022): ``` git clone https://github.com/pyupio/safety ``` - [PyPi](https://pypi.org/project/safety) (📥 1.1M / month · 📦 350 · ⏱️ 28.06.2022): ``` pip install safety ``` - [Conda](https://anaconda.org/conda-forge/safety) (📥 42K · ⏱️ 07.10.2022): ``` conda install -c conda-forge safety ```

detect-secrets (🥉30 · ⭐ 2.5K) - An enterprise friendly way of detecting and preventing.. Apache-2

- [GitHub](https://github.com/Yelp/detect-secrets) (👨‍💻 68 · 🔀 300 · 📋 280 - 33% open · ⏱️ 04.10.2022): ``` git clone https://github.com/Yelp/detect-secrets ``` - [PyPi](https://pypi.org/project/detect-secrets) (📥 310K / month · 📦 24 · ⏱️ 16.02.2022): ``` pip install detect-secrets ```

dlint (🥉20 · ⭐ 120) - Dlint is a tool for encouraging best coding practices and helping ensure.. BSD-3

- [GitHub](https://github.com/dlint-py/dlint) (👨‍💻 14 · 🔀 12 · 📋 44 - 59% open · ⏱️ 24.09.2022): ``` git clone https://github.com/dlint-py/dlint ``` - [PyPi](https://pypi.org/project/dlint) (📥 190K / month · 📦 45 · ⏱️ 27.10.2021): ``` pip install dlint ``` - [Conda](https://anaconda.org/conda-forge/dlint) (📥 1.4K · ⏱️ 10.08.2022): ``` conda install -c conda-forge dlint ```

Show 3 hidden projects...

- pyarmor (🥈32 · ⭐ 1.8K) - A tool used to obfuscate python scripts, bind obfuscated scripts.. ❗️SGI-B-2.0 - pyt (🥉23 · ⭐ 2.1K · 💀) - A Static Analysis Tool for Detecting Security Vulnerabilities in.. ❗️GPL-2.0 - dodgy (🥉20 · ⭐ 110 · 💀) - Looks at Python code to search for things which look dodgy such as.. MIT

## Virtual Environments

pipenv (🥇44 · ⭐ 23K) - Python Development Workflow for Humans. MIT

- [GitHub](https://github.com/pypa/pipenv) (👨‍💻 440 · 🔀 1.8K · 📦 43K · 📋 3.8K - 6% open · ⏱️ 26.10.2022): ``` git clone https://github.com/pypa/pipenv ``` - [PyPi](https://pypi.org/project/pipenv) (📥 6.6M / month · 📦 1.2K · ⏱️ 08.09.2022): ``` pip install pipenv ``` - [Conda](https://anaconda.org/conda-forge/pipenv) (📥 75K · ⏱️ 26.10.2022): ``` conda install -c conda-forge pipenv ```

virtualenv (🥈40 · ⭐ 4.3K) - Virtual Python Environment builder. MIT

- [GitHub](https://github.com/pypa/virtualenv) (👨‍💻 240 · 🔀 970 · 📋 1.2K - 6% open · ⏱️ 31.10.2022): ``` git clone https://github.com/pypa/virtualenv ``` - [PyPi](https://pypi.org/project/virtualenv) (📥 39M / month · 📦 18K · ⏱️ 27.07.2022): ``` pip install virtualenv ``` - [Conda](https://anaconda.org/conda-forge/virtualenv) (📥 2.9M · ⏱️ 26.10.2022): ``` conda install -c conda-forge virtualenv ```

pyenv (🥈33 · ⭐ 29K) - Simple Python version management. MIT

- [GitHub](https://github.com/pyenv/pyenv) (👨‍💻 390 · 🔀 2.6K · 📋 1.5K - 2% open · ⏱️ 03.11.2022): ``` git clone https://github.com/pyenv/pyenv ``` - [PyPi](https://pypi.org/project/pyenv) (📥 8.5K / month · 📦 1 · ⏱️ 12.01.2019): ``` pip install pyenv ```

nodeenv (🥈33 · ⭐ 1.5K) - Virtual environment for Node.js & integrator with virtualenv. BSD-3

- [GitHub](https://github.com/ekalinin/nodeenv) (👨‍💻 84 · 🔀 160 · 📦 29K · 📋 170 - 22% open · ⏱️ 20.08.2022): ``` git clone https://github.com/ekalinin/nodeenv ``` - [PyPi](https://pypi.org/project/nodeenv) (📥 7.4M / month · 📦 900 · ⏱️ 25.06.2022): ``` pip install nodeenv ``` - [Conda](https://anaconda.org/conda-forge/nodeenv) (📥 1.7M · ⏱️ 25.06.2022): ``` conda install -c conda-forge nodeenv ```

pyenv-virtualenv (🥉21 · ⭐ 5.2K) - a pyenv plugin to manage virtualenv (a.k.a. python-virtualenv). MIT

- [GitHub](https://github.com/pyenv/pyenv-virtualenv) (👨‍💻 54 · 🔀 340 · 📋 340 - 39% open · ⏱️ 18.10.2022): ``` git clone https://github.com/pyenv/pyenv-virtualenv ```

dh-virtualenv (🥉17 · ⭐ 1.5K) - Python virtualenvs in Debian packages. ❗️GPL-2.0

- [GitHub](https://github.com/spotify/dh-virtualenv) (👨‍💻 59 · 🔀 170 · 📋 200 - 13% open · ⏱️ 15.07.2022): ``` git clone https://github.com/spotify/dh-virtualenv ```

pyenv-installer (🥉15 · ⭐ 3.4K) - This tool is used to install `pyenv` and friends. MIT

- [GitHub](https://github.com/pyenv/pyenv-installer) (👨‍💻 35 · 🔀 360 · 📋 74 - 9% open · ⏱️ 01.05.2022): ``` git clone https://github.com/pyenv/pyenv-installer ```

freshenv (🥉14 · ⭐ 140) - Provision, share, manage local and cloud developer environments. ❗️GPL-3.0

- [GitHub](https://github.com/raiyanyahya/freshenv) (👨‍💻 3 · 🔀 3 · ⏱️ 02.11.2022): ``` git clone https://github.com/raiyanyahya/freshenv ``` - [PyPi](https://pypi.org/project/freshenv) (📥 310 / month · ⏱️ 25.05.2022): ``` pip install freshenv ``` - [Conda](https://anaconda.org/raiyanyahya/freshenv): ``` conda install -c raiyanyahya freshenv ```

Show 2 hidden projects...

- vex (🥉18 · ⭐ 370 · 💀) - Run a command in the named virtualenv. MIT - pipenv-pipes (🥉13 · ⭐ 130 · 💀) - A PipEnv Environment Switcher. MIT

## Dependency & Package Managers

pip (🥇46 · ⭐ 8.3K) - The Python package installer. MIT

- [GitHub](https://github.com/pypa/pip) (👨‍💻 690 · 🔀 2.7K · 📦 100K · 📋 6.6K - 14% open · ⏱️ 03.11.2022): ``` git clone https://github.com/pypa/pip ``` - [PyPi](https://pypi.org/project/pip) (📥 120M / month · 📦 11K · ⏱️ 31.05.2022): ``` pip install pip ``` - [Conda](https://anaconda.org/conda-forge/pip) (📥 56M · ⏱️ 15.10.2022): ``` conda install -c conda-forge pip ```

poetry (🥇40 · ⭐ 22K) - Python packaging and dependency management made easy. MIT

- [GitHub](https://github.com/python-poetry/poetry) (👨‍💻 410 · 🔀 1.8K · 📥 14M · 📋 4.5K - 14% open · ⏱️ 03.11.2022): ``` git clone https://github.com/python-poetry/poetry ``` - [PyPi](https://pypi.org/project/poetry) (📥 9.8M / month · 📦 160 · ⏱️ 31.08.2022): ``` pip install poetry ``` - [Conda](https://anaconda.org/conda-forge/poetry) (📥 670K · ⏱️ 31.10.2022): ``` conda install -c conda-forge poetry ```

conda (🥇40 · ⭐ 5K) - OS-agnostic, system-level binary package manager and ecosystem. BSD-3

- [GitHub](https://github.com/conda/conda) (👨‍💻 410 · 🔀 1.3K · 📋 8.8K - 11% open · ⏱️ 03.11.2022): ``` git clone https://github.com/conda/conda ``` - [PyPi](https://pypi.org/project/conda) (📥 230K / month · 📦 1.1K · ⏱️ 22.04.2017): ``` pip install conda ``` - [Conda](https://anaconda.org/conda-forge/conda) (📥 33M · ⏱️ 27.09.2022): ``` conda install -c conda-forge conda ```

pip-tools (🥈37 · ⭐ 6.4K) - A set of tools to keep your pinned Python dependencies fresh. BSD-3

- [GitHub](https://github.com/jazzband/pip-tools) (👨‍💻 180 · 🔀 540 · 📋 890 - 16% open · ⏱️ 26.10.2022): ``` git clone https://github.com/jazzband/pip-tools ``` - [PyPi](https://pypi.org/project/pip-tools) (📥 6.7M / month · 📦 1.9K · ⏱️ 30.06.2022): ``` pip install pip-tools ``` - [Conda](https://anaconda.org/conda-forge/pip-tools) (📥 59K · ⏱️ 24.05.2022): ``` conda install -c conda-forge pip-tools ```

mamba (🥉29 · ⭐ 3.8K) - The Fast Cross-Platform Package Manager. BSD-3

- [GitHub](https://github.com/mamba-org/mamba) (👨‍💻 99 · 🔀 220 · 📋 1.1K - 36% open · ⏱️ 02.11.2022): ``` git clone https://github.com/mamba-org/mamba ``` - [Conda](https://anaconda.org/conda-forge/mamba) (📥 4.8M · ⏱️ 02.11.2022): ``` conda install -c conda-forge mamba ```

PDM (🥉29 · ⭐ 3.3K) - A modern Python package and dependency manager supporting the latest PEP.. MIT

- [GitHub](https://github.com/pdm-project/pdm) (👨‍💻 83 · 🔀 160 · 📥 3 · 📋 810 - 2% open · ⏱️ 03.11.2022): ``` git clone https://github.com/pdm-project/pdm ``` - [PyPi](https://pypi.org/project/pdm) (📥 78K / month · 📦 2 · ⏱️ 02.07.2022): ``` pip install pdm ``` - [Conda](https://anaconda.org/conda-forge/pdm) (📥 45K · ⏱️ 03.11.2022): ``` conda install -c conda-forge pdm ```

pipx (🥉25 · ⭐ 5.7K · 📉) - Install and Run Python Applications in Isolated Environments. MIT

- [GitHub](https://github.com/pypa/pipx) (👨‍💻 81 · 🔀 260 · 📋 520 - 22% open · ⏱️ 17.08.2022): ``` git clone https://github.com/pypa/pipx ``` - [PyPi](https://pypi.org/project/pipx) (📥 440K / month · 📦 9 · ⏱️ 28.05.2022): ``` pip install pipx ``` - [Conda](https://anaconda.org/conda-forge/pipx) (📥 12K · ⏱️ 01.11.2022): ``` conda install -c conda-forge pipx ```

pyflow (🥉21 · ⭐ 1.2K · 💤) - An installation and dependency system for Python. MIT

- [GitHub](https://github.com/David-OConnor/pyflow) (👨‍💻 28 · 🔀 41 · 📥 4.7K · 📦 41 · 📋 130 - 44% open · ⏱️ 11.03.2022): ``` git clone https://github.com/David-OConnor/pyflow ``` - [PyPi](https://pypi.org/project/pyflow) (📥 140 / month · 📦 1 · ⏱️ 02.07.2021): ``` pip install pyflow ```

pip-run (🥉19 · ⭐ 76) - pip-run - dynamic dependency loader for Python. MIT

- [GitHub](https://github.com/jaraco/pip-run) (👨‍💻 13 · 🔀 11 · 📋 43 - 6% open · ⏱️ 06.10.2022): ``` git clone https://github.com/jaraco/pip-run ``` - [PyPi](https://pypi.org/project/pip-run) (📥 4.2K / month · 📦 3 · ⏱️ 06.07.2022): ``` pip install pip-run ```

Show 2 hidden projects...

