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https://github.com/ml-tooling/best-of-python-dev
🏆 A ranked list of awesome python developer tools and libraries. Updated weekly.
https://github.com/ml-tooling/best-of-python-dev
List: best-of-python-dev
awesome awesome-list best-of best-of-list conda debugging developer-tools flake8 formatter linter linters mkdocs pip pylint pytest python python-devtools refactoring sphinx style-checkers
Last synced: 18 days ago
JSON representation
🏆 A ranked list of awesome python developer tools and libraries. Updated weekly.
- Host: GitHub
- URL: https://github.com/ml-tooling/best-of-python-dev
- Owner: ml-tooling
- License: cc-by-sa-4.0
- Created: 2021-01-08T14:46:24.000Z (about 4 years ago)
- Default Branch: main
- Last Pushed: 2024-06-06T14:43:04.000Z (8 months ago)
- Last Synced: 2025-01-14T10:09:32.023Z (21 days ago)
- Topics: awesome, awesome-list, best-of, best-of-list, conda, debugging, developer-tools, flake8, formatter, linter, linters, mkdocs, pip, pylint, pytest, python, python-devtools, refactoring, sphinx, style-checkers
- Language: Python
- Homepage: https://python-dev.best-of.org
- Size: 7.21 MB
- Stars: 1,069
- Watchers: 25
- Forks: 50
- Open Issues: 4
-
Metadata Files:
- Readme: README.md
- Changelog: history/2021-01-09_projects.csv
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Code of conduct: .github/CODE_OF_CONDUCT.md
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README
Best-of Python Developer Tools
🏆 A ranked list of awesome python developer tools and libraries. Updated weekly.
This curated list contains 270 awesome open-source projects with a total of 960K stars grouped into 17 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](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!
---
🧙♂️ Discover other best-of lists or create your own.
📫 Subscribe to our newsletter for updates and trending projects.
---
## Contents
- [Linters & Style Checkers](#linters--style-checkers) _40 projects_
- [Type checkers](#type-checkers) _5 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_
- [Shell](#shell) _2 projects_
- [Documentation](#documentation) _29 projects_
- [Debugging Tools](#debugging-tools) _13 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
pylint (🥇43 · ⭐ 5.2K) - Its not just a linter that annoys you!. ❗️GPL-2.0
- [GitHub](https://github.com/pylint-dev/pylint) (👨💻 570 · 🔀 1.1K · 📦 420K · 📋 5.5K - 16% open · ⏱️ 27.05.2024):
```
git clone https://github.com/PyCQA/pylint
```
- [PyPi](https://pypi.org/project/pylint) (📥 24M / month · 📦 8.1K · ⏱️ 20.05.2024):
```
pip install pylint
```
- [Conda](https://anaconda.org/conda-forge/pylint) (📥 5M · ⏱️ 20.05.2024):
```
conda install -c conda-forge pylint
```
ruff (🥇42 · ⭐ 28K) - An extremely fast Python linter and code formatter, written in Rust. MIT
- [GitHub](https://github.com/astral-sh/ruff) (👨💻 430 · 🔀 880 · 📥 490K · 📦 48K · 📋 4.4K - 18% open · ⏱️ 30.05.2024):
```
git clone https://github.com/charliermarsh/ruff
```
- [PyPi](https://pypi.org/project/ruff) (📥 17M / month · 📦 5.2K · ⏱️ 28.05.2024):
```
pip install ruff
```
- [Conda](https://anaconda.org/conda-forge/ruff) (📥 800K · ⏱️ 29.05.2024):
```
conda install -c conda-forge ruff
```
flake8 (🥇41 · ⭐ 3.3K) - Flake8 is a wrapper around these tools: PyFlakes; pycodestyle; Ned.. MIT
- [GitHub](https://github.com/PyCQA/flake8) (👨💻 180 · 🔀 300 · 📦 550K · 📋 1.6K - 1% open · ⏱️ 15.04.2024):
```
git clone https://github.com/PyCQA/flake8
```
- [PyPi](https://pypi.org/project/flake8) (📥 28M / month · 📦 20K · ⏱️ 05.01.2024):
```
pip install flake8
```
- [Conda](https://anaconda.org/conda-forge/flake8) (📥 7.3M · ⏱️ 05.01.2024):
```
conda install -c conda-forge flake8
```
wemake-python-styleguide (🥇36 · ⭐ 2.4K) - The strictest and most opinionated python linter ever!. MIT
- [GitHub](https://github.com/wemake-services/wemake-python-styleguide) (👨💻 180 · 🔀 380 · 📦 16K · 📋 1.1K - 10% open · ⏱️ 30.05.2024):
```
git clone https://github.com/wemake-services/wemake-python-styleguide
```
- [PyPi](https://pypi.org/project/wemake-python-styleguide) (📥 160K / month · 📦 53 · ⏱️ 26.03.2024):
```
pip install wemake-python-styleguide
```
pyflakes (🥇36 · ⭐ 1.3K) - A simple program which checks Python source files for errors. MIT
- [GitHub](https://github.com/PyCQA/pyflakes) (👨💻 86 · 🔀 180 · 📦 280K · 📋 530 - 10% open · ⏱️ 07.03.2024):
```
git clone https://github.com/PyCQA/pyflakes
```
- [PyPi](https://pypi.org/project/pyflakes) (📥 31M / month · 📦 1.1K · ⏱️ 05.01.2024):
```
pip install pyflakes
```
- [Conda](https://anaconda.org/conda-forge/pyflakes) (📥 7.3M · ⏱️ 05.01.2024):
```
conda install -c conda-forge pyflakes
```
parso (🥇36 · ⭐ 580) - A Python Parser. MIT
- [GitHub](https://github.com/davidhalter/parso) (👨💻 46 · 🔀 99 · 📦 430K · 📋 120 - 10% open · ⏱️ 21.04.2024):
```
git clone https://github.com/davidhalter/parso
```
- [PyPi](https://pypi.org/project/parso) (📥 38M / month · 📦 710 · ⏱️ 05.04.2024):
```
pip install parso
```
- [Conda](https://anaconda.org/conda-forge/parso) (📥 19M · ⏱️ 05.04.2024):
```
conda install -c conda-forge parso
```
pycodestyle (🥈34 · ⭐ 5K) - Simple Python style checker in one Python file. MIT
- [GitHub](https://github.com/PyCQA/pycodestyle) (👨💻 140 · 🔀 750 · 📦 20 · 📋 750 - 14% open · ⏱️ 10.04.2024):
```
git clone https://github.com/PyCQA/pycodestyle
```
- [PyPi](https://pypi.org/project/pycodestyle) (📥 39M / month · 📦 1.9K · ⏱️ 12.10.2023):
```
pip install pycodestyle
```
- [Conda](https://anaconda.org/conda-forge/pycodestyle) (📥 7.6M · ⏱️ 13.10.2023):
```
conda install -c conda-forge pycodestyle
```
beartype (🥈32 · ⭐ 2.5K) - Unbearably fast near-real-time hybrid runtime-static type-checking in.. MIT
- [GitHub](https://github.com/beartype/beartype) (👨💻 22 · 🔀 49 · 📋 310 - 21% open · ⏱️ 30.05.2024):
```
git clone https://github.com/beartype/beartype
```
- [PyPi](https://pypi.org/project/beartype) (📥 2.3M / month · 📦 420 · ⏱️ 21.04.2024):
```
pip install beartype
```
- [Conda](https://anaconda.org/conda-forge/beartype) (📥 120K · ⏱️ 21.04.2024):
```
conda install -c conda-forge beartype
```
pydocstyle (🥈32 · ⭐ 1.1K) - docstring style checker. MIT
- [GitHub](https://github.com/PyCQA/pydocstyle) (👨💻 92 · 🔀 190 · 📥 75 · 📦 65K · 📋 350 - 35% open · ⏱️ 03.11.2023):
```
git clone https://github.com/PyCQA/pydocstyle
```
- [PyPi](https://pypi.org/project/pydocstyle) (📥 5.1M / month · 📦 1.7K · ⏱️ 17.01.2023):
```
pip install pydocstyle
```
- [Conda](https://anaconda.org/conda-forge/pydocstyle) (📥 1.9M · ⏱️ 16.06.2023):
```
conda install -c conda-forge pydocstyle
```
flake8-bugbear (🥈31 · ⭐ 1K) - A plugin for Flake8 finding likely bugs and design problems.. MIT
- [GitHub](https://github.com/PyCQA/flake8-bugbear) (👨💻 84 · 🔀 100 · 📦 37K · 📋 220 - 27% open · ⏱️ 29.04.2024):
```
git clone https://github.com/PyCQA/flake8-bugbear
```
- [PyPi](https://pypi.org/project/flake8-bugbear) (📥 2.9M / month · 📦 1K · ⏱️ 26.04.2024):
```
pip install flake8-bugbear
```
- [Conda](https://anaconda.org/conda-forge/flake8-bugbear) (📥 780K · ⏱️ 26.04.2024):
```
conda install -c conda-forge flake8-bugbear
```
pylint-django (🥈29 · ⭐ 590) - Pylint plugin for improving code analysis for when.. ❗️GPL-2.0
- [GitHub](https://github.com/pylint-dev/pylint-django) (👨💻 71 · 🔀 120 · 📥 280 · 📦 29K · 📋 230 - 26% open · ⏱️ 26.02.2024):
```
git clone https://github.com/PyCQA/pylint-django
```
- [PyPi](https://pypi.org/project/pylint-django) (📥 1.3M / month · 📦 110 · ⏱️ 23.10.2023):
```
pip install pylint-django
```
- [Conda](https://anaconda.org/conda-forge/pylint-django) (📥 190K · ⏱️ 09.01.2024):
```
conda install -c conda-forge pylint-django
```
flake8-comprehensions (🥈29 · ⭐ 460) - A flake8 plugin to help you write better.. MIT
- [GitHub](https://github.com/adamchainz/flake8-comprehensions) (👨💻 15 · 🔀 23 · 📦 27K · 📋 62 - 16% open · ⏱️ 28.05.2024):
```
git clone https://github.com/adamchainz/flake8-comprehensions
```
- [PyPi](https://pypi.org/project/flake8-comprehensions) (📥 1.1M / month · 📦 650 · ⏱️ 10.07.2023):
```
pip install flake8-comprehensions
```
- [Conda](https://anaconda.org/conda-forge/flake8-comprehensions) (📥 780K · ⏱️ 17.07.2023):
```
conda install -c conda-forge flake8-comprehensions
```
flake8-quotes (🥈29 · ⭐ 180) - Flake8 extension for checking quotes in python. MIT
- [GitHub](https://github.com/zheller/flake8-quotes) (👨💻 33 · 🔀 37 · 📦 22K · 📋 54 - 16% open · ⏱️ 10.02.2024):
```
git clone https://github.com/zheller/flake8-quotes
```
- [PyPi](https://pypi.org/project/flake8-quotes) (📥 650K / month · 📦 420 · ⏱️ 10.02.2024):
```
pip install flake8-quotes
```
- [Conda](https://anaconda.org/conda-forge/flake8-quotes) (📥 690K · ⏱️ 10.02.2024):
```
conda install -c conda-forge flake8-quotes
```
mypy-protobuf (🥈28 · ⭐ 630) - open source tools to generate mypy stubs from protobufs. Apache-2
- [GitHub](https://github.com/nipunn1313/mypy-protobuf) (👨💻 38 · 🔀 76 · 📋 130 - 11% open · ⏱️ 25.04.2024):
```
git clone https://github.com/dropbox/mypy-protobuf
```
- [PyPi](https://pypi.org/project/mypy-protobuf) (📥 3.3M / month · 📦 180 · ⏱️ 01.04.2024):
```
pip install mypy-protobuf
```
- [Conda](https://anaconda.org/conda-forge/mypy-protobuf) (📥 130K · ⏱️ 20.08.2023):
```
conda install -c conda-forge mypy-protobuf
```
flake8-eradicate (🥈28 · ⭐ 310) - Flake8 plugin to find commented out or dead code. MIT
- [GitHub](https://github.com/wemake-services/flake8-eradicate) (👨💻 17 · 🔀 13 · 📦 19K · 📋 40 - 22% open · ⏱️ 21.05.2024):
```
git clone https://github.com/wemake-services/flake8-eradicate
```
- [PyPi](https://pypi.org/project/flake8-eradicate) (📥 630K / month · 📦 160 · ⏱️ 31.05.2023):
```
pip install flake8-eradicate
```
- [Conda](https://anaconda.org/conda-forge/flake8-eradicate) (📥 15K · ⏱️ 01.06.2023):
```
conda install -c conda-forge flake8-eradicate
```
hacking (🥈28 · ⭐ 240) - OpenStack Hacking Style Checks. Mirror of code maintained at.. Apache-2
- [GitHub](https://github.com/openstack/hacking) (👨💻 190 · 🔀 70 · 📦 7.3K · ⏱️ 31.01.2024):
```
git clone https://github.com/openstack/hacking
```
- [PyPi](https://pypi.org/project/hacking) (📥 98K / month · 📦 87 · ⏱️ 08.12.2023):
```
pip install hacking
```
flake8-commas (🥈28 · ⭐ 130) - Flake8 extension for enforcing trailing commas in python. MIT
- [GitHub](https://github.com/PyCQA/flake8-commas) (👨💻 13 · 🔀 32 · 📦 18K · 📋 31 - 9% open · ⏱️ 16.05.2024):
```
git clone https://github.com/PyCQA/flake8-commas
```
- [PyPi](https://pypi.org/project/flake8-commas) (📥 380K / month · 📦 210 · ⏱️ 16.05.2024):
```
pip install flake8-commas
```
flake8-isort (🥉27 · ⭐ 170) - flake8 plugin that integrates isort. ❗️GPL-2.0
- [GitHub](https://github.com/gforcada/flake8-isort) (👨💻 38 · 🔀 130 · 📦 26K · 📋 57 - 1% open · ⏱️ 03.11.2023):
```
git clone https://github.com/gforcada/flake8-isort
```
- [PyPi](https://pypi.org/project/flake8-isort) (📥 1.1M / month · 📦 520 · ⏱️ 03.11.2023):
```
pip install flake8-isort
```
- [Conda](https://anaconda.org/conda-forge/flake8-isort) (📥 61K · ⏱️ 03.11.2023):
```
conda install -c conda-forge flake8-isort
```
flake8-builtins (🥉27 · ⭐ 110) - Check for python builtins being used as variables or.. ❗️GPL-2.0
- [GitHub](https://github.com/gforcada/flake8-builtins) (👨💻 20 · 🔀 23 · 📦 10K · 📋 50 - 4% open · ⏱️ 09.04.2024):
```
git clone https://github.com/gforcada/flake8-builtins
```
- [PyPi](https://pypi.org/project/flake8-builtins) (📥 860K / month · 📦 480 · ⏱️ 09.04.2024):
```
pip install flake8-builtins
```
- [Conda](https://anaconda.org/conda-forge/flake8-builtins) (📥 250K · ⏱️ 09.04.2024):
```
conda install -c conda-forge flake8-builtins
```
nitpick (🥉26 · ⭐ 380) - Enforce the same settings on multiple projects. MIT
- [GitHub](https://github.com/andreoliwa/nitpick) (👨💻 16 · 🔀 23 · 📥 5 · 📦 1.3K · 📋 130 - 38% open · ⏱️ 28.05.2024):
```
git clone https://github.com/andreoliwa/nitpick
```
- [PyPi](https://pypi.org/project/nitpick) (📥 15K / month · 📦 26 · ⏱️ 31.12.2023):
```
pip install nitpick
```
check-manifest (🥉26 · ⭐ 280) - Tool to check the completeness of MANIFEST.in for Python packages. MIT
- [GitHub](https://github.com/mgedmin/check-manifest) (👨💻 22 · 🔀 37 · 📦 11K · 📋 98 - 21% open · ⏱️ 03.05.2024):
```
git clone https://github.com/mgedmin/check-manifest
```
- [PyPi](https://pypi.org/project/check-manifest) (📥 360K / month · 📦 4.3K · ⏱️ 05.12.2022):
```
pip install check-manifest
```
- [Conda](https://anaconda.org/conda-forge/check-manifest) (📥 120K · ⏱️ 16.06.2023):
```
conda install -c conda-forge check-manifest
```
flake8-black (🥉26 · ⭐ 160) - flake8 plugin to run black for checking Python coding style. MIT
- [GitHub](https://github.com/peterjc/flake8-black) (👨💻 10 · 🔀 10 · 📦 7.8K · 📋 29 - 10% open · ⏱️ 14.05.2024):
```
git clone https://github.com/peterjc/flake8-black
```
- [PyPi](https://pypi.org/project/flake8-black) (📥 860K / month · 📦 480 · ⏱️ 20.12.2022):
```
pip install flake8-black
```
- [Conda](https://anaconda.org/conda-forge/flake8-black) (📥 460K · ⏱️ 16.06.2023):
```
conda install -c conda-forge flake8-black
```
flake8-import-order (🥉24 · ⭐ 280 · 💤) - Flake8 plugin that checks import order against.. ❗️LGPL-3.0
- [GitHub](https://github.com/PyCQA/flake8-import-order) (👨💻 46 · 🔀 72 · 📋 100 - 12% open · ⏱️ 13.09.2023):
```
git clone https://github.com/PyCQA/flake8-import-order
```
- [PyPi](https://pypi.org/project/flake8-import-order) (📥 610K / month · 📦 550 · ⏱️ 26.11.2022):
```
pip install flake8-import-order
```
- [Conda](https://anaconda.org/conda-forge/flake8-import-order) (📥 250K · ⏱️ 16.06.2023):
```
conda install -c conda-forge flake8-import-order
```
pandas-vet (🥉21 · ⭐ 160 · 💤) - A plugin for Flake8 that checks pandas code. MIT
- [GitHub](https://github.com/deppen8/pandas-vet) (👨💻 14 · 🔀 18 · 📥 73 · 📦 450 · 📋 53 - 22% open · ⏱️ 11.08.2023):
```
git clone https://github.com/deppen8/pandas-vet
```
- [PyPi](https://pypi.org/project/pandas-vet) (📥 44K / month · 📦 37 · ⏱️ 11.08.2023):
```
pip install pandas-vet
```
- [Conda](https://anaconda.org/conda-forge/pandas-vet) (📥 18K · ⏱️ 11.08.2023):
```
conda install -c conda-forge pandas-vet
```
flake8-simplify (🥉20 · ⭐ 180) - A flake8 plugin that helps you to simplify code. MIT
- [GitHub](https://github.com/MartinThoma/flake8-simplify) (👨💻 14 · 🔀 19 · 📋 120 - 41% open · ⏱️ 25.12.2023):
```
git clone https://github.com/MartinThoma/flake8-simplify
```
- [PyPi](https://pypi.org/project/flake8-simplify) (📥 350K / month · 📦 86 · ⏱️ 23.09.2023):
```
pip install flake8-simplify
```
- [Conda](https://anaconda.org/conda-forge/flake8-simplify) (📥 39K · ⏱️ 26.09.2023):
```
conda install -c conda-forge flake8-simplify
```
bellybutton (🥉17 · ⭐ 270 · 💤) - Custom Python linting through AST expressions. MIT
- [GitHub](https://github.com/hchasestevens/bellybutton) (👨💻 7 · 🔀 15 · 📦 46 · 📋 17 - 64% open · ⏱️ 27.07.2023):
```
git clone https://github.com/hchasestevens/bellybutton
```
- [PyPi](https://pypi.org/project/bellybutton) (📥 2K / month · 📦 1 · ⏱️ 27.07.2023):
```
pip install bellybutton
```
imhotep (🥉17 · ⭐ 220 · 💤) - A static-analysis bot for Github. MIT
- [GitHub](https://github.com/justinabrahms/imhotep) (👨💻 17 · 🔀 36 · 📦 12 · 📋 46 - 43% open · ⏱️ 17.06.2023):
```
git clone https://github.com/justinabrahms/imhotep
```
- [PyPi](https://pypi.org/project/imhotep) (📥 59 / month · 📦 4 · ⏱️ 20.02.2022):
```
pip install imhotep
```
Show 13 hidden projects...
- pep8-naming (🥈30 · ⭐ 490) - Naming Convention checker for Python. ❗️Saxpath
- darglint (🥈28 · ⭐ 480 · 💀) - A python documentation linter which checks that the docstring.. MIT
- coala (🥉27 · ⭐ 3.5K · 💀) - coala provides a unified command-line interface for linting and.. ❗️AGPL-3.0
- pylama (🥉26 · ⭐ 1K · 💀) - Code audit tool for python. MIT
- data-science-types (🥉24 · ⭐ 200 · 💀) - Mypy stubs, i.e., type information, for numpy, pandas.. Apache-2
- Fixit (🥉23 · ⭐ 650) - Advanced Python linting framework with auto-fixes and hierarchical.. ❗Unlicensed
- flake8-bandit (🥉21 · ⭐ 110 · 💀) - Automated security testing using bandit and flake8. MIT
- flakehell (🥉19 · ⭐ 230 · 💀) - Flake8 wrapper to make it nice, legacy-friendly, configurable. MIT
- flake8-mypy (🥉19 · ⭐ 100 · 💀) - A plugin for flake8 integrating Mypy. MIT
- pylint-flask (🥉19 · ⭐ 64 · 💀) - A Pylint plugin to analyze Flask applications. ❗️GPL-2.0
- pycycle (🥉16 · ⭐ 330 · 💀) - Tool for pinpointing circular imports in Python. Find cyclic imports.. MIT
- yala (🥉15 · ⭐ 14 · 💀) - Yet Another Linter Aggregator. MIT
- linty_fresh (🥉12 · ⭐ 180 · 💀) - Surface lint errors during code review. Apache-2 mypy
## Type checkers
mypy (🥇46 · ⭐ 18K) - Optional static typing for Python. MIT
- [GitHub](https://github.com/python/mypy) (👨💻 720 · 🔀 2.7K · 📦 240K · 📋 10K - 27% open · ⏱️ 28.05.2024):
```
git clone https://github.com/python/mypy
```
- [PyPi](https://pypi.org/project/mypy) (📥 26M / month · 📦 14K · ⏱️ 24.04.2024):
```
pip install mypy
```
- [Conda](https://anaconda.org/conda-forge/mypy) (📥 4M · ⏱️ 25.04.2024):
```
conda install -c conda-forge mypy
```
pyright (🥈39 · ⭐ 12K) - Static Type Checker for Python. MIT
- [GitHub](https://github.com/microsoft/pyright) (👨💻 110 · 🔀 1.3K · 📥 2.5K · 📦 860 · 📋 5.6K - 0% open · ⏱️ 29.05.2024):
```
git clone https://github.com/Microsoft/pyright
```
- [npm](https://www.npmjs.com/package/pyright) (📥 1.5M / month · 📦 15 · ⏱️ 29.05.2024):
```
npm install pyright
```
pytype (🥉36 · ⭐ 4.6K) - A static type analyzer for Python code. Apache-2
- [GitHub](https://github.com/google/pytype) (👨💻 100 · 🔀 270 · 📦 3.6K · 📋 700 - 22% open · ⏱️ 29.05.2024):
```
git clone https://github.com/google/pytype
```
- [PyPi](https://pypi.org/project/pytype) (📥 560K / month · 📦 220 · ⏱️ 12.04.2024):
```
pip install pytype
```
- [Conda](https://anaconda.org/conda-forge/pytype) (📥 210K · ⏱️ 10.02.2024):
```
conda install -c conda-forge pytype
```
pyre-check (🥉35 · ⭐ 6.7K) - Performant type-checking for python. MIT
- [GitHub](https://github.com/facebook/pyre-check) (👨💻 260 · 🔀 430 · 📦 21 · 📋 420 - 36% open · ⏱️ 29.05.2024):
```
git clone https://github.com/facebook/pyre-check
```
- [PyPi](https://pypi.org/project/pyre-check) (📥 78K / month · 📦 55 · ⏱️ 10.05.2024):
```
pip install pyre-check
```
typeguard (🥉35 · ⭐ 1.5K) - Run-time type checker for Python. MIT
- [GitHub](https://github.com/agronholm/typeguard) (👨💻 35 · 🔀 100 · 📦 24K · 📋 320 - 6% open · ⏱️ 27.05.2024):
```
git clone https://github.com/agronholm/typeguard
```
- [PyPi](https://pypi.org/project/typeguard) (📥 22M / month · 📦 2.5K · ⏱️ 27.05.2024):
```
pip install typeguard
```
- [Conda](https://anaconda.org/conda-forge/typeguard) (📥 570K · ⏱️ 24.03.2024):
```
conda install -c conda-forge typeguard
```
## Code Formatters
black (🥇46 · ⭐ 38K) - The uncompromising Python code formatter. MIT
- [GitHub](https://github.com/psf/black) (👨💻 450 · 🔀 2.4K · 📥 89K · 📦 500K · 📋 2.6K - 14% open · ⏱️ 16.05.2024):
```
git clone https://github.com/psf/black
```
- [PyPi](https://pypi.org/project/black) (📥 39M / month · 📦 21K · ⏱️ 26.04.2024):
```
pip install black
```