- pipreqs (🥈30 · ⭐ 4.6K · 💀) - pipreqs - Generate pip requirements.txt file based on imports of.. Apache-2 - dephell (🥉25 · ⭐ 1.7K · 💀) - Python project management. Manage packages: convert between formats,.. MIT

## Code Metrics & Complexity

prospector (🥇29 · ⭐ 1.7K) - Inspects Python source files and provides information about.. ❗️GPL-2.0

- [GitHub](https://github.com/PyCQA/prospector) (👨‍💻 79 · 🔀 150 · 📋 320 - 12% open · ⏱️ 24.09.2022): ``` git clone https://github.com/PyCQA/prospector ``` - [PyPi](https://pypi.org/project/prospector) (📥 520K / month · 📦 670 · ⏱️ 18.03.2022): ``` pip install prospector ``` - [Conda](https://anaconda.org/conda-forge/prospector) (📥 44K · ⏱️ 10.03.2022): ``` conda install -c conda-forge prospector ```

mccabe (🥇29 · ⭐ 510 · 💤) - McCabe complexity checker for Python. ❗️Saxpath

- [GitHub](https://github.com/PyCQA/mccabe) (👨‍💻 21 · 🔀 48 · 📦 310K · 📋 50 - 24% open · ⏱️ 24.01.2022): ``` git clone https://github.com/PyCQA/mccabe ``` - [PyPi](https://pypi.org/project/mccabe) (📥 26M / month · 📦 16K · ⏱️ 24.01.2022): ``` pip install mccabe ``` - [Conda](https://anaconda.org/conda-forge/mccabe) (📥 5.5M · ⏱️ 24.01.2022): ``` conda install -c conda-forge mccabe ```

radon (🥈27 · ⭐ 1.4K) - Various code metrics for Python code. MIT

- [GitHub](https://github.com/rubik/radon) (👨‍💻 52 · 🔀 97 · 📦 2.8K · 📋 160 - 11% open · ⏱️ 03.09.2022): ``` git clone https://github.com/rubik/radon ``` - [PyPi](https://pypi.org/project/radon) (📥 340K / month · 📦 600 · ⏱️ 15.12.2021): ``` pip install radon ``` - [Conda](https://anaconda.org/conda-forge/radon) (📥 49K · ⏱️ 07.09.2021): ``` conda install -c conda-forge radon ```

wily (🥉25 · ⭐ 1K) - A Python application for tracking, reporting on timing and complexity in.. Apache-2

- [GitHub](https://github.com/tonybaloney/wily) (👨‍💻 22 · 🔀 53 · 📋 88 - 34% open · ⏱️ 20.10.2022): ``` git clone https://github.com/tonybaloney/wily ``` - [PyPi](https://pypi.org/project/wily) (📥 15K / month · 📦 10 · ⏱️ 18.05.2022): ``` pip install wily ```

xenon (🥉21 · ⭐ 220 · 💤) - Monitoring tool based on radon. MIT

- [GitHub](https://github.com/rubik/xenon) (👨‍💻 9 · 🔀 18 · 📦 430 · 📋 33 - 18% open · ⏱️ 24.02.2022): ``` git clone https://github.com/rubik/xenon ``` - [PyPi](https://pypi.org/project/xenon) (📥 110K / month · 📦 69 · ⏱️ 24.02.2022): ``` pip install xenon ``` - [Conda](https://anaconda.org/conda-forge/xenon) (📥 18K · ⏱️ 12.10.2019): ``` conda install -c conda-forge xenon ```

Show 1 hidden projects...

- cohesion (🥉13 · ⭐ 170 · 💀) - A tool for measuring Python class cohesion. ❗️GPL-3.0

## Logging

rich (🥇42 · ⭐ 41K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT

- [GitHub](https://github.com/Textualize/rich) (👨‍💻 200 · 🔀 1.4K · 📦 37K · 📋 950 - 6% open · ⏱️ 20.10.2022): ``` git clone https://github.com/Textualize/rich ``` - [PyPi](https://pypi.org/project/rich) (📥 14M / month · 📦 2.1K · ⏱️ 24.05.2022): ``` pip install rich ``` - [Conda](https://anaconda.org/conda-forge/rich) (📥 2.2M · ⏱️ 02.10.2022): ``` conda install -c conda-forge rich ```

tqdm (🥇42 · ⭐ 23K) - A Fast, Extensible Progress Bar for Python and CLI. MPL-2.0

- [GitHub](https://github.com/tqdm/tqdm) (👨‍💻 110 · 🔀 1.2K · 📥 10K · 📦 340K · 📋 940 - 40% open · ⏱️ 03.09.2022): ``` git clone https://github.com/tqdm/tqdm ``` - [PyPi](https://pypi.org/project/tqdm) (📥 46M / month · 📦 22K · ⏱️ 04.04.2022): ``` pip install tqdm ``` - [Conda](https://anaconda.org/conda-forge/tqdm) (📥 15M · ⏱️ 03.09.2022): ``` conda install -c conda-forge tqdm ``` - [Docker Hub](https://hub.docker.com/r/tqdm/tqdm) (📥 4.1K · ⭐ 2 · ⏱️ 29.10.2022): ``` docker pull tqdm/tqdm ```

sentry-sdk (🥇39 · ⭐ 1.4K) - The official Python SDK for Sentry.io. BSD-2

- [GitHub](https://github.com/getsentry/sentry-python) (👨‍💻 150 · 🔀 320 · 📥 3.9K · 📦 25K · 📋 780 - 23% open · ⏱️ 02.11.2022): ``` git clone https://github.com/getsentry/sentry-python ``` - [PyPi](https://pypi.org/project/sentry-sdk) (📥 18M / month · 📦 1K · ⏱️ 22.06.2022): ``` pip install sentry-sdk ``` - [Conda](https://anaconda.org/conda-forge/sentry-sdk) (📥 270K · ⏱️ 21.10.2022): ``` conda install -c conda-forge sentry-sdk ```

loguru (🥈36 · ⭐ 13K) - Python logging made (stupidly) simple. MIT

- [GitHub](https://github.com/Delgan/loguru) (👨‍💻 39 · 🔀 560 · 📦 30K · 📋 660 - 9% open · ⏱️ 01.11.2022): ``` git clone https://github.com/Delgan/loguru ``` - [PyPi](https://pypi.org/project/loguru) (📥 4.5M / month · 📦 1.7K · ⏱️ 20.09.2020): ``` pip install loguru ``` - [Conda](https://anaconda.org/conda-forge/loguru) (📥 750K · ⏱️ 26.10.2022): ``` conda install -c conda-forge loguru ```

structlog (🥈36 · ⭐ 2.2K) - Simple, powerful, and fast logging for Python. Apache-2

- [GitHub](https://github.com/hynek/structlog) (👨‍💻 93 · 🔀 160 · 📋 250 - 10% open · ⏱️ 03.11.2022): ``` git clone https://github.com/hynek/structlog ``` - [PyPi](https://pypi.org/project/structlog) (📥 3.8M / month · 📦 940 · ⏱️ 16.12.2021): ``` pip install structlog ``` - [Conda](https://anaconda.org/conda-forge/structlog) (📥 250K · ⏱️ 28.07.2022): ``` conda install -c conda-forge structlog ```

progressbar2 (🥈35 · ⭐ 790) - Progressbar 2 - A progress bar for Python 2 and Python 3 - pip.. BSD-3

- [GitHub](https://github.com/wolph/python-progressbar) (👨‍💻 41 · 🔀 97 · 📥 1.7K · 📦 23K · 📋 210 - 4% open · ⏱️ 02.11.2022): ``` git clone https://github.com/WoLpH/python-progressbar ``` - [PyPi](https://pypi.org/project/progressbar2) (📥 16M / month · 📦 1.5K · ⏱️ 05.01.2022): ``` pip install progressbar2 ``` - [Conda](https://anaconda.org/conda-forge/progressbar2) (📥 600K · ⏱️ 27.10.2022): ``` conda install -c conda-forge progressbar2 ```

python-json-logger (🥈34 · ⭐ 1.4K) - Json Formatter for the standard python logger. BSD-2

- [GitHub](https://github.com/madzak/python-json-logger) (👨‍💻 54 · 🔀 190 · 📦 30K · 📋 86 - 43% open · ⏱️ 13.07.2022): ``` git clone https://github.com/madzak/python-json-logger ``` - [PyPi](https://pypi.org/project/python-json-logger) (📥 7.1M / month · 📦 730 · ⏱️ 27.07.2021): ``` pip install python-json-logger ``` - [Conda](https://anaconda.org/conda-forge/python-json-logger) (📥 1.6M · ⏱️ 12.10.2020): ``` conda install -c conda-forge python-json-logger ```

tabulate (🥈33 · ⭐ 1.4K) - Pretty-print tabular data in Python, a library and a command-line.. MIT

- [GitHub](https://github.com/astanin/python-tabulate) (👨‍💻 83 · 🔀 120 · 📋 170 - 35% open · ⏱️ 27.10.2022): ``` git clone https://github.com/astanin/python-tabulate ``` - [PyPi](https://pypi.org/project/tabulate) (📥 46M / month · 📦 6.7K · ⏱️ 21.06.2022): ``` pip install tabulate ``` - [Conda](https://anaconda.org/conda-forge/tabulate) (📥 3.6M · ⏱️ 07.10.2022): ``` conda install -c conda-forge tabulate ```

colorlog (🥉31 · ⭐ 770) - A colored formatter for the python logging module. MIT

- [GitHub](https://github.com/borntyping/python-colorlog) (👨‍💻 30 · 🔀 80 · 📦 19K · 📋 73 - 1% open · ⏱️ 29.08.2022): ``` git clone https://github.com/borntyping/python-colorlog ``` - [PyPi](https://pypi.org/project/colorlog) (📥 7.7M / month · 📦 2.4K · ⏱️ 08.11.2021): ``` pip install colorlog ``` - [Conda](https://anaconda.org/conda-forge/colorlog) (📥 1.2M · ⏱️ 26.10.2022): ``` conda install -c conda-forge colorlog ```

wasabi (🥉29 · ⭐ 360) - A lightweight console printing and formatting toolkit. MIT

- [GitHub](https://github.com/explosion/wasabi) (👨‍💻 11 · 🔀 25 · 📦 22K · 📋 8 - 50% open · ⏱️ 10.10.2022): ``` git clone https://github.com/ines/wasabi ``` - [PyPi](https://pypi.org/project/wasabi) (📥 3.5M / month · 📦 290 · ⏱️ 30.03.2022): ``` pip install wasabi ``` - [Conda](https://anaconda.org/conda-forge/wasabi) (📥 920K · ⏱️ 27.07.2022): ``` conda install -c conda-forge wasabi ```

alive-progress (🥉28 · ⭐ 3.9K) - A new kind of Progress Bar, with real-time throughput, ETA, and.. MIT

- [GitHub](https://github.com/rsalmei/alive-progress) (👨‍💻 7 · 🔀 160 · 📦 1.2K · 📋 160 - 14% open · ⏱️ 16.07.2022): ``` git clone https://github.com/rsalmei/alive-progress ``` - [PyPi](https://pypi.org/project/alive-progress) (📥 96K / month · 📦 110 · ⏱️ 01.04.2022): ``` pip install alive-progress ``` - [Conda](https://anaconda.org/conda-forge/alive-progress) (📥 21K · ⏱️ 08.01.2021): ``` conda install -c conda-forge alive-progress ```

stackprinter (🥉27 · ⭐ 1.2K) - Debugging-friendly exceptions for Python. MIT

- [GitHub](https://github.com/cknd/stackprinter) (👨‍💻 7 · 🔀 35 · 📦 140 · 📋 28 - 25% open · ⏱️ 30.09.2022): ``` git clone https://github.com/cknd/stackprinter ``` - [PyPi](https://pypi.org/project/stackprinter) (📥 640K / month · 📦 26 · ⏱️ 02.04.2022): ``` pip install stackprinter ``` - [Conda](https://anaconda.org/conda-forge/stackprinter) (📥 4K · ⏱️ 31.10.2020): ``` conda install -c conda-forge stackprinter ```

rebound (🥉24 · ⭐ 3.9K · 💤) - Command-line tool that instantly fetches Stack Overflow results when.. MIT

- [GitHub](https://github.com/shobrook/rebound) (👨‍💻 16 · 🔀 370 · 📥 200 · 📦 22 · 📋 58 - 34% open · ⏱️ 16.02.2022): ``` git clone https://github.com/shobrook/rebound ``` - [PyPi](https://pypi.org/project/rebound) (📥 2.2K / month · 📦 18 · ⏱️ 25.04.2022): ``` pip install rebound ``` - [Conda](https://anaconda.org/conda-forge/rebound) (📥 220K · ⏱️ 01.11.2022): ``` conda install -c conda-forge rebound ```

notifiers (🥉24 · ⭐ 2.3K) - The easy way to send notifications. MIT

- [GitHub](https://github.com/liiight/notifiers) (👨‍💻 19 · 🔀 89 · 📋 110 - 38% open · ⏱️ 14.07.2022): ``` git clone https://github.com/liiight/notifiers ``` - [PyPi](https://pypi.org/project/notifiers) (📥 110K / month · 📦 22 · ⏱️ 10.02.2022): ``` pip install notifiers ``` - [Conda](https://anaconda.org/conda-forge/notifiers) (📥 26K · ⏱️ 07.09.2022): ``` conda install -c conda-forge notifiers ```

better-exceptions (🥉23 · ⭐ 4.3K) - Pretty and useful exceptions in Python, automatically. MIT

- [GitHub](https://github.com/Qix-/better-exceptions) (👨‍💻 16 · 🔀 200 · 📋 74 - 39% open · ⏱️ 12.08.2022): ``` git clone https://github.com/Qix-/better-exceptions ``` - [PyPi](https://pypi.org/project/better-exceptions) (📥 66K / month · 📦 58 · ⏱️ 29.01.2021): ``` pip install better-exceptions ```

PrettyErrors (🥉22 · ⭐ 2.6K · 💤) - Prettify Python exception output to make it legible. MIT

- [GitHub](https://github.com/onelivesleft/PrettyErrors) (👨‍💻 5 · 🔀 78 · 📋 43 - 11% open · ⏱️ 24.11.2021): ``` git clone https://github.com/onelivesleft/PrettyErrors ``` - [PyPi](https://pypi.org/project/pretty_errors) (📥 19K / month · 📦 45 · ⏱️ 24.11.2021): ``` pip install pretty_errors ``` - [Conda](https://anaconda.org/conda-forge/pretty_errors) (📥 7.9K · ⏱️ 27.11.2021): ``` conda install -c conda-forge pretty_errors ```

python-devtools (🥉17 · ⭐ 600) - Dev tools for python. MIT

- [GitHub](https://github.com/samuelcolvin/python-devtools) (👨‍💻 8 · 🔀 30 · 📋 44 - 15% open · ⏱️ 01.08.2022): ``` git clone https://github.com/samuelcolvin/python-devtools ``` - [PyPi](https://pypi.org/project/python-devtools) (📥 300 / month · 📦 1 · ⏱️ 21.08.2017): ``` pip install python-devtools ``` - [Conda](https://anaconda.org/conda-forge/python-devtools) (📥 8.5K · ⏱️ 27.07.2022): ``` conda install -c conda-forge python-devtools ```

Show 4 hidden projects...