- [Conda](https://anaconda.org/conda-forge/black) (📥 10M · ⏱️ 26.04.2024):
```
conda install -c conda-forge black
```
isort (🥈40 · ⭐ 6.3K) - A Python utility / library to sort imports. MIT
- [GitHub](https://github.com/PyCQA/isort) (👨💻 290 · 🔀 560 · 📦 470K · 📋 1.3K - 17% open · ⏱️ 15.01.2024):
```
git clone https://github.com/PyCQA/isort
```
- [PyPi](https://pypi.org/project/isort) (📥 39M / month · 📦 12K · ⏱️ 13.12.2023):
```
pip install isort
```
- [Conda](https://anaconda.org/conda-forge/isort) (📥 5.9M · ⏱️ 14.12.2023):
```
conda install -c conda-forge isort
```
yapf (🥈39 · ⭐ 14K) - A formatter for Python files. Apache-2
- [GitHub](https://github.com/google/yapf) (👨💻 150 · 🔀 890 · 📦 94K · 📋 860 - 45% open · ⏱️ 01.04.2024):
```
git clone https://github.com/google/yapf
```
- [PyPi](https://pypi.org/project/yapf) (📥 5.9M / month · 📦 1.2K · ⏱️ 22.09.2023):
```
pip install yapf
```
- [Conda](https://anaconda.org/conda-forge/yapf) (📥 1.8M · ⏱️ 26.07.2023):
```
conda install -c conda-forge yapf
```
autopep8 (🥈39 · ⭐ 4.5K) - A tool that automatically formats Python code to conform to the PEP 8.. MIT
- [GitHub](https://github.com/hhatto/autopep8) (👨💻 63 · 🔀 290 · 📦 210K · 📋 500 - 23% open · ⏱️ 30.05.2024):
```
git clone https://github.com/hhatto/autopep8
```
- [PyPi](https://pypi.org/project/autopep8) (📥 5M / month · 📦 1.5K · ⏱️ 30.05.2024):
```
pip install autopep8
```
- [Conda](https://anaconda.org/conda-forge/autopep8) (📥 1.5M · ⏱️ 29.05.2024):
```
conda install -c conda-forge autopep8
```
docformatter (🥉27 · ⭐ 520 · 💤) - Formats docstrings to follow PEP 257. MIT
- [GitHub](https://github.com/PyCQA/docformatter) (👨💻 30 · 🔀 59 · 📥 17 · 📦 3.5K · 📋 150 - 16% open · ⏱️ 15.10.2023):
```
git clone https://github.com/myint/docformatter
```
- [PyPi](https://pypi.org/project/docformatter) (📥 570K / month · 📦 220 · ⏱️ 12.07.2023):
```
pip install docformatter
```
- [Conda](https://anaconda.org/conda-forge/docformatter) (📥 130K · ⏱️ 18.07.2023):
```
conda install -c conda-forge docformatter
```
autoimport (🥉18 · ⭐ 88) - Autoimport automatically fixes wrong import statements. ❗️GPL-3.0
- [GitHub](https://github.com/lyz-code/autoimport) (👨💻 16 · 🔀 20 · 📦 130 · 📋 47 - 29% open · ⏱️ 10.05.2024):
```
git clone https://github.com/lyz-code/autoimport
```
- [PyPi](https://pypi.org/project/autoimport) (📥 4K / month · 📦 12 · ⏱️ 10.05.2024):
```
pip install autoimport
```
Show 1 hidden projects...
- pyformat (🥉19 · ⭐ 95) - Formats Python code to follow a consistent style. ❗️Saxpath
## Code Refactoring
jedi (🥇41 · ⭐ 5.7K) - Awesome autocompletion, static analysis and refactoring library for python. MIT
- [GitHub](https://github.com/davidhalter/jedi) (👨💻 170 · 🔀 500 · 📦 430K · 📋 1.4K - 4% open · ⏱️ 24.05.2024):
```
git clone https://github.com/davidhalter/jedi
```
- [PyPi](https://pypi.org/project/jedi) (📥 39M / month · 📦 980 · ⏱️ 02.10.2023):
```
pip install jedi
```
- [Conda](https://anaconda.org/conda-forge/jedi) (📥 22M · ⏱️ 03.10.2023):
```
conda install -c conda-forge jedi
```
rope (🥇36 · ⭐ 1.9K) - a python refactoring library. ❗️LGPL-3.0
- [GitHub](https://github.com/python-rope/rope) (👨💻 81 · 🔀 160 · 📥 28 · 📦 74K · 📋 360 - 28% open · ⏱️ 04.04.2024):
```
git clone https://github.com/python-rope/rope
```
- [PyPi](https://pypi.org/project/rope) (📥 910K / month · 📦 280 · ⏱️ 24.03.2024):
```
pip install rope
```
- [Conda](https://anaconda.org/conda-forge/rope) (📥 1.5M · ⏱️ 24.03.2024):
```
conda install -c conda-forge rope
```
pyupgrade (🥈33 · ⭐ 3.4K) - A tool (and pre-commit hook) to automatically upgrade syntax for newer.. MIT
- [GitHub](https://github.com/asottile/pyupgrade) (👨💻 35 · 🔀 170 · 📋 420 - 3% open · ⏱️ 28.05.2024):
```
git clone https://github.com/asottile/pyupgrade
```
- [PyPi](https://pypi.org/project/pyupgrade) (📥 590K / month · 📦 360 · ⏱️ 24.03.2024):
```
pip install pyupgrade
```
- [Conda](https://anaconda.org/conda-forge/pyupgrade) (📥 640K · ⏱️ 24.03.2024):
```
conda install -c conda-forge pyupgrade
```
vulture (🥈30 · ⭐ 3.1K) - Find dead Python code. MIT
- [GitHub](https://github.com/jendrikseipp/vulture) (👨💻 42 · 🔀 140 · 📦 4.5K · 📋 210 - 14% open · ⏱️ 05.05.2024):
```
git clone https://github.com/jendrikseipp/vulture
```
- [PyPi](https://pypi.org/project/vulture) (📥 650K / month · 📦 180 · ⏱️ 19.01.2024):
```
pip install vulture
```
- [Conda](https://anaconda.org/conda-forge/vulture) (📥 81K · ⏱️ 16.06.2023):
```
conda install -c conda-forge vulture
```
autoflake (🥈29 · ⭐ 870) - Removes unused imports and unused variables as reported by pyflakes. MIT
- [GitHub](https://github.com/PyCQA/autoflake) (👨💻 38 · 🔀 80 · 📋 120 - 32% open · ⏱️ 17.05.2024):
```
git clone https://github.com/myint/autoflake
```
- [PyPi](https://pypi.org/project/autoflake) (📥 1.9M / month · 📦 930 · ⏱️ 13.03.2024):
```
pip install autoflake
```
- [Conda](https://anaconda.org/conda-forge/autoflake) (📥 540K · ⏱️ 16.06.2023):
```
conda install -c conda-forge autoflake
```
MonkeyType (🥈26 · ⭐ 4.6K) - A Python library that generates static type annotations by.. BSD-3
- [GitHub](https://github.com/Instagram/MonkeyType) (👨💻 50 · 🔀 170 · 📋 190 - 26% open · ⏱️ 07.05.2024):
```
git clone https://github.com/Instagram/MonkeyType
```
- [PyPi](https://pypi.org/project/monkeytype) (📥 240K / month · 📦 20 · ⏱️ 20.03.2023):
```
pip install monkeytype
```
- [Conda](https://anaconda.org/conda-forge/monkeytype) (📥 60K · ⏱️ 16.06.2023):
```
conda install -c conda-forge monkeytype
```
add-trailing-comma (🥉22 · ⭐ 330) - A tool (and pre-commit hook) to automatically add trailing.. MIT
- [GitHub](https://github.com/asottile/add-trailing-comma) (👨💻 11 · 🔀 22 · ⏱️ 28.05.2024):
```
git clone https://github.com/asottile/add-trailing-comma
```
- [PyPi](https://pypi.org/project/add-trailing-comma) (📥 59K / month · 📦 22 · ⏱️ 30.08.2023):
```
pip install add-trailing-comma
```
unimport (🥉21 · ⭐ 240) - The ultimate linter and formatter for removing unused import statements.. MIT
- [GitHub](https://github.com/hakancelikdev/unimport) (👨💻 16 · 🔀 22 · 📋 120 - 9% open · ⏱️ 07.01.2024):
```
git clone https://github.com/hakancelik96/unimport
```
- [PyPi](https://pypi.org/project/unimport) (📥 20K / month · 📦 16 · ⏱️ 24.12.2023):
```
pip install unimport
```
com2ann (🥉18 · ⭐ 140) - Tool for translation type comments to type annotations in Python. MIT
- [GitHub](https://github.com/ilevkivskyi/com2ann) (👨💻 8 · 🔀 12 · 📦 72 · 📋 29 - 24% open · ⏱️ 14.03.2024):
```
git clone https://github.com/ilevkivskyi/com2ann
```
- [PyPi](https://pypi.org/project/com2ann) (📥 15K / month · 📦 2 · ⏱️ 21.08.2021):
```
pip install com2ann
```
massedit (🥉17 · ⭐ 110 · 💤) - Programmatically edit text files with Python. Useful for source to.. MIT
- [GitHub](https://github.com/elmotec/massedit) (👨💻 9 · 🔀 16 · 📥 23 · 📦 43 · 📋 11 - 36% open · ⏱️ 12.09.2023):
```
git clone https://github.com/elmotec/massedit
```
- [PyPi](https://pypi.org/project/massedit) (📥 2.8K / month · 📦 3 · ⏱️ 11.09.2023):
```
pip install massedit
```
Show 8 hidden projects...
- Bowler (🥈25 · ⭐ 1.5K · 💀) - Safe code refactoring for modern Python. MIT
- redbaron (🥉24 · ⭐ 690 · 💀) - Bottom-up approach to refactoring in python. ❗️LGPL-3.0
- eradicate (🥉24 · ⭐ 200) - Removes commented-out code from Python files. ❗️Saxpath
- baron (🥉23 · ⭐ 290 · 💀) - IDE allow you to refactor code, Baron allows you to write.. ❗️LGPL-3.0
- pyannotate (🥉21 · ⭐ 1.4K · 💀) - Auto-generate PEP-484 annotations. Apache-2
- unify (🥉20 · ⭐ 92 · 💀) - Modifies strings to all use the same quote where possible. MIT
- pep8ify (🥉16 · ⭐ 120 · 💀) - A library that modifies python source code to conform to pep8. Apache-2
- retype (🥉13 · ⭐ 140 · 💀) - Re-apply type annotations from .pyi stubs to your codebase. MIT
## Code Security
bandit (🥇38 · ⭐ 6.1K) - Bandit is a tool designed to find common security issues in Python.. Apache-2
- [GitHub](https://github.com/PyCQA/bandit) (👨💻 180 · 🔀 580 · 📥 780 · 📦 49K · 📋 670 - 28% open · ⏱️ 10.05.2024):
```
git clone https://github.com/PyCQA/bandit
```
- [PyPi](https://pypi.org/project/bandit) (📥 4.8M / month · 📦 1.3K · ⏱️ 08.03.2024):
```
pip install bandit
```
- [Conda](https://anaconda.org/conda-forge/bandit) (📥 310K · ⏱️ 21.04.2024):
```
conda install -c conda-forge bandit
```
sqlmap (🥈33 · ⭐ 31K) - Automatic SQL injection and database takeover tool. ❗️GPL-3.0
- [GitHub](https://github.com/sqlmapproject/sqlmap) (👨💻 140 · 🔀 5.5K · 📦 21 · 📋 5.2K - 1% open · ⏱️ 09.05.2024):
```
git clone https://github.com/sqlmapproject/sqlmap
```
- [PyPi](https://pypi.org/project/sqlmap) (📥 14K / month · 📦 12 · ⏱️ 09.05.2024):
```
pip install sqlmap
```
detect-secrets (🥈33 · ⭐ 3.5K) - An enterprise friendly way of detecting and preventing.. Apache-2
- [GitHub](https://github.com/Yelp/detect-secrets) (👨💻 81 · 🔀 430 · 📋 370 - 34% open · ⏱️ 16.05.2024):
```
git clone https://github.com/Yelp/detect-secrets
```
- [PyPi](https://pypi.org/project/detect-secrets) (📥 610K / month · 📦 81 · ⏱️ 06.05.2024):
```
pip install detect-secrets
```
safety (🥉31 · ⭐ 1.6K) - Safety checks Python dependencies for known security vulnerabilities and.. MIT
- [GitHub](https://github.com/pyupio/safety) (👨💻 42 · 🔀 140 · 📥 550K · 📦 14K · 📋 220 - 42% open · ⏱️ 01.05.2024):
```
git clone https://github.com/pyupio/safety
```
- [PyPi](https://pypi.org/project/safety) (📥 1.5M / month · 📦 300 · ⏱️ 01.05.2024):
```
pip install safety
```
- [Conda](https://anaconda.org/conda-forge/safety) (📥 95K · ⏱️ 01.05.2024):
```
conda install -c conda-forge safety
```
Show 4 hidden projects...