- logbook (🥈32 · ⭐ 1.4K · 💀) - A cool logging replacement for Python. BSD-3 - prettytable (🥉28 · ⭐ 880) - Display tabular data in a visually appealing ASCII table.. ❗️BSD-1-Clause - python-coloredlogs (🥉28 · ⭐ 490 · 💀) - Colored terminal output for Pythons logging module. MIT - tbvaccine (🥉16 · ⭐ 370 · 💀) - A small utility to pretty-print Python tracebacks. MIT

## Documentation

🔗 best-of-mkdocs ( ⭐ 69) - Collection of MkDocs projects and plugins.

mkdocs (🥇42 · ⭐ 15K) - Project documentation with Markdown. BSD-2

- [GitHub](https://github.com/mkdocs/mkdocs) (👨‍💻 220 · 🔀 2.1K · 📦 27K · 📋 1.7K - 6% open · ⏱️ 01.11.2022): ``` git clone https://github.com/mkdocs/mkdocs ``` - [PyPi](https://pypi.org/project/mkdocs) (📥 1.2M / month · 📦 3.8K · ⏱️ 26.03.2022): ``` pip install mkdocs ``` - [Conda](https://anaconda.org/conda-forge/mkdocs) (📥 210K · ⏱️ 31.03.2022): ``` conda install -c conda-forge mkdocs ```

mkdocs-material (🥇42 · ⭐ 12K · 📈) - Documentation that simply works. MIT

- [GitHub](https://github.com/squidfunk/mkdocs-material) (👨‍💻 170 · 🔀 2.6K · 📦 18K · 📋 1.6K - 1% open · ⏱️ 03.11.2022): ``` git clone https://github.com/squidfunk/mkdocs-material ``` - [PyPi](https://pypi.org/project/mkdocs-material) (📥 1.7M / month · 📦 1.3K · ⏱️ 04.07.2022): ``` pip install mkdocs-material ``` - [Conda](https://anaconda.org/conda-forge/mkdocs-material) (📥 170K · ⏱️ 18.09.2022): ``` conda install -c conda-forge mkdocs-material ```

sphinx (🥇42 · ⭐ 5K) - The Sphinx documentation generator. BSD-3

- [GitHub](https://github.com/sphinx-doc/sphinx) (👨‍💻 760 · 🔀 1.8K · 📦 230K · 📋 6.3K - 17% open · ⏱️ 30.10.2022): ``` git clone https://github.com/sphinx-doc/sphinx ``` - [PyPi](https://pypi.org/project/sphinx) (📥 8.9M / month · 📦 60K · ⏱️ 02.06.2022): ``` pip install sphinx ``` - [Conda](https://anaconda.org/conda-forge/sphinx) (📥 6.4M · ⏱️ 16.10.2022): ``` conda install -c conda-forge sphinx ```

sphinx_rtd_theme (🥈39 · ⭐ 4.2K) - Sphinx theme for readthedocs.org. MIT

- [GitHub](https://github.com/readthedocs/sphinx_rtd_theme) (👨‍💻 110 · 🔀 1.7K · 📦 16 · 📋 790 - 28% open · ⏱️ 01.11.2022): ``` git clone https://github.com/readthedocs/sphinx_rtd_theme ``` - [PyPi](https://pypi.org/project/sphinx_rtd_theme) (📥 3.3M / month · 📦 6K · ⏱️ 13.10.2022): ``` pip install sphinx_rtd_theme ``` - [Conda](https://anaconda.org/conda-forge/sphinx_rtd_theme) (📥 2.9M · ⏱️ 03.11.2022): ``` conda install -c conda-forge sphinx_rtd_theme ```

numpydoc (🥈35 · ⭐ 22K) - Numpys Sphinx extensions. BSD-3

- [GitHub](https://github.com/numpy/numpydoc) (👨‍💻 74 · 🔀 7.4K · 📦 34K · 📋 190 - 35% open · ⏱️ 08.10.2022): ``` git clone https://github.com/numpy/numpydoc ``` - [PyPi](https://pypi.org/project/numpydoc) (📥 350K / month · 📦 4.4K · ⏱️ 09.06.2022): ``` pip install numpydoc ``` - [Conda](https://anaconda.org/conda-forge/numpydoc) (📥 1.4M · ⏱️ 09.10.2022): ``` conda install -c conda-forge numpydoc ```

breathe (🥈32 · ⭐ 640) - ReStructuredText and Sphinx bridge to Doxygen. BSD-3

- [GitHub](https://github.com/breathe-doc/breathe) (👨‍💻 100 · 🔀 180 · 📥 410 · 📦 7.9K · 📋 520 - 25% open · ⏱️ 29.10.2022): ``` git clone https://github.com/michaeljones/breathe ``` - [PyPi](https://pypi.org/project/breathe) (📥 340K / month · 📦 1K · ⏱️ 20.06.2022): ``` pip install breathe ``` - [Conda](https://anaconda.org/conda-forge/breathe) (📥 400K · ⏱️ 21.06.2022): ``` conda install -c conda-forge breathe ```

pdoc (🥈31 · ⭐ 1.4K) - API Documentation for Python Projects. Unlicense

- [GitHub](https://github.com/mitmproxy/pdoc) (👨‍💻 40 · 🔀 150 · 📦 870 · 📋 280 - 3% open · ⏱️ 26.10.2022): ``` git clone https://github.com/mitmproxy/pdoc ``` - [PyPi](https://pypi.org/project/pdoc) (📥 55K / month · 📦 200 · ⏱️ 08.06.2022): ``` pip install pdoc ```

sphinx-autodoc-typehints (🥈29 · ⭐ 450) - Type hints support for the Sphinx autodoc extension. MIT

- [GitHub](https://github.com/tox-dev/sphinx-autodoc-typehints) (👨‍💻 45 · 🔀 89 · 📋 150 - 17% open · ⏱️ 02.11.2022): ``` git clone https://github.com/tox-dev/sphinx-autodoc-typehints ``` - [PyPi](https://pypi.org/project/sphinx-autodoc-typehints) (📥 720K / month · 📦 1.4K · ⏱️ 31.07.2022): ``` pip install sphinx-autodoc-typehints ``` - [Conda](https://anaconda.org/conda-forge/sphinx-autodoc-typehints) (📥 380K · ⏱️ 02.11.2022): ``` conda install -c conda-forge sphinx-autodoc-typehints ```

mkdocstrings (🥈26 · ⭐ 1K) - Automatic documentation from sources, for MkDocs. ISC

- [GitHub](https://github.com/mkdocstrings/mkdocstrings) (👨‍💻 31 · 🔀 82 · 📋 300 - 17% open · ⏱️ 23.09.2022): ``` git clone https://github.com/mkdocstrings/mkdocstrings ``` - [PyPi](https://pypi.org/project/mkdocstrings) (📥 230K / month · 📦 240 · ⏱️ 28.05.2022): ``` pip install mkdocstrings ``` - [Conda](https://anaconda.org/conda-forge/mkdocstrings) (📥 37K · ⏱️ 29.05.2022): ``` conda install -c conda-forge mkdocstrings ```

pdoc3 (🥈26 · ⭐ 890) - Auto-generate API documentation for Python projects. ❗️AGPL-3.0

- [GitHub](https://github.com/pdoc3/pdoc) (👨‍💻 58 · 🔀 130 · 📦 1.9K · 📋 300 - 32% open · ⏱️ 29.10.2022): ``` git clone https://github.com/pdoc3/pdoc ``` - [PyPi](https://pypi.org/project/pdoc3) (📥 410K / month · 📦 120 · ⏱️ 03.08.2021): ``` pip install pdoc3 ``` - [Conda](https://anaconda.org/anaconda/pdoc3) (📥 1K · ⏱️ 30.11.2020): ``` conda install -c anaconda pdoc3 ```

sphinx-bootstrap-theme (🥈26 · ⭐ 580 · 💤) - Sphinx Bootstrap Theme. MIT

- [GitHub](https://github.com/ryan-roemer/sphinx-bootstrap-theme) (👨‍💻 39 · 🔀 210 · 📋 140 - 39% open · ⏱️ 03.02.2022): ``` git clone https://github.com/ryan-roemer/sphinx-bootstrap-theme ``` - [PyPi](https://pypi.org/project/sphinx-bootstrap-theme) (📥 290K / month · 📦 600 · ⏱️ 03.02.2022): ``` pip install sphinx-bootstrap-theme ```

interrogate (🥉25 · ⭐ 410) - Explain yourself! Interrogate a codebase for docstring coverage. MIT

- [GitHub](https://github.com/econchick/interrogate) (👨‍💻 12 · 🔀 30 · 📦 2.5K · 📋 50 - 46% open · ⏱️ 29.07.2022): ``` git clone https://github.com/econchick/interrogate ``` - [PyPi](https://pypi.org/project/interrogate) (📥 110K / month · 📦 89 · ⏱️ 10.09.2021): ``` pip install interrogate ```

releases (🥉23 · ⭐ 160) - A powerful Sphinx changelog-generating extension. BSD-2

- [GitHub](https://github.com/bitprophet/releases) (👨‍💻 10 · 🔀 40 · 📦 490 · 📋 73 - 41% open · ⏱️ 30.09.2022): ``` git clone https://github.com/bitprophet/releases ``` - [PyPi](https://pypi.org/project/releases) (📥 6.8K / month · 📦 370 · ⏱️ 11.01.2020): ``` pip install releases ``` - [Conda](https://anaconda.org/conda-forge/sphinx-releases) (📥 47K · ⏱️ 19.10.2021): ``` conda install -c conda-forge sphinx-releases ```

blacken-docs (🥉22 · ⭐ 440) - Run `black` on python code blocks in documentation files. MIT

- [GitHub](https://github.com/adamchainz/blacken-docs) (👨‍💻 14 · 🔀 28 · 📋 55 - 7% open · ⏱️ 18.10.2022): ``` git clone https://github.com/asottile/blacken-docs ``` - [PyPi](https://pypi.org/project/blacken-docs) (📥 42K / month · 📦 17 · ⏱️ 30.01.2022): ``` pip install blacken-docs ``` - [Conda](https://anaconda.org/conda-forge/blacken-docs) (📥 25K · ⏱️ 30.01.2022): ``` conda install -c conda-forge blacken-docs ```

mkdocs-awesome-pages-plugin (🥉22 · ⭐ 270) - An MkDocs plugin that simplifies configuring page.. MIT

- [GitHub](https://github.com/lukasgeiter/mkdocs-awesome-pages-plugin) (👨‍💻 5 · 🔀 25 · 📋 54 - 18% open · ⏱️ 24.07.2022): ``` git clone https://github.com/lukasgeiter/mkdocs-awesome-pages-plugin ``` - [PyPi](https://pypi.org/project/mkdocs-awesome-pages-plugin) (📥 84K / month · 📦 78 · ⏱️ 12.02.2022): ``` pip install mkdocs-awesome-pages-plugin ```

Griffe (🥉21 · ⭐ 110) - Signatures for entire Python programs. Extract the structure, the frame,.. ISC

- [GitHub](https://github.com/mkdocstrings/griffe) (👨‍💻 13 · 🔀 19 · 📋 88 - 22% open · ⏱️ 31.10.2022): ``` git clone https://github.com/mkdocstrings/griffe ``` - [PyPi](https://pypi.org/project/griffe) (📥 240K / month · 📦 3 · ⏱️ 28.06.2022): ``` pip install griffe ``` - [Conda](https://anaconda.org/conda-forge/griffe) (📥 54K · ⏱️ 27.10.2022): ``` conda install -c conda-forge griffe ```

sphinx-markdown-builder (🥉19 · ⭐ 140 · 💤) - sphinx builder that outputs markdown files. MIT

- [GitHub](https://github.com/clayrisser/sphinx-markdown-builder) (👨‍💻 17 · 🔀 38 · 📦 290 · 📋 40 - 60% open · ⏱️ 08.01.2022): ``` git clone https://github.com/clayrisser/sphinx-markdown-builder ``` - [PyPi](https://pypi.org/project/sphinx-markdown-builder) (📥 26K / month · 📦 59 · ⏱️ 08.01.2022): ``` pip install sphinx-markdown-builder ```

lazydocs (🥉18 · ⭐ 110) - Generate markdown API documentation from Google-style Python docstring... MIT

- [GitHub](https://github.com/ml-tooling/lazydocs) (👨‍💻 9 · 🔀 23 · 📦 95 · 📋 18 - 27% open · ⏱️ 19.05.2022): ``` git clone https://github.com/ml-tooling/lazydocs ``` - [PyPi](https://pypi.org/project/lazydocs) (📥 5.4K / month · 📦 19 · ⏱️ 27.07.2021): ``` pip install lazydocs ```

mkdocs-print-site-plugin (🥉18 · ⭐ 51) - MkDocs Plugin that adds an additional page that.. MIT

- [GitHub](https://github.com/timvink/mkdocs-print-site-plugin) (👨‍💻 2 · 🔀 9 · 📦 110 · 📋 72 - 6% open · ⏱️ 03.11.2022): ``` git clone https://github.com/timvink/mkdocs-print-site-plugin ``` - [PyPi](https://pypi.org/project/mkdocs-print-site-plugin) (📥 5.4K / month · 📦 3 · ⏱️ 01.06.2022): ``` pip install mkdocs-print-site-plugin ```

Show 9 hidden projects...

- alabaster (🥈32 · ⭐ 660 · 💀) - Lightweight, configurable Sphinx theme. Now the Sphinx.. BSD-3 - sphinx-autobuild (🥉23 · ⭐ 430 · 💀) - Watch a Sphinx directory and rebuild the.. MIT - pycco (🥉22 · ⭐ 810 · 💀) - Literate-style documentation generator. MIT - mkdocs-with-pdf (🥉22 · ⭐ 190 · 💀) - Generate a single PDF file from MkDocs repository. MIT - mkdocs-pdf-export-plugin (🥉21 · ⭐ 260 · 💀) - An MkDocs plugin to export content pages as PDF files. MIT - portray (🥉20 · ⭐ 800 · 💀) - Your Project with Great Documentation. MIT - pytkdocs (🥉19 · ⭐ 46 · 💤) - Load Python objects documentation. ISC - mkdocs-git-revision-date-plugin (🥉18 · ⭐ 46 · 💤) - MkDocs plugin for setting revision date from git per.. MIT - mkdocs-versioning (🥉17 · ⭐ 38 · 💀) - A tool that allows for versioning sites built with.. MIT

## Debugging Tools

pudb (🥇34 · ⭐ 2.5K) - Full-screen console debugger for Python. MIT

- [GitHub](https://github.com/inducer/pudb) (👨‍💻 90 · 🔀 200 · 📦 3.5K · 📋 310 - 47% open · ⏱️ 30.10.2022): ``` git clone https://github.com/inducer/pudb ``` - [PyPi](https://pypi.org/project/pudb) (📥 290K / month · 📦 740 · ⏱️ 12.03.2022): ``` pip install pudb ``` - [Conda](https://anaconda.org/conda-forge/pudb) (📥 170K · ⏱️ 11.01.2022): ``` conda install -c conda-forge pudb ```

ipdb (🥇31 · ⭐ 1.6K · 💤) - Integration of IPython pdb. BSD-3

- [GitHub](https://github.com/gotcha/ipdb) (👨‍💻 49 · 🔀 140 · 📦 35K · 📋 180 - 35% open · ⏱️ 30.12.2021): ``` git clone https://github.com/gotcha/ipdb ``` - [PyPi](https://pypi.org/project/ipdb) (📥 2.7M / month · 📦 8.8K · ⏱️ 02.06.2021): ``` pip install ipdb ``` - [Conda](https://anaconda.org/conda-forge/ipdb) (📥 300K · ⏱️ 24.06.2021): ``` conda install -c conda-forge ipdb ```

pyelftools (🥇31 · ⭐ 1.5K) - Parsing ELF and DWARF in Python. Unlicense

- [GitHub](https://github.com/eliben/pyelftools) (👨‍💻 87 · 🔀 460 · 📦 4.1K · 📋 200 - 30% open · ⏱️ 27.10.2022): ``` git clone https://github.com/eliben/pyelftools ``` - [PyPi](https://pypi.org/project/pyelftools) (📥 1.7M / month · 📦 530 · ⏱️ 03.02.2022): ``` pip install pyelftools ``` - [Conda](https://anaconda.org/conda-forge/pyelftools) (📥 110K · ⏱️ 29.10.2022): ``` conda install -c conda-forge pyelftools ```

gdbgui (🥈30 · ⭐ 8.9K) - Browser-based frontend to gdb (gnu debugger). Add breakpoints, view.. ❗️GPL-3.0

- [GitHub](https://github.com/cs01/gdbgui) (👨‍💻 40 · 🔀 520 · 📥 11K · 📦 210 · 📋 300 - 43% open · ⏱️ 22.06.2022): ``` git clone https://github.com/cs01/gdbgui ``` - [PyPi](https://pypi.org/project/gdbgui) (📥 330K / month · 📦 2 · ⏱️ 22.06.2022): ``` pip install gdbgui ```

PySnooper (🥈29 · ⭐ 15K · 💤) - Never use print for debugging again. MIT

- [GitHub](https://github.com/cool-RR/PySnooper) (👨‍💻 27 · 🔀 920 · 📦 800 · 📋 120 - 16% open · ⏱️ 02.04.2022): ``` git clone https://github.com/cool-RR/PySnooper ``` - [PyPi](https://pypi.org/project/pysnooper) (📥 200K / month · 📦 48 · ⏱️ 02.04.2022): ``` pip install pysnooper ``` - [Conda](https://anaconda.org/conda-forge/pysnooper) (📥 55K · ⏱️ 04.04.2022): ``` conda install -c conda-forge pysnooper ```

typeguard (🥈28 · ⭐ 1K) - Run-time type checker for Python. MIT

- [GitHub](https://github.com/agronholm/typeguard) (👨‍💻 21 · 🔀 76 · 📋 210 - 20% open · ⏱️ 11.10.2022): ``` git clone https://github.com/agronholm/typeguard ``` - [PyPi](https://pypi.org/project/typeguard) (📥 5.8M / month · 📦 390 · ⏱️ 10.12.2021): ``` pip install typeguard ``` - [Conda](https://anaconda.org/conda-forge/typeguard) (📥 160K · ⏱️ 27.07.2022): ``` conda install -c conda-forge typeguard ```

icecream (🥉26 · ⭐ 6.4K) - Never use print() to debug again. MIT

- [GitHub](https://github.com/gruns/icecream) (👨‍💻 19 · 🔀 130 · 📋 100 - 32% open · ⏱️ 10.10.2022): ``` git clone https://github.com/gruns/icecream ``` - [PyPi](https://pypi.org/project/icecream) (📥 200K / month · 📦 88 · ⏱️ 15.02.2022): ``` pip install icecream ``` - [Conda](https://anaconda.org/conda-forge/icecream) (📥 8.7K · ⏱️ 21.07.2022): ``` conda install -c conda-forge icecream ```

pdbpp (🥉26 · ⭐ 1K) - pdb++, a drop-in replacement for pdb (the Python debugger). BSD-3

- [GitHub](https://github.com/pdbpp/pdbpp) (👨‍💻 41 · 🔀 52 · 📦 3.2K · 📋 200 - 37% open · ⏱️ 14.07.2022): ``` git clone https://github.com/pdbpp/pdbpp ``` - [PyPi](https://pypi.org/project/pdbpp) (📥 390K / month · 📦 590 · ⏱️ 09.07.2021): ``` pip install pdbpp ``` - [Conda](https://anaconda.org/conda-forge/pdbpp) (📥 83K · ⏱️ 11.07.2021): ``` conda install -c conda-forge pdbpp ```

python-hunter (🥉24 · ⭐ 700) - Hunter is a flexible code tracing toolkit. BSD-2

- [GitHub](https://github.com/ionelmc/python-hunter) (👨‍💻 9 · 🔀 40 · 📦 100 · 📋 91 - 42% open · ⏱️ 29.10.2022): ``` git clone https://github.com/ionelmc/python-hunter ``` - [PyPi](https://pypi.org/project/hunter) (📥 25K / month · 📦 21 · ⏱️ 15.12.2021): ``` pip install hunter ``` - [Conda](https://anaconda.org/conda-forge/hunter) (📥 19K · ⏱️ 01.11.2022): ``` conda install -c conda-forge hunter ```

snoop (🥉23 · ⭐ 840) - A powerful set of Python debugging tools, based on PySnooper. MIT

- [GitHub](https://github.com/alexmojaki/snoop) (👨‍💻 21 · 🔀 28 · 📋 42 - 40% open · ⏱️ 25.09.2022): ``` git clone https://github.com/alexmojaki/snoop ``` - [PyPi](https://pypi.org/project/snoop) (📥 40K / month · 📦 13 · ⏱️ 11.11.2021): ``` pip install snoop ``` - [Conda](https://anaconda.org/conda-forge/snoop) (📥 1.8K · ⏱️ 26.09.2022): ``` conda install -c conda-forge snoop ```

Birdseye (🥉20 · ⭐ 1.5K) - Graphical Python debugger which lets you easily view the values of all.. MIT

- [GitHub](https://github.com/alexmojaki/birdseye) (👨‍💻 10 · 🔀 74 · 📋 54 - 37% open · ⏱️ 18.05.2022): ``` git clone https://github.com/alexmojaki/birdseye ``` - [PyPi](https://pypi.org/project/birdseye) (📥 1.1K / month · 📦 4 · ⏱️ 18.05.2022): ``` pip install birdseye ```

python-manhole (🥉20 · ⭐ 330 · 💤) - Debugging manhole for python applications. BSD-2

- [GitHub](https://github.com/ionelmc/python-manhole) (👨‍💻 11 · 🔀 20 · 📦 120 · 📋 21 - 28% open · ⏱️ 02.02.2022): ``` git clone https://github.com/ionelmc/python-manhole ``` - [PyPi](https://pypi.org/project/manhole) (📥 27K / month · 📦 38 · ⏱️ 08.04.2021): ``` pip install manhole ``` - [Conda](https://anaconda.org/conda-forge/manhole) (📥 8K · ⏱️ 02.11.2022): ``` conda install -c conda-forge manhole ```

reloadium (🥉18 · ⭐ 1.4K) - Advanced Hot Reloading & Profiling for Python. Apache-2

- [GitHub](https://github.com/reloadware/reloadium) (👨‍💻 2 · 🔀 15 · 📋 38 - 23% open · ⏱️ 24.10.2022): ``` git clone https://github.com/reloadware/reloadium ``` - [PyPi](https://pypi.org/project/reloadium) (📥 1.6K / month · ⏱️ 15.06.2022): ``` pip install reloadium ```

Show 1 hidden projects...