- pyarmor (🥈34 · ⭐ 3K) - A tool used to obfuscate python scripts, bind obfuscated scripts to.. ❗️SGI-B-2.0
- pyt (🥉23 · ⭐ 2.2K · 💀) - A Static Analysis Tool for Detecting Security Vulnerabilities in.. ❗️GPL-2.0
- dlint (🥉20 · ⭐ 160 · 💀) - Dlint is a tool for encouraging best coding practices and helping.. BSD-3
- dodgy (🥉20 · ⭐ 120 · 💀) - Looks at Python code to search for things which look dodgy such as.. MIT
## Virtual Environments
pipenv (🥇45 · ⭐ 25K · 📈) - Python Development Workflow for Humans. MIT
- [GitHub](https://github.com/pypa/pipenv) (👨💻 510 · 🔀 1.8K · 📦 140K · 📋 4.2K - 6% open · ⏱️ 24.05.2024):
```
git clone https://github.com/pypa/pipenv
```
- [PyPi](https://pypi.org/project/pipenv) (📥 11M / month · 📦 210 · ⏱️ 05.02.2024):
```
pip install pipenv
```
- [Conda](https://anaconda.org/conda-forge/pipenv) (📥 160K · ⏱️ 05.02.2024):
```
conda install -c conda-forge pipenv
```
virtualenv (🥈42 · ⭐ 4.7K) - Virtual Python Environment builder. MIT
- [GitHub](https://github.com/pypa/virtualenv) (👨💻 280 · 🔀 1K · 📦 390K · 📋 1.3K - 1% open · ⏱️ 24.05.2024):
```
git clone https://github.com/pypa/virtualenv
```
- [PyPi](https://pypi.org/project/virtualenv) (📥 130M / month · 📦 1.5K · ⏱️ 13.05.2024):
```
pip install virtualenv
```
- [Conda](https://anaconda.org/conda-forge/virtualenv) (📥 6.9M · ⏱️ 14.05.2024):
```
conda install -c conda-forge virtualenv
```
nodeenv (🥈35 · ⭐ 1.7K) - Virtual environment for Node.js & integrator with virtualenv. BSD-3
- [GitHub](https://github.com/ekalinin/nodeenv) (👨💻 98 · 🔀 200 · 📦 85K · 📋 190 - 24% open · ⏱️ 28.05.2024):
```
git clone https://github.com/ekalinin/nodeenv
```
- [PyPi](https://pypi.org/project/nodeenv) (📥 22M / month · 📦 210 · ⏱️ 28.05.2024):
```
pip install nodeenv
```
- [Conda](https://anaconda.org/conda-forge/nodeenv) (📥 3.9M · ⏱️ 16.06.2023):
```
conda install -c conda-forge nodeenv
```
pyenv (🥈34 · ⭐ 37K) - Simple Python version management. MIT
- [GitHub](https://github.com/pyenv/pyenv) (👨💻 440 · 🔀 2.9K · 📦 21 · 📋 1.7K - 2% open · ⏱️ 27.05.2024):
```
git clone https://github.com/pyenv/pyenv
```
- [PyPi](https://pypi.org/project/pyenv) (📥 12K / month · ⏱️ 12.01.2019):
```
pip install pyenv
```
pyenv-virtualenv (🥉23 · ⭐ 6.1K) - a pyenv plugin to manage virtualenv (a.k.a. python-virtualenv). MIT
- [GitHub](https://github.com/pyenv/pyenv-virtualenv) (👨💻 61 · 🔀 390 · 📦 21 · 📋 350 - 31% open · ⏱️ 09.04.2024):
```
git clone https://github.com/pyenv/pyenv-virtualenv
```
pyenv-installer (🥉16 · ⭐ 3.9K) - This tool is used to install `pyenv` and friends. MIT
- [GitHub](https://github.com/pyenv/pyenv-installer) (👨💻 40 · 🔀 420 · 📋 81 - 3% open · ⏱️ 21.04.2024):
```
git clone https://github.com/pyenv/pyenv-installer
```
freshenv (🥉13 · ⭐ 170 · 💤) - Provision, share, manage local and cloud developer environments. MPL-2.0
- [GitHub](https://github.com/raiyanyahya/freshenv) (👨💻 3 · 🔀 3 · 📋 5 - 40% open · ⏱️ 13.10.2023):
```
git clone https://github.com/raiyanyahya/freshenv
```
- [PyPi](https://pypi.org/project/freshenv) (📥 240 / month · ⏱️ 06.11.2022):
```
pip install freshenv
```
- [Conda](https://anaconda.org/raiyanyahya/freshenv):
```
conda install -c raiyanyahya freshenv
```
Show 3 hidden projects...
- vex (🥉20 · ⭐ 370 · 💀) - Run a command in the named virtualenv. MIT
- dh-virtualenv (🥉17 · ⭐ 1.6K · 💀) - Python virtualenvs in Debian packages. ❗️GPL-2.0
- pipenv-pipes (🥉14 · ⭐ 130 · 💀) - A PipEnv Environment Switcher. MIT
## Dependency & Package Managers
pip (🥇48 · ⭐ 9.3K) - The Python package installer. MIT
- [GitHub](https://github.com/pypa/pip) (👨💻 790 · 🔀 3K · 📦 190K · 📋 7.3K - 14% open · ⏱️ 28.05.2024):
```
git clone https://github.com/pypa/pip
```
- [PyPi](https://pypi.org/project/pip) (📥 380M / month · 📦 4.1K · ⏱️ 06.05.2024):
```
pip install pip
```
- [Conda](https://anaconda.org/conda-forge/pip) (📥 110M · ⏱️ 03.02.2024):
```
conda install -c conda-forge pip
```
conda (🥇43 · ⭐ 6.2K) - A system-level, binary package and environment manager running on all.. BSD-3
- [GitHub](https://github.com/conda/conda) (👨💻 460 · 🔀 1.5K · 📥 1.3K · 📦 47K · 📋 9.7K - 7% open · ⏱️ 30.05.2024):
```
git clone https://github.com/conda/conda
```
- [PyPi](https://pypi.org/project/conda) (📥 160K / month · 📦 76 · ⏱️ 22.04.2017):
```
pip install conda
```
- [Conda](https://anaconda.org/conda-forge/conda) (📥 51M · ⏱️ 13.05.2024):
```
conda install -c conda-forge conda
```
poetry (🥈41 · ⭐ 30K) - Python packaging and dependency management made easy. MIT
- [GitHub](https://github.com/python-poetry/poetry) (👨💻 560 · 🔀 2.2K · 📥 15M · 📋 5.8K - 11% open · ⏱️ 28.05.2024):
```
git clone https://github.com/python-poetry/poetry
```
- [PyPi](https://pypi.org/project/poetry) (📥 35M / month · 📦 590 · ⏱️ 08.05.2024):
```
pip install poetry
```
- [Conda](https://anaconda.org/conda-forge/poetry) (📥 1.2M · ⏱️ 09.05.2024):
```
conda install -c conda-forge poetry
```
pip-tools (🥈39 · ⭐ 7.5K) - A set of tools to keep your pinned Python dependencies fresh. BSD-3
- [GitHub](https://github.com/jazzband/pip-tools) (👨💻 220 · 🔀 600 · 📦 28K · 📋 1.1K - 15% open · ⏱️ 13.05.2024):
```
git clone https://github.com/jazzband/pip-tools
```
- [PyPi](https://pypi.org/project/pip-tools) (📥 12M / month · 📦 2K · ⏱️ 06.03.2024):
```
pip install pip-tools
```
- [Conda](https://anaconda.org/conda-forge/pip-tools) (📥 150K · ⏱️ 06.03.2024):
```
conda install -c conda-forge pip-tools
```
pipx (🥈36 · ⭐ 9.2K) - Install and Run Python Applications in Isolated Environments. MIT
- [GitHub](https://github.com/pypa/pipx) (👨💻 150 · 🔀 380 · 📥 83K · 📦 2.2K · 📋 730 - 10% open · ⏱️ 29.05.2024):
```
git clone https://github.com/pypa/pipx
```
- [PyPi](https://pypi.org/project/pipx) (📥 6.4M / month · 📦 39 · ⏱️ 29.03.2024):
```
pip install pipx
```
- [Conda](https://anaconda.org/conda-forge/pipx) (📥 53K · ⏱️ 29.03.2024):
```
conda install -c conda-forge pipx
```
PDM (🥈36 · ⭐ 6.7K) - A modern Python package and dependency manager supporting the latest PEP.. MIT
- [GitHub](https://github.com/pdm-project/pdm) (👨💻 180 · 🔀 340 · 📥 5 · 📦 300 · 📋 1.6K - 3% open · ⏱️ 30.05.2024):
```
git clone https://github.com/pdm-project/pdm
```
- [PyPi](https://pypi.org/project/pdm) (📥 820K / month · 📦 140 · ⏱️ 30.05.2024):
```
pip install pdm
```
- [Conda](https://anaconda.org/conda-forge/pdm) (📥 320K · ⏱️ 30.05.2024):
```
conda install -c conda-forge pdm
```
pipreqs (🥉33 · ⭐ 5.9K) - pipreqs - Generate pip requirements.txt file based on imports of any.. Apache-2
- [GitHub](https://github.com/bndr/pipreqs) (👨💻 66 · 🔀 380 · 📦 30K · 📋 300 - 63% open · ⏱️ 18.02.2024):
```
git clone https://github.com/bndr/pipreqs
```
- [PyPi](https://pypi.org/project/pipreqs) (📥 780K / month · 📦 230 · ⏱️ 18.02.2024):
```
pip install pipreqs
```
- [Conda](https://anaconda.org/conda-forge/pipreqs) (📥 49K · ⏱️ 16.06.2023):
```
conda install -c conda-forge pipreqs
```
mamba (🥉29 · ⭐ 6.4K) - The Fast Cross-Platform Package Manager. BSD-3
- [GitHub](https://github.com/mamba-org/mamba) (👨💻 150 · 🔀 340 · 📋 1.7K - 30% open · ⏱️ 28.05.2024):
```
git clone https://github.com/mamba-org/mamba
```
- [Conda](https://anaconda.org/conda-forge/mamba) (📥 12M · ⏱️ 06.05.2024):
```
conda install -c conda-forge mamba
```
pip-run (🥉23 · ⭐ 130) - pip-run - dynamic dependency loader for Python. MIT
- [GitHub](https://github.com/jaraco/pip-run) (👨💻 24 · 🔀 19 · 📦 64 · 📋 72 - 6% open · ⏱️ 24.04.2024):
```
git clone https://github.com/jaraco/pip-run
```
- [PyPi](https://pypi.org/project/pip-run) (📥 17K / month · 📦 9 · ⏱️ 10.02.2024):
```
pip install pip-run
```
Show 2 hidden projects...