- pyrasite (🥉21 · ⭐ 2.6K · 💀) - Inject code into running Python processes. ❗️GPL-3.0

## Testing Tools

🔗 best-of-web-python - Testing ( ⭐ 1.7K) - Testing libraries & tools for python web frameworks. 🔗 unittest - Unittest is a test framework included in the Python standard library.

pytest (🥇47 · ⭐ 9.4K) - The pytest framework makes it easy to write small tests, yet scales.. MIT

- [GitHub](https://github.com/pytest-dev/pytest) (👨‍💻 830 · 🔀 2.2K · 📦 610K · 📋 5.1K - 15% open · ⏱️ 01.11.2022): ``` git clone https://github.com/pytest-dev/pytest ``` - [PyPi](https://pypi.org/project/pytest) (📥 49M / month · 📦 84K · ⏱️ 25.10.2022): ``` pip install pytest ``` - [Conda](https://anaconda.org/conda-forge/pytest) (📥 16M · ⏱️ 31.10.2022): ``` conda install -c conda-forge pytest ```

robotframework (🥇40 · ⭐ 7.5K) - Generic automation framework for acceptance testing and RPA. Apache-2

- [GitHub](https://github.com/robotframework/robotframework) (👨‍💻 170 · 🔀 2K · 📥 540 · 📦 6.1K · 📋 4K - 6% open · ⏱️ 31.10.2022): ``` git clone https://github.com/robotframework/robotframework ``` - [PyPi](https://pypi.org/project/robotframework) (📥 1.5M / month · 📦 1K · ⏱️ 16.05.2022): ``` pip install robotframework ``` - [Conda](https://anaconda.org/conda-forge/robotframework) (📥 99K · ⏱️ 19.10.2022): ``` conda install -c conda-forge robotframework ```

hypothesis (🥇40 · ⭐ 6.3K) - Hypothesis is a powerful, flexible, and easy to use library for.. MPL-2.0

- [GitHub](https://github.com/HypothesisWorks/hypothesis) (👨‍💻 300 · 🔀 530 · 📦 15K · 📋 1.3K - 3% open · ⏱️ 28.10.2022): ``` git clone https://github.com/HypothesisWorks/hypothesis ``` - [PyPi](https://pypi.org/project/hypothesis) (📥 3.4M / month · 📦 2K · ⏱️ 05.07.2022): ``` pip install hypothesis ``` - [Conda](https://anaconda.org/conda-forge/hypothesis) (📥 6.4M · ⏱️ 31.10.2022): ``` conda install -c conda-forge hypothesis ```

tox (🥇40 · ⭐ 3.1K) - Command line driven CI frontend and development task automation tool. MIT

- [GitHub](https://github.com/tox-dev/tox) (👨‍💻 270 · 🔀 440 · 📦 65K · 📋 1.4K - 4% open · ⏱️ 31.10.2022): ``` git clone https://github.com/tox-dev/tox ``` - [PyPi](https://pypi.org/project/tox) (📥 5.4M / month · 📦 21K · ⏱️ 29.06.2022): ``` pip install tox ``` - [Conda](https://anaconda.org/conda-forge/tox) (📥 560K · ⏱️ 26.10.2022): ``` conda install -c conda-forge tox ```

pytest-cov (🥇36 · ⭐ 1.3K) - Coverage plugin for pytest. MIT

- [GitHub](https://github.com/pytest-dev/pytest-cov) (👨‍💻 80 · 🔀 180 · 📦 150K · 📋 340 - 34% open · ⏱️ 26.10.2022): ``` git clone https://github.com/pytest-dev/pytest-cov ``` - [PyPi](https://pypi.org/project/pytest-cov) (📥 17M / month · 📦 30K · ⏱️ 04.10.2021): ``` pip install pytest-cov ``` - [Conda](https://anaconda.org/conda-forge/pytest-cov) (📥 6.6M · ⏱️ 29.09.2022): ``` conda install -c conda-forge pytest-cov ```

pytest-mock (🥈34 · ⭐ 1.5K) - Thin-wrapper around the mock package for easier use with pytest. MIT

- [GitHub](https://github.com/pytest-dev/pytest-mock) (👨‍💻 62 · 🔀 120 · 📦 32K · 📋 130 - 9% open · ⏱️ 01.11.2022): ``` git clone https://github.com/pytest-dev/pytest-mock ``` - [PyPi](https://pypi.org/project/pytest-mock) (📥 7.5M / month · 📦 4.4K · ⏱️ 05.07.2022): ``` pip install pytest-mock ``` - [Conda](https://anaconda.org/conda-forge/pytest-mock) (📥 1.8M · ⏱️ 06.10.2022): ``` conda install -c conda-forge pytest-mock ```

pytest-xdist (🥈34 · ⭐ 1K) - pytest plugin for distributed testing and loop-on-failures.. MIT

- [GitHub](https://github.com/pytest-dev/pytest-xdist) (👨‍💻 85 · 🔀 180 · 📋 510 - 41% open · ⏱️ 28.10.2022): ``` git clone https://github.com/pytest-dev/pytest-xdist ``` - [PyPi](https://pypi.org/project/pytest-xdist) (📥 6.7M / month · 📦 4.7K · ⏱️ 10.12.2021): ``` pip install pytest-xdist ``` - [Conda](https://anaconda.org/conda-forge/pytest-xdist) (📥 3.6M · ⏱️ 25.10.2022): ``` conda install -c conda-forge pytest-xdist ```

playwright-python (🥈33 · ⭐ 7.2K) - Python version of the Playwright testing and automation.. Apache-2

- [GitHub](https://github.com/microsoft/playwright-python) (👨‍💻 29 · 🔀 630 · 📦 2.1K · 📋 840 - 3% open · ⏱️ 03.11.2022): ``` git clone https://github.com/microsoft/playwright-python ``` - [PyPi](https://pypi.org/project/playwright) (📥 650K / month · 📦 76 · ⏱️ 30.06.2022): ``` pip install playwright ```

freezegun (🥈33 · ⭐ 3.5K · 📉) - Let your Python tests travel through time. Apache-2

- [GitHub](https://github.com/spulec/freezegun) (👨‍💻 110 · 🔀 240 · 📋 280 - 38% open · ⏱️ 12.08.2022): ``` git clone https://github.com/spulec/freezegun ``` - [PyPi](https://pypi.org/project/freezegun) (📥 5.9M / month · 📦 4.5K · ⏱️ 18.03.2022): ``` pip install freezegun ``` - [Conda](https://anaconda.org/conda-forge/freezegun) (📥 500K · ⏱️ 12.08.2022): ``` conda install -c conda-forge freezegun ```

mimesis (🥈32 · ⭐ 3.8K) - Mimesis is a high-performance fake data generator for Python, which.. MIT

- [GitHub](https://github.com/lk-geimfari/mimesis) (👨‍💻 120 · 🔀 300 · 📥 370 · 📋 310 - 0% open · ⏱️ 27.10.2022): ``` git clone https://github.com/lk-geimfari/mimesis ``` - [PyPi](https://pypi.org/project/mimesis) (📥 150K / month · 📦 61 · ⏱️ 22.06.2022): ``` pip install mimesis ``` - [Conda](https://anaconda.org/conda-forge/mimesis) (📥 53K · ⏱️ 02.10.2022): ``` conda install -c conda-forge mimesis ```

pytest-asyncio (🥈32 · ⭐ 1K · 📈) - Pytest support for asyncio. Apache-2

- [GitHub](https://github.com/pytest-dev/pytest-asyncio) (👨‍💻 39 · 🔀 110 · 📥 45 · 📋 230 - 13% open · ⏱️ 01.11.2022): ``` git clone https://github.com/pytest-dev/pytest-asyncio ``` - [PyPi](https://pypi.org/project/pytest-asyncio) (📥 5M / month · 📦 2.1K · ⏱️ 15.07.2022): ``` pip install pytest-asyncio ``` - [Conda](https://anaconda.org/conda-forge/pytest-asyncio) (📥 1.3M · ⏱️ 21.10.2022): ``` conda install -c conda-forge pytest-asyncio ```

nose2 (🥈32 · ⭐ 730) - The successor to nose, based on unittest2. BSD-3

- [GitHub](https://github.com/nose-devs/nose2) (👨‍💻 74 · 🔀 140 · 📦 5.3K · 📋 260 - 18% open · ⏱️ 31.10.2022): ``` git clone https://github.com/nose-devs/nose2 ``` - [PyPi](https://pypi.org/project/nose2) (📥 570K / month · 📦 1.1K · ⏱️ 13.02.2022): ``` pip install nose2 ``` - [Conda](https://anaconda.org/conda-forge/nose2) (📥 71K · ⏱️ 02.02.2020): ``` conda install -c conda-forge nose2 ```

pytest-html (🥈32 · ⭐ 540) - Plugin for generating HTML reports for pytest results. MPL-2.0

- [GitHub](https://github.com/pytest-dev/pytest-html) (👨‍💻 46 · 🔀 200 · 📦 26K · 📋 320 - 39% open · ⏱️ 27.10.2022): ``` git clone https://github.com/pytest-dev/pytest-html ``` - [PyPi](https://pypi.org/project/pytest-html) (📥 2.5M / month · 📦 680 · ⏱️ 13.12.2020): ``` pip install pytest-html ``` - [Conda](https://anaconda.org/conda-forge/pytest-html) (📥 310K · ⏱️ 25.10.2022): ``` conda install -c conda-forge pytest-html ```

factory_boy (🥈31 · ⭐ 3K) - A test fixtures replacement for Python. MIT

- [GitHub](https://github.com/FactoryBoy/factory_boy) (👨‍💻 120 · 🔀 350 · 📋 530 - 30% open · ⏱️ 28.10.2022): ``` git clone https://github.com/FactoryBoy/factory_boy ``` - [PyPi](https://pypi.org/project/factory_boy) (📥 2.5M / month · 📦 740 · ⏱️ 26.10.2021): ``` pip install factory_boy ``` - [Conda](https://anaconda.org/conda-forge/factory_boy) (📥 110K · ⏱️ 26.10.2021): ``` conda install -c conda-forge factory_boy ```

pytest-bdd (🥈30 · ⭐ 1.1K · 📉) - BDD library for the py.test runner. MIT

- [GitHub](https://github.com/pytest-dev/pytest-bdd) (👨‍💻 49 · 🔀 180 · 📋 300 - 40% open · ⏱️ 11.10.2022): ``` git clone https://github.com/pytest-dev/pytest-bdd ``` - [PyPi](https://pypi.org/project/pytest-bdd) (📥 580K / month · 📦 170 · ⏱️ 07.07.2022): ``` pip install pytest-bdd ``` - [Conda](https://anaconda.org/conda-forge/pytest-bdd) (📥 51K · ⏱️ 03.02.2020): ``` conda install -c conda-forge pytest-bdd ```

pytest-benchmark (🥈30 · ⭐ 980) - py.test fixture for benchmarking code. BSD-2

- [GitHub](https://github.com/ionelmc/pytest-benchmark) (👨‍💻 37 · 🔀 100 · 📦 3.4K · 📋 170 - 50% open · ⏱️ 25.10.2022): ``` git clone https://github.com/ionelmc/pytest-benchmark ``` - [PyPi](https://pypi.org/project/pytest-benchmark) (📥 490K / month · 📦 600 · ⏱️ 17.04.2021): ``` pip install pytest-benchmark ``` - [Conda](https://anaconda.org/conda-forge/pytest-benchmark) (📥 1.5M · ⏱️ 26.10.2022): ``` conda install -c conda-forge pytest-benchmark ```

coveralls-python (🥈30 · ⭐ 480) - Show coverage stats online via coveralls.io. MIT

- [GitHub](https://github.com/TheKevJames/coveralls-python) (👨‍💻 64 · 🔀 190 · 📦 23K · 📋 160 - 7% open · ⏱️ 03.11.2022): ``` git clone https://github.com/TheKevJames/coveralls-python ``` - [PyPi](https://pypi.org/project/coveralls) (📥 510K / month · 📦 9.3K · ⏱️ 11.11.2021): ``` pip install coveralls ``` - [Conda](https://anaconda.org/conda-forge/coveralls) (📥 780K · ⏱️ 03.08.2022): ``` conda install -c conda-forge coveralls ```

pytest-sugar (🥉29 · ⭐ 930) - a plugin for py.test that changes the default look and feel.. BSD-3

- [GitHub](https://github.com/Teemu/pytest-sugar) (👨‍💻 40 · 🔀 67 · 📦 11K · 📋 120 - 40% open · ⏱️ 10.07.2022): ``` git clone https://github.com/Teemu/pytest-sugar ``` - [PyPi](https://pypi.org/project/pytest-sugar) (📥 1.4M / month · 📦 2.6K · ⏱️ 10.07.2022): ``` pip install pytest-sugar ``` - [Conda](https://anaconda.org/conda-forge/pytest-sugar) (📥 160K · ⏱️ 11.07.2022): ``` conda install -c conda-forge pytest-sugar ```

nox (🥉29 · ⭐ 910) - Flexible test automation for Python. Apache-2

- [GitHub](https://github.com/wntrblm/nox) (👨‍💻 83 · 🔀 130 · 📦 14 · 📋 300 - 12% open · ⏱️ 31.10.2022): ``` git clone https://github.com/theacodes/nox ``` - [PyPi](https://pypi.org/project/nox) (📥 1M / month · 📦 190 · ⏱️ 07.01.2022): ``` pip install nox ``` - [Conda](https://anaconda.org/conda-forge/nox) (📥 110K · ⏱️ 30.10.2022): ``` conda install -c conda-forge nox ```

green (🥉28 · ⭐ 750) - Green is a clean, colorful, fast python test runner. MIT

- [GitHub](https://github.com/CleanCut/green) (👨‍💻 38 · 🔀 79 · 📦 740 · 📋 180 - 2% open · ⏱️ 20.09.2022): ``` git clone https://github.com/CleanCut/green ``` - [PyPi](https://pypi.org/project/green) (📥 13K / month · 📦 210 · ⏱️ 23.05.2022): ``` pip install green ``` - [Conda](https://anaconda.org/conda-forge/green) (📥 110K · ⏱️ 30.10.2022): ``` conda install -c conda-forge green ```

ddt (🥉28 · ⭐ 420) - Data-Driven Tests for Python Unittest. MIT

- [GitHub](https://github.com/datadriventests/ddt) (👨‍💻 37 · 🔀 100 · 📦 4.5K · 📋 52 - 21% open · ⏱️ 10.08.2022): ``` git clone https://github.com/datadriventests/ddt ``` - [PyPi](https://pypi.org/project/ddt) (📥 280K / month · 📦 1.3K · ⏱️ 24.05.2022): ``` pip install ddt ``` - [Conda](https://anaconda.org/conda-forge/ddt) (📥 76K · ⏱️ 22.09.2022): ``` conda install -c conda-forge ddt ```

pytest-testinfra (🥉26 · ⭐ 2.1K) - Testinfra test your infrastructures. Apache-2

- [GitHub](https://github.com/pytest-dev/pytest-testinfra) (👨‍💻 120 · 🔀 310 · 📋 330 - 38% open · ⏱️ 02.09.2022): ``` git clone https://github.com/pytest-dev/pytest-testinfra ``` - [PyPi](https://pypi.org/project/pytest-testinfra) (📥 190K / month · 📦 8 · ⏱️ 19.06.2022): ``` pip install pytest-testinfra ``` - [Conda](https://anaconda.org/conda-forge/pytest-testinfra) (📥 7.3K · ⏱️ 23.06.2022): ``` conda install -c conda-forge pytest-testinfra ```

asv (🥉26 · ⭐ 730 · 💤) - Airspeed Velocity: A simple Python benchmarking tool with web-based.. BSD-3