- dephell (🥉25 · ⭐ 1.8K · 💀) - Python project management. Manage packages: convert between formats,.. MIT
- pyflow (🥉22 · ⭐ 1.3K · 💀) - An installation and dependency system for Python. MIT
## Code Metrics & Complexity
prospector (🥇32 · ⭐ 1.9K) - Inspects Python source files and provides information about.. ❗️GPL-2.0
- [GitHub](https://github.com/landscapeio/prospector) (👨💻 90 · 🔀 170 · 📦 4.9K · 📋 380 - 16% open · ⏱️ 16.04.2024):
```
git clone https://github.com/PyCQA/prospector
```
- [PyPi](https://pypi.org/project/prospector) (📥 1.1M / month · 📦 250 · ⏱️ 18.10.2023):
```
pip install prospector
```
- [Conda](https://anaconda.org/conda-forge/prospector) (📥 110K · ⏱️ 19.10.2023):
```
conda install -c conda-forge prospector
```
mccabe (🥈31 · ⭐ 630) - McCabe complexity checker for Python. ❗️Saxpath
- [GitHub](https://github.com/PyCQA/mccabe) (👨💻 24 · 🔀 60 · 📦 450K · 📋 52 - 13% open · ⏱️ 03.12.2023):
```
git clone https://github.com/PyCQA/mccabe
```
- [PyPi](https://pypi.org/project/mccabe) (📥 46M / month · 📦 860 · ⏱️ 24.01.2022):
```
pip install mccabe
```
- [Conda](https://anaconda.org/conda-forge/mccabe) (📥 8.2M · ⏱️ 16.06.2023):
```
conda install -c conda-forge mccabe
```
radon (🥈30 · ⭐ 1.6K · 💤) - Various code metrics for Python code. MIT
- [GitHub](https://github.com/rubik/radon) (👨💻 60 · 🔀 110 · 📦 5K · 📋 180 - 18% open · ⏱️ 06.10.2023):
```
git clone https://github.com/rubik/radon
```
- [PyPi](https://pypi.org/project/radon) (📥 560K / month · 📦 190 · ⏱️ 26.03.2023):
```
pip install radon
```
- [Conda](https://anaconda.org/conda-forge/radon) (📥 72K · ⏱️ 16.06.2023):
```
conda install -c conda-forge radon
```
wily (🥉26 · ⭐ 1.2K · 💤) - A Python application for tracking, reporting on timing and.. Apache-2
- [GitHub](https://github.com/tonybaloney/wily) (👨💻 24 · 🔀 56 · 📦 220 · 📋 110 - 32% open · ⏱️ 11.10.2023):
```
git clone https://github.com/tonybaloney/wily
```
- [PyPi](https://pypi.org/project/wily) (📥 45K / month · 📦 2 · ⏱️ 11.10.2023):
```
pip install wily
```
xenon (🥉24 · ⭐ 240 · 💤) - Monitoring tool based on radon. MIT
- [GitHub](https://github.com/rubik/xenon) (👨💻 10 · 🔀 22 · 📦 1.2K · 📋 36 - 22% open · ⏱️ 12.08.2023):
```
git clone https://github.com/rubik/xenon
```
- [PyPi](https://pypi.org/project/xenon) (📥 160K / month · 📦 44 · ⏱️ 12.08.2023):
```
pip install xenon
```
- [Conda](https://anaconda.org/conda-forge/xenon) (📥 23K · ⏱️ 16.06.2023):
```
conda install -c conda-forge xenon
```
Show 1 hidden projects...
- cohesion (🥉15 · ⭐ 230 · 💀) - A tool for measuring Python class cohesion. ❗️GPL-3.0
## Logging
rich (🥇43 · ⭐ 48K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
- [GitHub](https://github.com/Textualize/rich) (👨💻 240 · 🔀 1.7K · 📦 210K · 📋 1.4K - 20% open · ⏱️ 01.05.2024):
```
git clone https://github.com/Textualize/rich
```
- [PyPi](https://pypi.org/project/rich) (📥 65M / month · 📦 11K · ⏱️ 28.02.2024):
```
pip install rich
```
- [Conda](https://anaconda.org/conda-forge/rich) (📥 7M · ⏱️ 28.02.2024):
```
conda install -c conda-forge rich
```
tqdm (🥇42 · ⭐ 28K) - A Fast, Extensible Progress Bar for Python and CLI. MPL-2.0
- [GitHub](https://github.com/tqdm/tqdm) (👨💻 120 · 🔀 1.3K · 📥 11K · 📦 740K · 📋 1.1K - 46% open · ⏱️ 02.05.2024):
```
git clone https://github.com/tqdm/tqdm
```
- [PyPi](https://pypi.org/project/tqdm) (📥 99M / month · 📦 29K · ⏱️ 02.05.2024):
```
pip install tqdm
```
- [Conda](https://anaconda.org/conda-forge/tqdm) (📥 27M · ⏱️ 04.05.2024):
```
conda install -c conda-forge tqdm
```
- [Docker Hub](https://hub.docker.com/r/tqdm/tqdm) (📥 4.5K · ⭐ 2 · ⏱️ 25.05.2024):
```
docker pull tqdm/tqdm
```
loguru (🥇38 · ⭐ 18K) - Python logging made (stupidly) simple. MIT
- [GitHub](https://github.com/Delgan/loguru) (👨💻 53 · 🔀 670 · 📦 85K · 📋 960 - 16% open · ⏱️ 17.05.2024):
```
git clone https://github.com/Delgan/loguru
```
- [PyPi](https://pypi.org/project/loguru) (📥 25M / month · 📦 5.7K · ⏱️ 11.09.2023):
```
pip install loguru
```
- [Conda](https://anaconda.org/conda-forge/loguru) (📥 2.2M · ⏱️ 24.09.2023):
```
conda install -c conda-forge loguru
```
sentry-sdk (🥇38 · ⭐ 1.8K) - The official Python SDK for Sentry.io. MIT
- [GitHub](https://github.com/getsentry/sentry-python) (👨💻 220 · 🔀 460 · 📥 2.1K · 📋 1.3K - 15% open · ⏱️ 29.05.2024):
```
git clone https://github.com/getsentry/sentry-python
```
- [PyPi](https://pypi.org/project/sentry-sdk) (📥 33M / month · 📦 810 · ⏱️ 23.05.2024):
```
pip install sentry-sdk
```
- [Conda](https://anaconda.org/conda-forge/sentry-sdk) (📥 800K · ⏱️ 23.05.2024):
```
conda install -c conda-forge sentry-sdk
```
structlog (🥈37 · ⭐ 3.2K) - Simple, powerful, and fast logging for Python. Apache-2
- [GitHub](https://github.com/hynek/structlog) (👨💻 120 · 🔀 210 · 📦 12K · 📋 320 - 7% open · ⏱️ 27.05.2024):
```
git clone https://github.com/hynek/structlog
```
- [PyPi](https://pypi.org/project/structlog) (📥 27M / month · 📦 950 · ⏱️ 27.05.2024):
```
pip install structlog
```
- [Conda](https://anaconda.org/conda-forge/structlog) (📥 400K · ⏱️ 30.05.2024):
```
conda install -c conda-forge structlog
```
progressbar2 (🥈33 · ⭐ 850 · 📉) - Progressbar 2 - A progress bar for Python 2 and Python 3 -.. BSD-3
- [GitHub](https://github.com/wolph/python-progressbar) (👨💻 45 · 🔀 140 · 📥 2.3K · 📋 220 - 2% open · ⏱️ 29.04.2024):
```
git clone https://github.com/WoLpH/python-progressbar
```
- [PyPi](https://pypi.org/project/progressbar2) (📥 27M / month · 📦 910 · ⏱️ 05.03.2024):
```
pip install progressbar2
```
- [Conda](https://anaconda.org/conda-forge/progressbar2) (📥 1.3M · ⏱️ 07.03.2024):
```
conda install -c conda-forge progressbar2
```
logbook (🥉32 · ⭐ 1.5K) - A cool logging replacement for Python. BSD-3
- [GitHub](https://github.com/getlogbook/logbook) (👨💻 79 · 🔀 160 · 📥 340 · 📦 6K · 📋 190 - 28% open · ⏱️ 10.02.2024):
```
git clone https://github.com/getlogbook/logbook
```
- [PyPi](https://pypi.org/project/logbook) (📥 4.3M / month · 📦 260 · ⏱️ 10.11.2023):
```
pip install logbook
```
- [Conda](https://anaconda.org/conda-forge/logbook) (📥 180K · ⏱️ 11.11.2023):
```
conda install -c conda-forge logbook
```
alive-progress (🥉30 · ⭐ 5.2K) - A new kind of Progress Bar, with real-time throughput, ETA, and.. MIT
- [GitHub](https://github.com/rsalmei/alive-progress) (👨💻 7 · 🔀 200 · 📦 3.2K · 📋 220 - 9% open · ⏱️ 02.12.2023):
```
git clone https://github.com/rsalmei/alive-progress
```
- [PyPi](https://pypi.org/project/alive-progress) (📥 770K / month · 📦 420 · ⏱️ 08.11.2023):
```
pip install alive-progress
```
- [Conda](https://anaconda.org/conda-forge/alive-progress) (📥 58K · ⏱️ 09.11.2023):
```
conda install -c conda-forge alive-progress
```
colorlog (🥉30 · ⭐ 860) - A colored formatter for the python logging module. MIT
- [GitHub](https://github.com/borntyping/python-colorlog) (👨💻 33 · 🔀 86 · 📦 38K · ⏱️ 26.01.2024):
```
git clone https://github.com/borntyping/python-colorlog
```
- [PyPi](https://pypi.org/project/colorlog) (📥 14M / month · 📦 1.7K · ⏱️ 26.01.2024):
```
pip install colorlog
```
- [Conda](https://anaconda.org/conda-forge/colorlog) (📥 2.4M · ⏱️ 26.01.2024):
```
conda install -c conda-forge colorlog
```
notifiers (🥉28 · ⭐ 2.6K) - The easy way to send notifications. MIT
- [GitHub](https://github.com/liiight/notifiers) (👨💻 21 · 🔀 110 · 📦 1.2K · 📋 120 - 42% open · ⏱️ 01.05.2024):
```
git clone https://github.com/liiight/notifiers
```
- [PyPi](https://pypi.org/project/notifiers) (📥 1.4M / month · 📦 36 · ⏱️ 10.02.2022):
```
pip install notifiers
```
- [Conda](https://anaconda.org/conda-forge/notifiers) (📥 38K · ⏱️ 16.06.2023):
```
conda install -c conda-forge notifiers
```
wasabi (🥉28 · ⭐ 440) - A lightweight console printing and formatting toolkit. MIT
- [GitHub](https://github.com/explosion/wasabi) (👨💻 14 · 🔀 22 · 📦 46K · 📋 9 - 44% open · ⏱️ 03.11.2023):
```
git clone https://github.com/ines/wasabi
```
- [PyPi](https://pypi.org/project/wasabi) (📥 11M / month · 📦 210 · ⏱️ 07.06.2023):
```
pip install wasabi
```
- [Conda](https://anaconda.org/conda-forge/wasabi) (📥 1.3M · ⏱️ 11.05.2024):
```
conda install -c conda-forge wasabi
```
stackprinter (🥉26 · ⭐ 1.3K) - Debugging-friendly exceptions for Python. MIT
- [GitHub](https://github.com/cknd/stackprinter) (👨💻 7 · 🔀 38 · 📦 350 · 📋 36 - 30% open · ⏱️ 13.03.2024):
```
git clone https://github.com/cknd/stackprinter
```
- [PyPi](https://pypi.org/project/stackprinter) (📥 310K / month · 📦 48 · ⏱️ 13.03.2024):
```
pip install stackprinter
```
- [Conda](https://anaconda.org/conda-forge/stackprinter) (📥 10K · ⏱️ 16.06.2023):
```
conda install -c conda-forge stackprinter
```
python-devtools (🥉23 · ⭐ 960) - Dev tools for python. MIT
- [GitHub](https://github.com/samuelcolvin/python-devtools) (👨💻 13 · 🔀 49 · 📦 5.6K · 📋 63 - 38% open · ⏱️ 26.01.2024):
```
git clone https://github.com/samuelcolvin/python-devtools
```
- [PyPi](https://pypi.org/project/python-devtools) (📥 1.3K / month · ⏱️ 21.08.2017):
```
pip install python-devtools
```
- [Conda](https://anaconda.org/conda-forge/python-devtools) (📥 23K · ⏱️ 06.09.2023):
```
conda install -c conda-forge python-devtools
```
Show 8 hidden projects...
- python-json-logger (🥈35 · ⭐ 1.7K · 💀) - Json Formatter for the standard python logger. BSD-2
- tabulate (🥈33 · ⭐ 2K · 💀) - Pretty-print tabular data in Python, a library and a command-line.. MIT
- prettytable (🥈33 · ⭐ 1.3K) - Display tabular data in a visually appealing ASCII table.. ❗️BSD-1-Clause
- python-coloredlogs (🥉28 · ⭐ 540 · 💀) - Colored terminal output for Pythons logging module. MIT
- rebound (🥉25 · ⭐ 4.1K · 💀) - Command-line tool that instantly fetches Stack Overflow results.. ❗️GPL-2.0
- PrettyErrors (🥉25 · ⭐ 2.8K · 💀) - Prettify Python exception output to make it legible. MIT
- better-exceptions (🥉24 · ⭐ 4.6K · 💀) - Pretty and useful exceptions in Python, automatically. MIT
- tbvaccine (🥉16 · ⭐ 380 · 💀) - A small utility to pretty-print Python tracebacks. MIT
## Shell
xxh (🥉25 · ⭐ 5K) - Bring your favorite shell wherever you go through the ssh. Xonsh shell, fish,.. BSD-2
- [GitHub](https://github.com/xxh/xxh) (👨💻 27 · 🔀 100 · 📥 2.5K · 📦 87 · 📋 87 - 27% open · ⏱️ 06.04.2024):
```
git clone https://github.com/xxh/xxh
```
- [PyPi](https://pypi.org/project/xxh-xxh) (📥 800 / month · ⏱️ 06.04.2024):
```
pip install xxh-xxh
```
Show 1 hidden projects...
- xonsh (🥇34 · ⭐ 8.1K) - Python-powered, cross-platform, Unix-gazing shell. ❗️BSD-1-Clause
## Documentation
🔗 best-of-mkdocs ( ⭐ 860) - Collection of MkDocs projects and plugins.
sphinx (🥇46 · ⭐ 6.1K) - The Sphinx documentation generator. BSD-3
- [GitHub](https://github.com/sphinx-doc/sphinx) (👨💻 830 · 🔀 2K · 📦 380K · 📋 7K - 17% open · ⏱️ 29.05.2024):
```
git clone https://github.com/sphinx-doc/sphinx
```
- [PyPi](https://pypi.org/project/sphinx) (📥 15M / month · 📦 22K · ⏱️ 19.04.2024):
```
pip install sphinx
```
- [Conda](https://anaconda.org/conda-forge/sphinx) (📥 9.2M · ⏱️ 19.04.2024):
```
conda install -c conda-forge sphinx
```
mkdocs-material (🥇42 · ⭐ 19K) - Documentation that simply works. MIT
- [GitHub](https://github.com/squidfunk/mkdocs-material) (👨💻 270 · 🔀 3.3K · 📦 48K · 📋 2.3K - 0% open · ⏱️ 29.05.2024):
```
git clone https://github.com/squidfunk/mkdocs-material
```
- [PyPi](https://pypi.org/project/mkdocs-material) (📥 4.5M / month · 📦 2.5K · ⏱️ 27.05.2024):
```
pip install mkdocs-material
```
- [Conda](https://anaconda.org/conda-forge/mkdocs-material) (📥 390K · ⏱️ 20.05.2024):
```
conda install -c conda-forge mkdocs-material
```
mkdocs (🥇42 · ⭐ 18K) - Project documentation with Markdown. BSD-2
- [GitHub](https://github.com/mkdocs/mkdocs) (👨💻 250 · 🔀 2.4K · 📦 62K · 📋 2K - 3% open · ⏱️ 10.05.2024):
```
git clone https://github.com/mkdocs/mkdocs
```
- [PyPi](https://pypi.org/project/mkdocs) (📥 3.7M / month · 📦 3.5K · ⏱️ 20.04.2024):
```
pip install mkdocs
```
- [Conda](https://anaconda.org/conda-forge/mkdocs) (📥 340K · ⏱️ 27.04.2024):
```
conda install -c conda-forge mkdocs
```
sphinx_rtd_theme (🥈36 · ⭐ 4.7K) - Sphinx theme for readthedocs.org. MIT
- [GitHub](https://github.com/readthedocs/sphinx_rtd_theme) (👨💻 120 · 🔀 1.7K · 📦 16 · 📋 870 - 28% open · ⏱️ 25.01.2024):
```
git clone https://github.com/readthedocs/sphinx_rtd_theme
```
- [PyPi](https://pypi.org/project/sphinx_rtd_theme) (📥 5M / month · 📦 12K · ⏱️ 28.11.2023):
```
pip install sphinx_rtd_theme
```
- [Conda](https://anaconda.org/conda-forge/sphinx_rtd_theme) (📥 3.8M · ⏱️ 28.11.2023):
```
conda install -c conda-forge sphinx_rtd_theme
```
alabaster (🥈33 · ⭐ 720) - Lightweight, configurable Sphinx theme. BSD-3
- [GitHub](https://github.com/sphinx-doc/alabaster) (👨💻 37 · 🔀 180 · 📦 130K · 📋 120 - 49% open · ⏱️ 10.01.2024):
```
git clone https://github.com/bitprophet/alabaster
```
- [PyPi](https://pypi.org/project/alabaster) (📥 11M / month · 📦 580 · ⏱️ 10.01.2024):
```
pip install alabaster
```
- [Conda](https://anaconda.org/conda-forge/alabaster) (📥 7.5M · ⏱️ 10.01.2024):
```
conda install -c conda-forge alabaster
```
mkdocstrings (🥈32 · ⭐ 1.6K) - Automatic documentation from sources, for MkDocs. ISC
- [GitHub](https://github.com/mkdocstrings/mkdocstrings) (👨💻 42 · 🔀 100 · 📦 13K · 📋 390 - 12% open · ⏱️ 05.05.2024):
```
git clone https://github.com/mkdocstrings/mkdocstrings
```
- [PyPi](https://pypi.org/project/mkdocstrings) (📥 1.3M / month · 📦 970 · ⏱️ 05.05.2024):
```
pip install mkdocstrings
```
- [Conda](https://anaconda.org/conda-forge/mkdocstrings) (📥 120K · ⏱️ 05.05.2024):
```
conda install -c conda-forge mkdocstrings
```
breathe (🥈32 · ⭐ 730 · 💤) - ReStructuredText and Sphinx bridge to Doxygen. BSD-3
- [GitHub](https://github.com/breathe-doc/breathe) (👨💻 110 · 🔀 190 · 📥 620 · 📦 14K · 📋 580 - 31% open · ⏱️ 24.10.2023):
```
git clone https://github.com/michaeljones/breathe
```
- [PyPi](https://pypi.org/project/breathe) (📥 760K / month · 📦 86 · ⏱️ 28.02.2023):
```
pip install breathe
```
- [Conda](https://anaconda.org/conda-forge/breathe) (📥 560K · ⏱️ 04.07.2023):
```
conda install -c conda-forge breathe
```
sphinx-autodoc-typehints (🥈32 · ⭐ 530) - Type hints support for the Sphinx autodoc extension. MIT
- [GitHub](https://github.com/tox-dev/sphinx-autodoc-typehints) (👨💻 55 · 🔀 100 · 📦 50K · 📋 200 - 19% open · ⏱️ 24.05.2024):
```
git clone https://github.com/tox-dev/sphinx-autodoc-typehints
```
- [PyPi](https://pypi.org/project/sphinx-autodoc-typehints) (📥 1.8M / month · 📦 2.7K · ⏱️ 17.04.2024):
```
pip install sphinx-autodoc-typehints
```
- [Conda](https://anaconda.org/conda-forge/sphinx-autodoc-typehints) (📥 700K · ⏱️ 18.04.2024):
```
conda install -c conda-forge sphinx-autodoc-typehints
```
Griffe (🥈32 · ⭐ 260) - Signatures for entire Python programs. Extract the structure, the frame,.. ISC
- [GitHub](https://github.com/mkdocstrings/griffe) (👨💻 28 · 🔀 37 · 📦 5.5K · 📋 200 - 14% open · ⏱️ 23.05.2024):
```
git clone https://github.com/mkdocstrings/griffe
```
- [PyPi](https://pypi.org/project/griffe) (📥 1.4M / month · 📦 100 · ⏱️ 23.05.2024):
```
pip install griffe
```
- [Conda](https://anaconda.org/conda-forge/griffe) (📥 250K · ⏱️ 24.05.2024):
```
conda install -c conda-forge griffe
```
pdoc (🥈31 · ⭐ 1.8K · 📉) - API Documentation for Python Projects. Unlicense
- [GitHub](https://github.com/mitmproxy/pdoc) (👨💻 66 · 🔀 190 · 📦 2.8K · 📋 370 - 7% open · ⏱️ 18.05.2024):
```
git clone https://github.com/mitmproxy/pdoc
```
- [PyPi](https://pypi.org/project/pdoc) (📥 260K / month · 📦 400 · ⏱️ 18.05.2024):
```
pip install pdoc
```
sphinx-autobuild (🥈31 · ⭐ 520) - Watch a Sphinx directory and rebuild the documentation.. MIT
- [GitHub](https://github.com/sphinx-doc/sphinx-autobuild) (👨💻 30 · 🔀 75 · 📦 23K · 📋 90 - 25% open · ⏱️ 06.05.2024):
```
git clone https://github.com/executablebooks/sphinx-autobuild
```
- [PyPi](https://pypi.org/project/sphinx-autobuild) (📥 920K / month · 📦 1.4K · ⏱️ 16.04.2024):
```
pip install sphinx-autobuild
```
- [Conda](https://anaconda.org/conda-forge/sphinx-autobuild) (📥 250K · ⏱️ 17.04.2024):
```
conda install -c conda-forge sphinx-autobuild
```
pdoc3 (🥉29 · ⭐ 1.1K) - Auto-generate API documentation for Python projects. ❗️AGPL-3.0
- [GitHub](https://github.com/pdoc3/pdoc) (👨💻 61 · 🔀 140 · 📦 4.1K · 📋 330 - 37% open · ⏱️ 11.03.2024):
```
git clone https://github.com/pdoc3/pdoc
```
- [PyPi](https://pypi.org/project/pdoc3) (📥 240K / month · 📦 390 · ⏱️ 03.08.2021):
```
pip install pdoc3
```
- [Conda](https://anaconda.org/anaconda/pdoc3) (📥 1.9K · ⏱️ 16.06.2023):
```
conda install -c anaconda pdoc3
```
interrogate (🥉29 · ⭐ 550) - Explain yourself! Interrogate a codebase for docstring coverage. MIT
- [GitHub](https://github.com/econchick/interrogate) (👨💻 17 · 🔀 45 · 📦 6.5K · 📋 68 - 45% open · ⏱️ 20.05.2024):
```
git clone https://github.com/econchick/interrogate
```
- [PyPi](https://pypi.org/project/interrogate) (📥 140K / month · 📦 360 · ⏱️ 07.04.2024):
```
pip install interrogate
```
blacken-docs (🥉27 · ⭐ 620) - Run `black` on python code blocks in documentation files. MIT
- [GitHub](https://github.com/adamchainz/blacken-docs) (👨💻 22 · 🔀 41 · 📦 930 · 📋 75 - 12% open · ⏱️ 28.05.2024):
```
git clone https://github.com/asottile/blacken-docs
```
- [PyPi](https://pypi.org/project/blacken-docs) (📥 120K / month · 📦 83 · ⏱️ 16.08.2023):
```
pip install blacken-docs
```
- [Conda](https://anaconda.org/conda-forge/blacken-docs) (📥 35K · ⏱️ 16.08.2023):
```
conda install -c conda-forge blacken-docs
```
mkdocs-awesome-pages-plugin (🥉24 · ⭐ 440) - An MkDocs plugin that simplifies configuring page.. MIT
- [GitHub](https://github.com/lukasgeiter/mkdocs-awesome-pages-plugin) (👨💻 8 · 🔀 34 · 📦 4.2K · 📋 83 - 24% open · ⏱️ 09.03.2024):
```
git clone https://github.com/lukasgeiter/mkdocs-awesome-pages-plugin
```
- [PyPi](https://pypi.org/project/mkdocs-awesome-pages-plugin) (📥 290K / month · 📦 150 · ⏱️ 19.08.2023):
```
pip install mkdocs-awesome-pages-plugin
```
sphinx-markdown-builder (🥉24 · ⭐ 160 · 💤) - DISCONTINUED: sphinx builder that outputs markdown.. MIT
- [GitHub](https://github.com/clayrisser/sphinx-markdown-builder) (👨💻 19 · 🔀 60 · 📦 840 · ⏱️ 24.06.2023):
```
git clone https://github.com/clayrisser/sphinx-markdown-builder
```
- [PyPi](https://pypi.org/project/sphinx-markdown-builder) (📥 72K / month · 📦 120 · ⏱️ 16.01.2024):
```
pip install sphinx-markdown-builder
```
lazydocs (🥉23 · ⭐ 180) - Generate markdown API documentation from Google-style Python docstring... MIT
- [GitHub](https://github.com/ml-tooling/lazydocs) (👨💻 11 · 🔀 37 · 📦 220 · 📋 34 - 17% open · ⏱️ 16.01.2024):
```
git clone https://github.com/ml-tooling/lazydocs
```
- [PyPi](https://pypi.org/project/lazydocs) (📥 8.2K / month · 📦 22 · ⏱️ 27.07.2021):
```
pip install lazydocs
```
releases (🥉23 · ⭐ 170) - A powerful Sphinx changelog-generating extension. BSD-2
- [GitHub](https://github.com/bitprophet/releases) (👨💻 10 · 🔀 41 · 📦 630 · 📋 77 - 40% open · ⏱️ 01.12.2023):
```
git clone https://github.com/bitprophet/releases
```
- [PyPi](https://pypi.org/project/releases) (📥 16K / month · 📦 39 · ⏱️ 28.04.2023):
```
pip install releases
```
- [Conda](https://anaconda.org/conda-forge/sphinx-releases) (📥 51K · ⏱️ 16.06.2023):
```
conda install -c conda-forge sphinx-releases
```
mkdocs-print-site-plugin (🥉23 · ⭐ 120) - MkDocs Plugin that adds an additional page that.. MIT
- [GitHub](https://github.com/timvink/mkdocs-print-site-plugin) (👨💻 8 · 🔀 19 · 📦 310 · 📋 91 - 15% open · ⏱️ 23.05.2024):
```
git clone https://github.com/timvink/mkdocs-print-site-plugin
```
- [PyPi](https://pypi.org/project/mkdocs-print-site-plugin) (📥 21K / month · 📦 10 · ⏱️ 08.05.2024):
```
pip install mkdocs-print-site-plugin
```
Show 9 hidden projects...