- [GitHub](https://github.com/airspeed-velocity/asv) (👨‍💻 68 · 🔀 160 · 📋 520 - 29% open · ⏱️ 12.04.2022): ``` git clone https://github.com/airspeed-velocity/asv ``` - [PyPi](https://pypi.org/project/asv) (📥 25K / month · 📦 67 · ⏱️ 06.02.2022): ``` pip install asv ``` - [Conda](https://anaconda.org/conda-forge/asv) (📥 650K · ⏱️ 24.05.2022): ``` conda install -c conda-forge asv ```

pytest-randomly (🥉26 · ⭐ 460) - Pytest plugin to randomly order tests and control random.seed. MIT

- [GitHub](https://github.com/pytest-dev/pytest-randomly) (👨‍💻 17 · 🔀 26 · 📋 54 - 12% open · ⏱️ 03.11.2022): ``` git clone https://github.com/pytest-dev/pytest-randomly ``` - [PyPi](https://pypi.org/project/pytest-randomly) (📥 660K / month · 📦 200 · ⏱️ 11.05.2022): ``` pip install pytest-randomly ``` - [Conda](https://anaconda.org/conda-forge/pytest-randomly) (📥 79K · ⏱️ 12.05.2022): ``` conda install -c conda-forge pytest-randomly ```

pytest-mypy (🥉26 · ⭐ 220) - Mypy static type checker plugin for Pytest. MIT

- [GitHub](https://github.com/realpython/pytest-mypy) (👨‍💻 16 · 🔀 33 · 📦 1.9K · 📋 57 - 19% open · ⏱️ 15.10.2022): ``` git clone https://github.com/dbader/pytest-mypy ``` - [PyPi](https://pypi.org/project/pytest-mypy) (📥 310K / month · 📦 420 · ⏱️ 07.02.2022): ``` pip install pytest-mypy ``` - [Conda](https://anaconda.org/conda-forge/pytest-mypy) (📥 38K · ⏱️ 24.11.2020): ``` conda install -c conda-forge pytest-mypy ```

pytest-datadir (🥉24 · ⭐ 190) - pytest plugin for manipulating test data directories and.. MIT

- [GitHub](https://github.com/gabrielcnr/pytest-datadir) (👨‍💻 10 · 🔀 22 · 📦 710 · 📋 20 - 40% open · ⏱️ 31.10.2022): ``` git clone https://github.com/gabrielcnr/pytest-datadir ``` - [PyPi](https://pypi.org/project/pytest-datadir) (📥 160K / month · 📦 88 · ⏱️ 22.10.2019): ``` pip install pytest-datadir ``` - [Conda](https://anaconda.org/conda-forge/pytest-datadir) (📥 140K · ⏱️ 25.10.2022): ``` conda install -c conda-forge pytest-datadir ```

xdoctest (🥉24 · ⭐ 170) - A rewrite of Pythons builtin doctest module (with pytest plugin.. Apache-2

- [GitHub](https://github.com/Erotemic/xdoctest) (👨‍💻 8 · 🔀 8 · 📋 42 - 42% open · ⏱️ 01.11.2022): ``` git clone https://github.com/Erotemic/xdoctest ``` - [PyPi](https://pypi.org/project/xdoctest) (📥 160K / month · 📦 85 · ⏱️ 25.03.2022): ``` pip install xdoctest ``` - [Conda](https://anaconda.org/conda-forge/xdoctest) (📥 77K · ⏱️ 06.09.2022): ``` conda install -c conda-forge xdoctest ```

pytest-plugins (🥉23 · ⭐ 480) - A grab-bag of nifty pytest plugins. MIT

- [GitHub](https://github.com/man-group/pytest-plugins) (👨‍💻 62 · 🔀 65 · 📋 100 - 43% open · ⏱️ 03.11.2022): ``` git clone https://github.com/man-group/pytest-plugins ``` - [PyPi](https://pypi.org/project/pytest-virtualenv) (📥 33K / month · 📦 63 · ⏱️ 28.05.2019): ``` pip install pytest-virtualenv ``` - [Conda](https://anaconda.org/conda-forge/pytest-shutil) (📥 29K · ⏱️ 18.10.2021): ``` conda install -c conda-forge pytest-shutil ```

pytest-lazy-fixture (🥉22 · ⭐ 290 · 💤) - It helps to use fixtures in pytest.mark.parametrize. MIT

- [GitHub](https://github.com/TvoroG/pytest-lazy-fixture) (👨‍💻 9 · 🔀 18 · 📦 940 · 📋 36 - 41% open · ⏱️ 27.01.2022): ``` git clone https://github.com/tvorog/pytest-lazy-fixture ``` - [PyPi](https://pypi.org/project/pytest-lazy-fixture) (📥 350K / month · 📦 54 · ⏱️ 01.02.2020): ``` pip install pytest-lazy-fixture ``` - [Conda](https://anaconda.org/conda-forge/pytest-lazy-fixture) (📥 390K · ⏱️ 01.02.2020): ``` conda install -c conda-forge pytest-lazy-fixture ```

pytest-testmon (🥉21 · ⭐ 600) - Selects tests affected by changed files. Executes the.. ❗️AGPL-3.0

- [GitHub](https://github.com/tarpas/pytest-testmon) (👨‍💻 18 · 🔀 37 · 📋 130 - 19% open · ⏱️ 30.10.2022): ``` git clone https://github.com/tarpas/pytest-testmon ``` - [PyPi](https://pypi.org/project/pytest-testmon) (📥 130K / month · ⏱️ 30.10.2022): ``` pip install pytest-testmon ``` - [Conda](https://anaconda.org/conda-forge/pytest-testmon) (📥 36K · ⏱️ 03.08.2019): ``` conda install -c conda-forge pytest-testmon ```

pytest-docker (🥉21 · ⭐ 320) - Docker-based integration tests. MIT

- [GitHub](https://github.com/avast/pytest-docker) (👨‍💻 16 · 🔀 57 · 📥 88 · 📋 46 - 30% open · ⏱️ 14.09.2022): ``` git clone https://github.com/avast/pytest-docker ``` - [PyPi](https://pypi.org/project/pytest-docker) (📥 110K / month · 📦 33 · ⏱️ 09.04.2022): ``` pip install pytest-docker ```

Show 10 hidden projects...

- pyautogui (🥈34 · ⭐ 7.3K · 💀) - 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+ - PyHamcrest (🥉28 · ⭐ 670) - Hamcrest matchers for Python. ❗Unlicensed - uiautomator (🥉27 · ⭐ 1.9K · 💀) - Python wrapper of Android uiautomator test tool. MIT - pytest-watch (🥉25 · ⭐ 660 · 💀) - Local continuous test runner with pytest and watchdog. MIT - Mamba Test Runner (🥉24 · ⭐ 500 · 💀) - The definitive testing tool for Python. Born under the.. MIT - sixpack (🥉22 · ⭐ 1.7K · 💀) - Sixpack is a language-agnostic a/b-testing framework. BSD-2 - assertpy (🥉19 · ⭐ 380 · 💀) - Simple assertion library for unit testing in python with a fluent.. BSD-3 - fake2db (🥉18 · ⭐ 2.1K · 💀) - create custom test databases that are populated with fake data. ❗️GPL-2.0 - pytest-play (🥉15 · ⭐ 65 · 💀) - pytest plugin that let you automate actions and.. Apache-2

## Code Packaging

🔗 Python.org Packaging - An Overview of Packaging for Python.

pyinstaller (🥇42 · ⭐ 9.7K) - Freeze (package) Python programs into stand-alone executables. ❗️GPL-2.0

- [GitHub](https://github.com/pyinstaller/pyinstaller) (👨‍💻 440 · 🔀 1.8K · 📥 730K · 📦 32K · 📋 4.7K - 5% open · ⏱️ 01.11.2022): ``` git clone https://github.com/pyinstaller/pyinstaller ``` - [PyPi](https://pypi.org/project/pyinstaller) (📥 810K / month · 📦 190 · ⏱️ 17.05.2022): ``` pip install pyinstaller ``` - [Conda](https://anaconda.org/conda-forge/pyinstaller) (📥 370K · ⏱️ 02.11.2022): ``` conda install -c conda-forge pyinstaller ```

packaging (🥇36 · ⭐ 430) - Core utilities for Python packages. BSD-2

- [GitHub](https://github.com/pypa/packaging) (👨‍💻 81 · 🔀 180 · 📥 600 · 📦 490K · 📋 280 - 23% open · ⏱️ 20.10.2022): ``` git clone https://github.com/pypa/packaging ``` - [PyPi](https://pypi.org/project/packaging) (📥 120M / month · 📦 18K · ⏱️ 18.11.2021): ``` pip install packaging ``` - [Conda](https://anaconda.org/conda-forge/packaging) (📥 22M · ⏱️ 18.11.2021): ``` conda install -c conda-forge packaging ```

Nuitka (🥈35 · ⭐ 7.7K) - Nuitka is a Python compiler written in Python. Its fully compatible.. Apache-2

- [GitHub](https://github.com/Nuitka/Nuitka) (👨‍💻 120 · 🔀 420 · 📦 740 · 📋 1.6K - 13% open · ⏱️ 27.10.2022): ``` git clone https://github.com/Nuitka/Nuitka ``` - [PyPi](https://pypi.org/project/nuitka) (📥 45K / month · 📦 37 · ⏱️ 30.06.2022): ``` pip install nuitka ``` - [Conda](https://anaconda.org/conda-forge/nuitka) (📥 410K · ⏱️ 02.11.2022): ``` conda install -c conda-forge nuitka ```

pex (🥈33 · ⭐ 2.2K) - A library and tool for generating .pex (Python EXecutable) files. Apache-2

- [GitHub](https://github.com/pantsbuild/pex) (👨‍💻 110 · 🔀 220 · 📥 1.6M · 📋 940 - 14% open · ⏱️ 27.10.2022): ``` git clone https://github.com/pantsbuild/pex ``` - [PyPi](https://pypi.org/project/pex) (📥 550K / month · 📦 130 · ⏱️ 01.07.2022): ``` pip install pex ```

briefcase (🥈30 · ⭐ 1.5K) - Tools to support converting a Python project into a standalone.. BSD-3

- [GitHub](https://github.com/beeware/briefcase) (👨‍💻 100 · 🔀 240 · 📥 13 · 📋 490 - 17% open · ⏱️ 28.10.2022): ``` git clone https://github.com/beeware/briefcase ``` - [PyPi](https://pypi.org/project/briefcase) (📥 4.2K / month · 📦 17 · ⏱️ 27.06.2022): ``` pip install briefcase ```

PyOxidizer (🥈29 · ⭐ 4.4K · 📉) - A modern Python application packaging and distribution tool. MPL-2.0

- [GitHub](https://github.com/indygreg/PyOxidizer) (👨‍💻 52 · 🔀 190 · 📥 5K · 📦 150 · 📋 510 - 57% open · ⏱️ 03.10.2022): ``` git clone https://github.com/indygreg/PyOxidizer ``` - [PyPi](https://pypi.org/project/pyoxidizer) (📥 3.8K / month · ⏱️ 05.06.2022): ``` pip install pyoxidizer ```

cx_Freeze (🥈29 · ⭐ 980) - Create standalone executables from Python scripts, with the same.. Python-2.0

- [GitHub](https://github.com/marcelotduarte/cx_Freeze) (👨‍💻 99 · 🔀 200 · 📋 790 - 7% open · ⏱️ 02.11.2022): ``` git clone https://github.com/marcelotduarte/cx_Freeze ``` - [PyPi](https://pypi.org/project/cx_freeze) (📥 51K / month · 📦 35 · ⏱️ 22.06.2022): ``` pip install cx_freeze ``` - [Conda](https://anaconda.org/conda-forge/cx_freeze) (📥 160K · ⏱️ 02.11.2022): ``` conda install -c conda-forge cx_freeze ```

py2app (🥉26 · ⭐ 220) - py2app is a Python setuptools command which will allow you to make.. MIT

- [GitHub](https://github.com/ronaldoussoren/py2app) (👨‍💻 31 · 🔀 25 · 📋 440 - 32% open · ⏱️ 04.10.2022): ``` git clone https://github.com/ronaldoussoren/py2app ``` - [PyPi](https://pypi.org/project/py2app) (📥 9.5K / month · 📦 830 · ⏱️ 24.05.2022): ``` pip install py2app ```

shiv (🥉25 · ⭐ 1.5K) - shiv is a command line utility for building fully self contained Python.. BSD-2

- [GitHub](https://github.com/linkedin/shiv) (👨‍💻 39 · 🔀 85 · 📥 340 · 📋 120 - 36% open · ⏱️ 02.11.2022): ``` git clone https://github.com/linkedin/shiv ``` - [PyPi](https://pypi.org/project/shiv) (📥 19K / month · 📦 12 · ⏱️ 24.01.2022): ``` pip install shiv ```

py2exe (🥉25 · ⭐ 490) - Create standalone Windows programs from Python code. MIT

- [GitHub](https://github.com/py2exe/py2exe) (👨‍💻 15 · 🔀 62 · 📥 11K · 📦 1.6K · 📋 130 - 3% open · ⏱️ 26.10.2022): ``` git clone https://github.com/py2exe/py2exe ``` - [PyPi](https://pypi.org/project/py2exe) (📥 15K / month · 📦 180 · ⏱️ 03.07.2022): ``` pip install py2exe ```

constructor (🥉23 · ⭐ 380) - tool for creating installers from conda packages. BSD-3

- [GitHub](https://github.com/conda/constructor) (👨‍💻 57 · 🔀 150 · 📥 230 · 📦 12 · 📋 280 - 8% open · ⏱️ 01.11.2022): ``` git clone https://github.com/conda/constructor ``` - [Conda](https://anaconda.org/anaconda/constructor) (📥 8.5K · ⏱️ 02.05.2022): ``` conda install -c anaconda constructor ```

pynsist (🥉22 · ⭐ 810 · 💤) - Build Windows installers for Python applications. MIT

- [GitHub](https://github.com/takluyver/pynsist) (👨‍💻 30 · 🔀 110 · 📋 170 - 18% open · ⏱️ 21.04.2022): ``` git clone https://github.com/takluyver/pynsist ``` - [PyPi](https://pypi.org/project/pynsist) (📥 1.3K / month · 📦 47 · ⏱️ 21.03.2022): ``` pip install pynsist ```

xar (🥉19 · ⭐ 1.5K) - executable archive format. BSD-3

- [GitHub](https://github.com/facebookincubator/xar) (👨‍💻 37 · 🔀 50 · 📦 22 · 📋 33 - 24% open · ⏱️ 06.08.2022): ``` git clone https://github.com/facebookincubator/xar ``` - [PyPi](https://pypi.org/project/xar) (📥 150 / month · ⏱️ 02.12.2020): ``` pip install xar ```

Show 2 hidden projects...

- subpar (🥉13 · ⭐ 550 · 💀) - Subpar is a utility for creating self-contained python.. Apache-2 - pyship (🥉11 · ⭐ 30 · 💀) - pyship - ship Python desktop apps to end users. MIT

## Build Tools

setuptools (🥇45 · ⭐ 1.8K) - Official project repository for the Setuptools build system. MIT

- [GitHub](https://github.com/pypa/setuptools) (👨‍💻 540 · 🔀 960 · 📦 220K · 📋 2.2K - 24% open · ⏱️ 29.10.2022): ``` git clone https://github.com/pypa/setuptools ``` - [PyPi](https://pypi.org/project/setuptools) (📥 220M / month · 📦 37K · ⏱️ 04.07.2022): ``` pip install setuptools ``` - [Conda](https://anaconda.org/conda-forge/setuptools) (📥 59M · ⏱️ 25.10.2022): ``` conda install -c conda-forge setuptools ```

invoke (🥇36 · ⭐ 3.7K) - Pythonic task management & command execution. BSD-2

- [GitHub](https://github.com/pyinvoke/invoke) (👨‍💻 57 · 🔀 330 · 📦 14K · 📋 720 - 47% open · ⏱️ 30.09.2022): ``` git clone https://github.com/pyinvoke/invoke ``` - [PyPi](https://pypi.org/project/invoke) (📥 3.8M / month · 📦 2.6K · ⏱️ 11.05.2022): ``` pip install invoke ``` - [Conda](https://anaconda.org/conda-forge/invoke) (📥 830K · ⏱️ 06.10.2022): ``` conda install -c conda-forge invoke ```

buildbot (🥈35 · ⭐ 4.9K) - Python-based continuous integration testing framework; your pull.. ❗️GPL-2.0

- [GitHub](https://github.com/buildbot/buildbot) (👨‍💻 830 · 🔀 1.6K · 📥 29K · 📦 300 · 📋 1.5K - 45% open · ⏱️ 06.10.2022): ``` git clone https://github.com/buildbot/buildbot ``` - [PyPi](https://pypi.org/project/buildbot) (📥 29K / month · 📦 460 · ⏱️ 06.03.2022): ``` pip install buildbot ``` - [Conda](https://anaconda.org/conda-forge/buildbot) (📥 67K · ⏱️ 22.09.2022): ``` conda install -c conda-forge buildbot ```

twine (🥈35 · ⭐ 1.3K) - Utilities for interacting with PyPI. Apache-2

- [GitHub](https://github.com/pypa/twine) (👨‍💻 110 · 🔀 280 · 📦 74K · 📋 440 - 10% open · ⏱️ 27.09.2022): ``` git clone https://github.com/pypa/twine ``` - [PyPi](https://pypi.org/project/twine) (📥 4M / month · 📦 13K · ⏱️ 01.06.2022): ``` pip install twine ``` - [Conda](https://anaconda.org/conda-forge/twine) (📥 600K · ⏱️ 09.06.2022): ``` conda install -c conda-forge twine ```

wheel (🥈35 · ⭐ 360) - The official binary distribution format for Python. MIT

- [GitHub](https://github.com/pypa/wheel) (👨‍💻 66 · 🔀 120 · 📋 350 - 10% open · ⏱️ 02.11.2022): ``` git clone https://github.com/pypa/wheel ``` - [PyPi](https://pypi.org/project/wheel) (📥 130M / month · 📦 35K · ⏱️ 22.12.2021): ``` pip install wheel ``` - [Conda](https://anaconda.org/conda-forge/wheel) (📥 45M · ⏱️ 22.12.2021): ``` conda install -c conda-forge wheel ```

scons (🥈34 · ⭐ 1.6K) - SCons - a software construction tool. MIT

- [GitHub](https://github.com/SCons/scons) (👨‍💻 140 · 🔀 280 · 📥 810 · 📋 3.4K - 19% open · ⏱️ 26.10.2022): ``` git clone https://github.com/SCons/scons ``` - [PyPi](https://pypi.org/project/scons) (📥 330K / month · 📦 48 · ⏱️ 17.11.2021): ``` pip install scons ``` - [Conda](https://anaconda.org/conda-forge/scons) (📥 350K · ⏱️ 28.10.2022): ``` conda install -c conda-forge scons ```

setuptools_scm (🥉33 · ⭐ 640) - the blessed package to manage your versions by scm tags. MIT

- [GitHub](https://github.com/pypa/setuptools_scm) (👨‍💻 110 · 🔀 180 · 📋 440 - 21% open · ⏱️ 03.11.2022): ``` git clone https://github.com/pypa/setuptools_scm ``` - [PyPi](https://pypi.org/project/setuptools_scm) (📥 16M / month · 📦 520 · ⏱️ 01.07.2022): ``` pip install setuptools_scm ``` - [Conda](https://anaconda.org/conda-forge/setuptools_scm) (📥 1.3M · ⏱️ 26.10.2022): ``` conda install -c conda-forge setuptools_scm ```

doit (🥉32 · ⭐ 1.5K) - task management & automation tool. MIT

- [GitHub](https://github.com/pydoit/doit) (👨‍💻 65 · 🔀 160 · 📦 1.1K · 📋 280 - 24% open · ⏱️ 08.09.2022): ``` git clone https://github.com/pydoit/doit ``` - [PyPi](https://pypi.org/project/doit) (📥 300K / month · 📦 280 · ⏱️ 22.04.2022): ``` pip install doit ``` - [Conda](https://anaconda.org/conda-forge/doit) (📥 140K · ⏱️ 22.04.2022): ``` conda install -c conda-forge doit ```

flit (🥉30 · ⭐ 1.8K) - Simplified packaging of Python modules. BSD-3

- [GitHub](https://github.com/pypa/flit) (👨‍💻 61 · 🔀 110 · 📋 380 - 34% open · ⏱️ 20.10.2022): ``` git clone https://github.com/pypa/flit ``` - [PyPi](https://pypi.org/project/flit) (📥 150K / month · 📦 270 · ⏱️ 23.02.2022): ``` pip install flit ``` - [Conda](https://anaconda.org/conda-forge/flit) (📥 130K · ⏱️ 23.02.2022): ``` conda install -c conda-forge flit ```

pybuilder (🥉30 · ⭐ 1.5K) - Software build automation tool for Python. Apache-2

- [GitHub](https://github.com/pybuilder/pybuilder) (👨‍💻 39 · 🔀 250 · 📋 510 - 18% open · ⏱️ 02.11.2022): ``` git clone https://github.com/pybuilder/pybuilder ``` - [PyPi](https://pypi.org/project/pybuilder) (📥 16K / month · 📦 61 · ⏱️ 10.06.2022): ``` pip install pybuilder ``` - [Conda](https://anaconda.org/conda-forge/pybuilder) (📥 25K · ⏱️ 30.10.2022): ``` conda install -c conda-forge pybuilder ```

universal-build (🥉14 · ⭐ 19) - Universal build utilities for containerized build pipelines. MIT

- [GitHub](https://github.com/ml-tooling/universal-build) (👨‍💻 5 · 🔀 7 · 📥 16 · 📦 9 · ⏱️ 15.09.2022): ``` git clone https://github.com/ml-tooling/universal-build ``` - [PyPi](https://pypi.org/project/universal-build) (📥 260 / month · 📦 5 · ⏱️ 12.12.2020): ``` pip install universal-build ```

Show 3 hidden projects...

- buildout (🥉29 · ⭐ 550) - Buildout is a deployment automation tool written in and extended.. ❗️ZPL-2.1 - paver (🥉24 · ⭐ 450 · 💀) - Python-based project scripting. BSD-3 - pynt (🥉18 · ⭐ 150 · 💀) - A pynt of Python build. MIT

## System Monitoring & Profiling

psutil (🥇45 · ⭐ 8.8K) - Cross-platform lib for process and system monitoring in Python. BSD-3

- [GitHub](https://github.com/giampaolo/psutil) (👨‍💻 190 · 🔀 1.3K · 📦 220K · 📋 1.6K - 14% open · ⏱️ 21.10.2022): ``` git clone https://github.com/giampaolo/psutil ``` - [PyPi](https://pypi.org/project/psutil) (📥 67M / month · 📦 16K · ⏱️ 04.09.2022): ``` pip install psutil ``` - [Conda](https://anaconda.org/conda-forge/psutil) (📥 16M · ⏱️ 26.10.2022): ``` conda install -c conda-forge psutil ```

Glances (🥇37 · ⭐ 22K) - Glances an Eye on your system. A top/htop alternative for.. ❗️LGPL-3.0

- [GitHub](https://github.com/nicolargo/glances) (👨‍💻 160 · 🔀 1.3K · 📥 820 · 📦 530 · 📋 1.6K - 14% open · ⏱️ 03.11.2022): ``` git clone https://github.com/nicolargo/glances ``` - [PyPi](https://pypi.org/project/glances) (📥 240K / month · 📦 50 · ⏱️ 26.05.2022): ``` pip install glances ``` - [Conda](https://anaconda.org/conda-forge/glances) (📥 170K · ⏱️ 01.11.2022): ``` conda install -c conda-forge glances ```

pyinstrument (🥈33 · ⭐ 4.9K) - Call stack profiler for Python. Shows you why your code is slow!. BSD-3

- [GitHub](https://github.com/joerick/pyinstrument) (👨‍💻 46 · 🔀 200 · 📦 960 · 📋 110 - 15% open · ⏱️ 01.11.2022): ``` git clone https://github.com/joerick/pyinstrument ``` - [PyPi](https://pypi.org/project/pyinstrument) (📥 450K / month · 📦 110 · ⏱️ 03.07.2022): ``` pip install pyinstrument ``` - [Conda](https://anaconda.org/conda-forge/pyinstrument) (📥 140K · ⏱️ 30.10.2022): ``` conda install -c conda-forge pyinstrument ```

py-spy (🥈32 · ⭐ 9.3K) - Sampling profiler for Python programs. MIT

- [GitHub](https://github.com/benfred/py-spy) (👨‍💻 30 · 🔀 330 · 📥 11K · 📦 300 · 📋 270 - 34% open · ⏱️ 12.09.2022): ``` git clone https://github.com/benfred/py-spy ``` - [PyPi](https://pypi.org/project/py-spy) (📥 930K / month · 📦 40 · ⏱️ 17.05.2022): ``` pip install py-spy ``` - [Conda](https://anaconda.org/conda-forge/py-spy) (📥 340K · ⏱️ 09.09.2022): ``` conda install -c conda-forge py-spy ``` - [Cargo](https://crates.io/crates/py-spy) (📥 360 / month · 📦 1 · ⏱️ 07.09.2022): ``` cargo install py-spy ```