- numpydoc (🥈31 · ⭐ 280) - Numpys Sphinx extensions. ❗Unlicensed
- sphinx-bootstrap-theme (🥉26 · ⭐ 590 · 💀) - Sphinx Bootstrap Theme. MIT
- pytkdocs (🥉24 · ⭐ 49 · 💀) - Load Python objects documentation. ISC
- mkdocs-with-pdf (🥉23 · ⭐ 310 · 💀) - Generate a single PDF file from MkDocs repository. MIT
- portray (🥉22 · ⭐ 860 · 💀) - Your Project with Great Documentation. MIT
- pycco (🥉22 · ⭐ 840 · 💀) - Literate-style documentation generator. MIT
- mkdocs-pdf-export-plugin (🥉22 · ⭐ 310 · 💀) - An MkDocs plugin to export content pages as PDF files. MIT
- mkdocs-git-revision-date-plugin (🥉20 · ⭐ 56 · 💀) - MkDocs plugin for setting revision date from git per.. MIT
- mkdocs-versioning (🥉17 · ⭐ 40 · 💀) - A tool that allows for versioning sites built with.. MIT
## Debugging Tools
pyelftools (🥇33 · ⭐ 1.9K) - Parsing ELF and DWARF in Python. Unlicense
- [GitHub](https://github.com/eliben/pyelftools) (👨💻 100 · 🔀 500 · 📦 7.6K · 📋 260 - 28% open · ⏱️ 15.05.2024):
```
git clone https://github.com/eliben/pyelftools
```
- [PyPi](https://pypi.org/project/pyelftools) (📥 3.9M / month · 📦 230 · ⏱️ 14.03.2024):
```
pip install pyelftools
```
- [Conda](https://anaconda.org/conda-forge/pyelftools) (📥 160K · ⏱️ 14.03.2024):
```
conda install -c conda-forge pyelftools
```
pudb (🥇32 · ⭐ 2.9K) - Full-screen console debugger for Python. MIT
- [GitHub](https://github.com/inducer/pudb) (👨💻 95 · 🔀 220 · 📦 6.4K · 📋 340 - 46% open · ⏱️ 29.04.2024):
```
git clone https://github.com/inducer/pudb
```
- [PyPi](https://pypi.org/project/pudb) (📥 220K / month · 📦 94 · ⏱️ 16.01.2024):
```
pip install pudb
```
- [Conda](https://anaconda.org/conda-forge/pudb) (📥 260K · ⏱️ 16.06.2023):
```
conda install -c conda-forge pudb
```
PySnooper (🥈31 · ⭐ 16K) - Never use print for debugging again. MIT
- [GitHub](https://github.com/cool-RR/PySnooper) (👨💻 27 · 🔀 950 · 📦 1.8K · 📋 130 - 20% open · ⏱️ 13.01.2024):
```
git clone https://github.com/cool-RR/PySnooper
```
- [PyPi](https://pypi.org/project/pysnooper) (📥 280K / month · 📦 49 · ⏱️ 15.07.2023):
```
pip install pysnooper
```
- [Conda](https://anaconda.org/conda-forge/pysnooper) (📥 76K · ⏱️ 27.07.2023):
```
conda install -c conda-forge pysnooper
```
ipdb (🥈31 · ⭐ 1.8K · 💤) - Integration of IPython pdb. BSD-3
- [GitHub](https://github.com/gotcha/ipdb) (👨💻 58 · 🔀 150 · 📦 56K · 📋 200 - 33% open · ⏱️ 03.08.2023):
```
git clone https://github.com/gotcha/ipdb
```
- [PyPi](https://pypi.org/project/ipdb) (📥 3.6M / month · 📦 1K · ⏱️ 09.03.2023):
```
pip install ipdb
```
- [Conda](https://anaconda.org/conda-forge/ipdb) (📥 460K · ⏱️ 16.06.2023):
```
conda install -c conda-forge ipdb
```
icecream (🥈29 · ⭐ 8.6K) - Never use print() to debug again. MIT
- [GitHub](https://github.com/gruns/icecream) (👨💻 21 · 🔀 180 · 📦 21 · 📋 150 - 52% open · ⏱️ 01.02.2024):
```
git clone https://github.com/gruns/icecream
```
- [PyPi](https://pypi.org/project/icecream) (📥 430K / month · 📦 320 · ⏱️ 21.07.2022):
```
pip install icecream
```
- [Conda](https://anaconda.org/conda-forge/icecream) (📥 40K · ⏱️ 16.06.2023):
```
conda install -c conda-forge icecream
```
gdbgui (🥉28 · ⭐ 9.7K · 💤) - Browser-based frontend to gdb (gnu debugger). Add breakpoints,.. ❗️GPL-3.0
- [GitHub](https://github.com/cs01/gdbgui) (👨💻 45 · 🔀 550 · 📥 17K · 📦 400 · 📋 320 - 46% open · ⏱️ 18.10.2023):
```
git clone https://github.com/cs01/gdbgui
```
- [PyPi](https://pypi.org/project/gdbgui) (📥 9.6K / month · 📦 2 · ⏱️ 18.10.2023):
```
pip install gdbgui
```
python-hunter (🥉26 · ⭐ 780) - Hunter is a flexible code tracing toolkit. BSD-2
- [GitHub](https://github.com/ionelmc/python-hunter) (👨💻 9 · 🔀 45 · 📦 180 · 📋 98 - 44% open · ⏱️ 02.05.2024):
```
git clone https://github.com/ionelmc/python-hunter
```
- [PyPi](https://pypi.org/project/hunter) (📥 13K / month · 📦 17 · ⏱️ 02.05.2024):
```
pip install hunter
```
- [Conda](https://anaconda.org/conda-forge/hunter) (📥 68K · ⏱️ 02.05.2024):
```
conda install -c conda-forge hunter
```
python-manhole (🥉22 · ⭐ 370) - Debugging manhole for python applications. BSD-2
- [GitHub](https://github.com/ionelmc/python-manhole) (👨💻 11 · 🔀 24 · 📦 280 · 📋 22 - 31% open · ⏱️ 18.12.2023):
```
git clone https://github.com/ionelmc/python-manhole
```
- [PyPi](https://pypi.org/project/manhole) (📥 52K / month · 📦 6 · ⏱️ 08.04.2021):
```
pip install manhole
```
- [Conda](https://anaconda.org/conda-forge/manhole) (📥 22K · ⏱️ 16.06.2023):
```
conda install -c conda-forge manhole
```
pyrasite (🥉21 · ⭐ 2.8K · 💤) - Inject code into running Python processes. ❗️GPL-3.0
- [GitHub](https://github.com/lmacken/pyrasite) (👨💻 24 · 🔀 200 · 📦 57 · 📋 57 - 71% open · ⏱️ 08.10.2023):
```
git clone https://github.com/lmacken/pyrasite
```
- [PyPi](https://pypi.org/project/pyrasite) (📥 6.6K / month · ⏱️ 09.05.2012):
```
pip install pyrasite
```
reloadium (🥉20 · ⭐ 2.7K) - Hot Reloading and Profiling for Python. Apache-2
- [GitHub](https://github.com/reloadware/reloadium) (👨💻 3 · 🔀 55 · 📋 140 - 13% open · ⏱️ 24.05.2024):
```
git clone https://github.com/reloadware/reloadium
```
- [PyPi](https://pypi.org/project/reloadium) (📥 4.5K / month · ⏱️ 22.05.2024):
```
pip install reloadium
```
Birdseye (🥉20 · ⭐ 1.6K · 💤) - Graphical Python debugger which lets you easily view the values of.. MIT
- [GitHub](https://github.com/alexmojaki/birdseye) (👨💻 10 · 🔀 74 · 📋 57 - 36% open · ⏱️ 16.10.2023):
```
git clone https://github.com/alexmojaki/birdseye
```
- [PyPi](https://pypi.org/project/birdseye) (📥 1.2K / month · 📦 8 · ⏱️ 16.10.2023):
```
pip install birdseye
```
Show 2 hidden projects...
- pdbpp (🥉28 · ⭐ 1.3K · 💀) - pdb++, a drop-in replacement for pdb (the Python debugger). BSD-3
- snoop (🥉24 · ⭐ 1.2K · 💀) - A powerful set of Python debugging tools, based on PySnooper. MIT
## Testing Tools
🔗 best-of-web-python - Testing ( ⭐ 2.2K) - Testing libraries & tools for python web frameworks.
🔗 unittest - Unittest is a test framework included in the Python standard library.