Scalene (🥈32 · ⭐ 6.5K) - Scalene: a high-performance, high-precision CPU, GPU, and memory.. Apache-2

- [GitHub](https://github.com/plasma-umass/scalene) (👨‍💻 32 · 🔀 220 · 📦 150 · 📋 260 - 35% open · ⏱️ 31.10.2022): ``` git clone https://github.com/plasma-umass/scalene ``` - [PyPi](https://pypi.org/project/scalene) (📥 100K / month · 📦 3 · ⏱️ 29.04.2022): ``` pip install scalene ```

memray (🥈31 · ⭐ 9.5K) - Memray is a memory profiler for Python. Apache-2

- [GitHub](https://github.com/bloomberg/memray) (👨‍💻 21 · 🔀 260 · 📦 49 · 📋 76 - 18% open · ⏱️ 31.10.2022): ``` git clone https://github.com/bloomberg/memray ``` - [PyPi](https://pypi.org/project/memray) (📥 62K / month · 📦 1 · ⏱️ 16.05.2022): ``` pip install memray ``` - [Conda](https://anaconda.org/conda-forge/memray) (📥 9.3K · ⏱️ 01.11.2022): ``` conda install -c conda-forge memray ```

memory-profiler (🥈29 · ⭐ 3.6K · 📈) - Monitor Memory usage of Python code. BSD-3

- [GitHub](https://github.com/pythonprofilers/memory_profiler) (👨‍💻 99 · 🔀 350 · 📋 220 - 51% open · ⏱️ 02.11.2022): ``` git clone https://github.com/pythonprofilers/memory_profiler ``` - [PyPi](https://pypi.org/project/memory_profiler) (📥 1.5M / month · 📦 170 · ⏱️ 18.12.2021): ``` pip install memory_profiler ``` - [Conda](https://anaconda.org/conda-forge/memory_profiler) (📥 230K · ⏱️ 19.12.2021): ``` conda install -c conda-forge memory_profiler ```

Diamond (🥈29 · ⭐ 1.7K · 📉) - Diamond is a python daemon that collects system metrics and publishes.. MIT

- [GitHub](https://github.com/python-diamond/Diamond) (👨‍💻 380 · 🔀 590 · 📦 120 · 📋 400 - 57% open · ⏱️ 07.10.2022): ``` git clone https://github.com/python-diamond/Diamond ``` - [PyPi](https://pypi.org/project/diamond) (📥 38K / month · 📦 32 · ⏱️ 25.11.2016): ``` pip install diamond ```

Yappi (🥈29 · ⭐ 1K) - Yet Another Python Profiler, but this time multithreading, asyncio and gevent.. MIT

- [GitHub](https://github.com/sumerc/yappi) (👨‍💻 28 · 🔀 56 · 📦 670 · 📋 68 - 26% open · ⏱️ 31.10.2022): ``` git clone https://github.com/sumerc/yappi ``` - [PyPi](https://pypi.org/project/yappi) (📥 1.3M / month · 📦 340 · ⏱️ 20.05.2022): ``` pip install yappi ``` - [Conda](https://anaconda.org/conda-forge/yappi) (📥 130K · ⏱️ 02.11.2022): ``` conda install -c conda-forge yappi ```

line_profiler (🥉25 · ⭐ 1.4K) - Line-by-line profiling for Python. BSD-3

- [GitHub](https://github.com/pyutils/line_profiler) (👨‍💻 33 · 🔀 86 · 📋 69 - 40% open · ⏱️ 25.09.2022): ``` git clone https://github.com/pyutils/line_profiler ``` - [PyPi](https://pypi.org/project/line_profiler) (📥 290K / month · 📦 43 · ⏱️ 01.04.2022): ``` pip install line_profiler ``` - [Conda](https://anaconda.org/conda-forge/line_profiler) (📥 280K · ⏱️ 22.03.2022): ``` conda install -c conda-forge line_profiler ```

pympler (🥉25 · ⭐ 980) - Development tool to measure, monitor and analyze the memory behavior.. Apache-2

- [GitHub](https://github.com/pympler/pympler) (👨‍💻 29 · 🔀 77 · 📋 100 - 50% open · ⏱️ 24.07.2022): ``` git clone https://github.com/pympler/pympler ``` - [PyPi](https://pypi.org/project/pympler) (📥 1.3M / month · 📦 310 · ⏱️ 22.12.2021): ``` pip install pympler ``` - [Conda](https://anaconda.org/conda-forge/pympler) (📥 230K · ⏱️ 24.07.2022): ``` conda install -c conda-forge pympler ```

Bpytop (🥉24 · ⭐ 8.8K · 💤) - Linux/OSX/FreeBSD resource monitor. Apache-2

- [GitHub](https://github.com/aristocratos/bpytop) (👨‍💻 35 · 🔀 340 · 📋 290 - 22% open · ⏱️ 06.03.2022): ``` git clone https://github.com/aristocratos/bpytop ``` - [PyPi](https://pypi.org/project/bpytop) (📥 7.7K / month · 📦 1 · ⏱️ 22.12.2021): ``` pip install bpytop ``` - [Conda](https://anaconda.org/conda-forge/bpytop) (📥 8.2K · ⏱️ 22.12.2021): ``` conda install -c conda-forge bpytop ```

vprof (🥉23 · ⭐ 3.9K) - Visual profiler for Python. BSD-2

- [GitHub](https://github.com/nvdv/vprof) (👨‍💻 17 · 🔀 170 · 📦 99 · 📋 84 - 32% open · ⏱️ 15.07.2022): ``` git clone https://github.com/nvdv/vprof ``` - [PyPi](https://pypi.org/project/vprof) (📥 6.5K / month · 📦 16 · ⏱️ 29.02.2020): ``` pip install vprof ```

heartrate (🥉20 · ⭐ 1.5K · 💤) - Simple real time visualisation of the execution of a Python program. MIT

- [GitHub](https://github.com/alexmojaki/heartrate) (👨‍💻 3 · 🔀 120 · 📦 43 · 📋 8 - 50% open · ⏱️ 13.11.2021): ``` git clone https://github.com/alexmojaki/heartrate ``` - [PyPi](https://pypi.org/project/heartrate) (📥 1K / month · 📦 3 · ⏱️ 13.11.2021): ``` pip install heartrate ``` - [Conda](https://anaconda.org/conda-forge/heartrate) (📥 1.6K · ⏱️ 13.11.2021): ``` conda install -c conda-forge heartrate ```

Show 4 hidden projects...

- memory_profiler (🥉26 · ⭐ 3.5K · 💀) - Monitor Memory usage of Python code. BSD-3 - Profiling (🥉21 · ⭐ 3K · 💀) - Was an interactive continuous Python profiler. BSD-3 - pyheat (🥉18 · ⭐ 730 · 💀) - pprofile + matplotlib = Python program profiled as an awesome heatmap!. MIT - livepython (🥉12 · ⭐ 2.5K · 💀) - Visually trace Python code in real-time. MIT

## AST Tools

executing (🥇31 · ⭐ 200) - Get information about what a Python frame is currently doing,.. MIT

- [GitHub](https://github.com/alexmojaki/executing) (👨‍💻 9 · 🔀 26 · 📦 35K · 📋 27 - 40% open · ⏱️ 01.11.2022): ``` git clone https://github.com/alexmojaki/executing ``` - [PyPi](https://pypi.org/project/executing) (📥 7.6M / month · 📦 56 · ⏱️ 27.02.2022): ``` pip install executing ``` - [Conda](https://anaconda.org/conda-forge/executing) (📥 3.9M · ⏱️ 01.11.2022): ``` conda install -c conda-forge executing ```

astor (🥈29 · ⭐ 690) - Python AST read/write. BSD-3

- [GitHub](https://github.com/berkerpeksag/astor) (👨‍💻 32 · 🔀 89 · 📋 110 - 31% open · ⏱️ 25.06.2022): ``` git clone https://github.com/berkerpeksag/astor ``` - [PyPi](https://pypi.org/project/astor) (📥 6.5M / month · 📦 2.1K · ⏱️ 10.12.2019): ``` pip install astor ``` - [Conda](https://anaconda.org/conda-forge/astor) (📥 1.8M · ⏱️ 01.07.2020): ``` conda install -c conda-forge astor ```

typed_ast (🥈28 · ⭐ 220) - Modified fork of CPythons ast module that parses `# type:` comments. Apache-2

- [GitHub](https://github.com/python/typed_ast) (👨‍💻 26 · 🔀 54 · 📋 87 - 1% open · ⏱️ 08.10.2022): ``` git clone https://github.com/python/typed_ast ``` - [PyPi](https://pypi.org/project/typed_ast) (📥 11M / month · 📦 5.5K · ⏱️ 21.05.2022): ``` pip install typed_ast ``` - [Conda](https://anaconda.org/conda-forge/typed-ast) (📥 5.5M · ⏱️ 29.10.2022): ``` conda install -c conda-forge typed-ast ```

gast (🥉27 · ⭐ 120 · 💤) - Python AST that abstracts the underlying Python version. BSD-3

- [GitHub](https://github.com/serge-sans-paille/gast) (👨‍💻 10 · 🔀 26 · 📦 98K · 📋 29 - 3% open · ⏱️ 24.02.2022): ``` git clone https://github.com/serge-sans-paille/gast ``` - [PyPi](https://pypi.org/project/gast) (📥 14M / month · 📦 1.9K · ⏱️ 13.11.2021): ``` pip install gast ``` - [Conda](https://anaconda.org/conda-forge/gast) (📥 1.8M · ⏱️ 15.11.2021): ``` conda install -c conda-forge gast ```

asteval (🥉23 · ⭐ 140) - minimalistic evaluator of python expression using ast module. MIT

- [GitHub](https://github.com/newville/asteval) (👨‍💻 22 · 🔀 34 · 📋 59 - 13% open · ⏱️ 07.09.2022): ``` git clone https://github.com/newville/asteval ``` - [PyPi](https://pypi.org/project/asteval) (📥 210K / month · 📦 160 · ⏱️ 24.05.2022): ``` pip install asteval ``` - [Conda](https://anaconda.org/conda-forge/asteval) (📥 220K · ⏱️ 25.05.2022): ``` conda install -c conda-forge asteval ```

Show 1 hidden projects...

- astunparse (🥉27 · ⭐ 190 · 💀) - An AST unparser for Python. BSD-3

## Others

pre-commit (🥇39 · ⭐ 9.1K) - A framework for managing and maintaining multi-language pre-commit.. MIT

- [GitHub](https://github.com/pre-commit/pre-commit) (👨‍💻 140 · 🔀 660 · 📥 180K · 📦 64K · 📋 1.6K - 1% open · ⏱️ 03.11.2022): ``` git clone https://github.com/pre-commit/pre-commit ``` - [PyPi](https://pypi.org/project/pre-commit) (📥 7.1M / month · 📦 3.4K · ⏱️ 05.05.2022): ``` pip install pre-commit ``` - [Conda](https://anaconda.org/conda-forge/pre-commit) (📥 2M · ⏱️ 28.10.2022): ``` conda install -c conda-forge pre-commit ```

--- ## Related Resources - [**Best-of lists**](https://best-of.org): Discover other best-of lists with awesome open-source projects on all kinds of topics. ## Contribution Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways: - Open an issue by selecting one of the provided categories from the [issue page](https://github.com/ml-tooling/best-of-python-dev/issues/new/choose) and fill in the requested information. - Modify the [projects.yaml](https://github.com/ml-tooling/best-of-python-dev/blob/main/projects.yaml) with your additions or changes, and submit a pull request. This can also be done directly via the [Github UI](https://github.com/ml-tooling/best-of-python-dev/edit/main/projects.yaml). If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the [best-of-generator](https://github.com/best-of-lists/best-of-generator) repository. If you like to create your own best-of list, we recommend to follow [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md). For more information on how to add or update projects, please read the [contribution guidelines](https://github.com/ml-tooling/best-of-python-dev/blob/main/CONTRIBUTING.md). By participating in this project, you agree to abide by its [Code of Conduct](https://github.com/ml-tooling/best-of-python-dev/blob/main/.github/CODE_OF_CONDUCT.md). ## License [![CC0](https://mirrors.creativecommons.org/presskit/buttons/88x31/svg/by-sa.svg)](https://creativecommons.org/licenses/by-sa/4.0/)