pytest (🥇48 · ⭐ 11K) - The pytest framework makes it easy to write small tests, yet scales to.. MIT
- [GitHub](https://github.com/pytest-dev/pytest) (👨💻 970 · 🔀 2.5K · 📥 1K · 📦 1.2M · 📋 5.8K - 14% open · ⏱️ 29.05.2024):
```
git clone https://github.com/pytest-dev/pytest
```
- [PyPi](https://pypi.org/project/pytest) (📥 130M / month · 📦 44K · ⏱️ 19.05.2024):
```
pip install pytest
```
- [Conda](https://anaconda.org/conda-forge/pytest) (📥 26M · ⏱️ 20.05.2024):
```
conda install -c conda-forge pytest
```
hypothesis (🥇42 · ⭐ 7.3K) - Hypothesis is a powerful, flexible, and easy to use library for.. MPL-2.0
- [GitHub](https://github.com/HypothesisWorks/hypothesis) (👨💻 330 · 🔀 580 · 📦 27K · 📋 1.5K - 2% open · ⏱️ 29.05.2024):
```
git clone https://github.com/HypothesisWorks/hypothesis
```
- [PyPi](https://pypi.org/project/hypothesis) (📥 8.9M / month · 📦 2K · ⏱️ 29.05.2024):
```
pip install hypothesis
```
- [Conda](https://anaconda.org/conda-forge/hypothesis) (📥 8.8M · ⏱️ 29.05.2024):
```
conda install -c conda-forge hypothesis
```
robotframework (🥇40 · ⭐ 9.2K) - Generic automation framework for acceptance testing and RPA. Apache-2
- [GitHub](https://github.com/robotframework/robotframework) (👨💻 200 · 🔀 2.2K · 📥 550 · 📦 11K · 📋 4.4K - 7% open · ⏱️ 29.05.2024):
```
git clone https://github.com/robotframework/robotframework
```
- [PyPi](https://pypi.org/project/robotframework) (📥 2.6M / month · 📦 800 · ⏱️ 11.01.2024):
```
pip install robotframework
```
- [Conda](https://anaconda.org/conda-forge/robotframework) (📥 180K · ⏱️ 11.01.2024):
```
conda install -c conda-forge robotframework
```
pytest-xdist (🥇40 · ⭐ 1.4K) - pytest plugin for distributed testing and loop-on-failures.. MIT
- [GitHub](https://github.com/pytest-dev/pytest-xdist) (👨💻 100 · 🔀 220 · 📥 37 · 📦 99K · 📋 630 - 40% open · ⏱️ 16.05.2024):
```
git clone https://github.com/pytest-dev/pytest-xdist
```
- [PyPi](https://pypi.org/project/pytest-xdist) (📥 25M / month · 📦 3.8K · ⏱️ 28.04.2024):
```
pip install pytest-xdist
```
- [Conda](https://anaconda.org/conda-forge/pytest-xdist) (📥 6M · ⏱️ 21.11.2023):
```
conda install -c conda-forge pytest-xdist
```
playwright-python (🥇39 · ⭐ 11K · 📈) - Python version of the Playwright testing and.. Apache-2
- [GitHub](https://github.com/microsoft/playwright-python) (👨💻 39 · 🔀 820 · 📦 16K · 📋 1.3K - 2% open · ⏱️ 24.05.2024):
```
git clone https://github.com/microsoft/playwright-python
```
- [PyPi](https://pypi.org/project/playwright) (📥 3.4M / month · 📦 930 · ⏱️ 17.05.2024):
```
pip install playwright
```
tox (🥇39 · ⭐ 3.6K) - Command line driven CI frontend and development task automation tool. MIT
- [GitHub](https://github.com/tox-dev/tox) (👨💻 310 · 🔀 500 · 📦 120K · 📋 1.7K - 5% open · ⏱️ 24.05.2024):
```
git clone https://github.com/tox-dev/tox
```
- [PyPi](https://pypi.org/project/tox) (📥 15M / month · 📦 8.5K · ⏱️ 26.04.2024):
```
pip install tox
```
- [Conda](https://anaconda.org/conda-forge/tox) (📥 940K · ⏱️ 27.04.2024):
```
conda install -c conda-forge tox
```
pytest-cov (🥈38 · ⭐ 1.7K) - Coverage plugin for pytest. MIT
- [GitHub](https://github.com/pytest-dev/pytest-cov) (👨💻 89 · 🔀 210 · 📦 320K · 📋 400 - 37% open · ⏱️ 24.03.2024):
```
git clone https://github.com/pytest-dev/pytest-cov
```
- [PyPi](https://pypi.org/project/pytest-cov) (📥 52M / month · 📦 27K · ⏱️ 24.03.2024):
```
pip install pytest-cov
```
- [Conda](https://anaconda.org/conda-forge/pytest-cov) (📥 11M · ⏱️ 26.03.2024):
```
conda install -c conda-forge pytest-cov
```
pyautogui (🥈36 · ⭐ 9.7K · 💤) - A cross-platform GUI automation Python module for human beings... BSD-3
- [GitHub](https://github.com/asweigart/pyautogui) (👨💻 52 · 🔀 1.2K · 📦 35K · 📋 730 - 68% open · ⏱️ 07.06.2023):
```
git clone https://github.com/asweigart/pyautogui
```
- [PyPi](https://pypi.org/project/pyautogui) (📥 780K / month · 📦 910 · ⏱️ 24.05.2023):
```
pip install pyautogui
```
- [Conda](https://anaconda.org/conda-forge/pyautogui) (📥 230K · ⏱️ 16.10.2023):
```
conda install -c conda-forge pyautogui
```
pytest-asyncio (🥈36 · ⭐ 1.3K · 📉) - Asyncio support for pytest. Apache-2
- [GitHub](https://github.com/pytest-dev/pytest-asyncio) (👨💻 47 · 🔀 140 · 📥 1.2K · 📦 97K · 📋 320 - 16% open · ⏱️ 21.05.2024):
```
git clone https://github.com/pytest-dev/pytest-asyncio
```
- [PyPi](https://pypi.org/project/pytest-asyncio) (📥 15M / month · 📦 3.6K · ⏱️ 19.05.2024):
```
pip install pytest-asyncio
```
- [Conda](https://anaconda.org/conda-forge/pytest-asyncio) (📥 1.9M · ⏱️ 29.04.2024):
```
conda install -c conda-forge pytest-asyncio
```
pytest-mock (🥈35 · ⭐ 1.8K) - Thin-wrapper around the mock package for easier use with pytest. MIT
- [GitHub](https://github.com/pytest-dev/pytest-mock) (👨💻 72 · 🔀 140 · 📥 33 · 📦 80K · 📋 160 - 7% open · ⏱️ 28.05.2024):
```
git clone https://github.com/pytest-dev/pytest-mock
```
- [PyPi](https://pypi.org/project/pytest-mock) (📥 23M / month · 📦 4.7K · ⏱️ 21.03.2024):
```
pip install pytest-mock
```
- [Conda](https://anaconda.org/conda-forge/pytest-mock) (📥 2.6M · ⏱️ 22.03.2024):
```
conda install -c conda-forge pytest-mock
```
mimesis (🥈34 · ⭐ 4.3K) - Mimesis is a robust data generator for Python that can produce a wide.. MIT
- [GitHub](https://github.com/lk-geimfari/mimesis) (👨💻 120 · 🔀 330 · 📥 580 · 📦 1.8K · 📋 360 - 4% open · ⏱️ 25.05.2024):
```
git clone https://github.com/lk-geimfari/mimesis
```
- [PyPi](https://pypi.org/project/mimesis) (📥 650K / month · 📦 57 · ⏱️ 04.04.2024):
```
pip install mimesis
```
- [Conda](https://anaconda.org/conda-forge/mimesis) (📥 200K · ⏱️ 24.01.2024):
```
conda install -c conda-forge mimesis
```
freezegun (🥈34 · ⭐ 4K) - Let your Python tests travel through time. Apache-2
- [GitHub](https://github.com/spulec/freezegun) (👨💻 120 · 🔀 260 · 📥 19 · 📋 340 - 40% open · ⏱️ 11.05.2024):
```
git clone https://github.com/spulec/freezegun
```
- [PyPi](https://pypi.org/project/freezegun) (📥 11M / month · 📦 870 · ⏱️ 11.05.2024):
```
pip install freezegun
```
- [Conda](https://anaconda.org/conda-forge/freezegun) (📥 1.6M · ⏱️ 24.04.2024):
```
conda install -c conda-forge freezegun
```
pytest-bdd (🥈34 · ⭐ 1.3K) - BDD library for the py.test runner. MIT
- [GitHub](https://github.com/pytest-dev/pytest-bdd) (👨💻 61 · 🔀 210 · 📦 3.5K · 📋 370 - 39% open · ⏱️ 17.03.2024):
```
git clone https://github.com/pytest-dev/pytest-bdd
```
- [PyPi](https://pypi.org/project/pytest-bdd) (📥 1.3M / month · 📦 99 · ⏱️ 17.03.2024):
```
pip install pytest-bdd
```
- [Conda](https://anaconda.org/conda-forge/pytest-bdd) (📥 58K · ⏱️ 17.03.2024):
```
conda install -c conda-forge pytest-bdd
```
nose2 (🥈34 · ⭐ 780) - The successor to nose, based on unittest2. BSD-2
- [GitHub](https://github.com/nose-devs/nose2) (👨💻 80 · 🔀 130 · 📦 25K · 📋 270 - 18% open · ⏱️ 29.05.2024):
```
git clone https://github.com/nose-devs/nose2
```
- [PyPi](https://pypi.org/project/nose2) (📥 810K / month · 📦 300 · ⏱️ 07.05.2024):
```
pip install nose2
```
- [Conda](https://anaconda.org/conda-forge/nose2) (📥 140K · ⏱️ 16.06.2023):
```
conda install -c conda-forge nose2
```
coveralls-python (🥈34 · ⭐ 550) - Show coverage stats online via coveralls.io. MIT
- [GitHub](https://github.com/TheKevJames/coveralls-python) (👨💻 66 · 🔀 180 · 📦 34K · 📋 170 - 2% open · ⏱️ 28.05.2024):
```
git clone https://github.com/TheKevJames/coveralls-python
```
- [PyPi](https://pypi.org/project/coveralls) (📥 740K / month · 📦 2K · ⏱️ 15.05.2024):
```
pip install coveralls
```
- [Conda](https://anaconda.org/conda-forge/coveralls) (📥 1.1M · ⏱️ 15.05.2024):
```
conda install -c conda-forge coveralls
```
nox (🥈32 · ⭐ 1.2K) - Flexible test automation for Python. Apache-2
- [GitHub](https://github.com/wntrblm/nox) (👨💻 95 · 🔀 150 · 📦 5.4K · 📋 360 - 15% open · ⏱️ 23.05.2024):
```
git clone https://github.com/theacodes/nox
```
- [PyPi](https://pypi.org/project/nox) (📥 2M / month · 📦 870 · ⏱️ 15.04.2024):
```
pip install nox
```
- [Conda](https://anaconda.org/conda-forge/nox) (📥 300K · ⏱️ 17.04.2024):
```
conda install -c conda-forge nox
```
pytest-html (🥈32 · ⭐ 660) - Plugin for generating HTML reports for pytest results. MIT
- [GitHub](https://github.com/pytest-dev/pytest-html) (👨💻 56 · 🔀 230 · 📦 47K · 📋 410 - 38% open · ⏱️ 24.04.2024):
```
git clone https://github.com/pytest-dev/pytest-html
```
- [PyPi](https://pypi.org/project/pytest-html) (📥 9.4M / month · 📦 570 · ⏱️ 07.11.2023):
```
pip install pytest-html
```
- [Conda](https://anaconda.org/conda-forge/pytest-html) (📥 530K · ⏱️ 23.11.2023):
```
conda install -c conda-forge pytest-html
```
factory_boy (🥉31 · ⭐ 3.4K) - A test fixtures replacement for Python. MIT
- [GitHub](https://github.com/FactoryBoy/factory_boy) (👨💻 130 · 🔀 380 · 📋 600 - 30% open · ⏱️ 25.04.2024):
```
git clone https://github.com/FactoryBoy/factory_boy
```
- [PyPi](https://pypi.org/project/factory_boy) (📥 4.1M / month · 📦 560 · ⏱️ 19.07.2023):
```
pip install factory_boy
```
- [Conda](https://anaconda.org/conda-forge/factory_boy) (📥 150K · ⏱️ 19.07.2023):
```
conda install -c conda-forge factory_boy
```
asv (🥉31 · ⭐ 840) - Airspeed Velocity: A simple Python benchmarking tool with web-based reporting. BSD-3
- [GitHub](https://github.com/airspeed-velocity/asv) (👨💻 81 · 🔀 170 · 📥 310 · 📦 1.1K · 📋 600 - 23% open · ⏱️ 25.02.2024):
```
git clone https://github.com/airspeed-velocity/asv
```
- [PyPi](https://pypi.org/project/asv) (📥 82K / month · 📦 89 · ⏱️ 25.02.2024):
```
pip install asv
```
- [Conda](https://anaconda.org/conda-forge/asv) (📥 790K · ⏱️ 25.02.2024):
```
conda install -c conda-forge asv
```
pytest-sugar (🥉30 · ⭐ 1.3K) - a plugin for py.test that changes the default look and feel.. BSD-3
- [GitHub](https://github.com/Teemu/pytest-sugar) (👨💻 53 · 🔀 74 · 📥 19 · 📦 25K · 📋 120 - 18% open · ⏱️ 12.02.2024):
```
git clone https://github.com/Teemu/pytest-sugar
```
- [PyPi](https://pypi.org/project/pytest-sugar) (📥 1.8M / month · 📦 1.1K · ⏱️ 01.02.2024):
```
pip install pytest-sugar
```
- [Conda](https://anaconda.org/conda-forge/pytest-sugar) (📥 240K · ⏱️ 05.02.2024):
```
conda install -c conda-forge pytest-sugar
```
green (🥉30 · ⭐ 780) - Green is a clean, colorful, fast python test runner. MIT
- [GitHub](https://github.com/CleanCut/green) (👨💻 40 · 🔀 75 · 📦 1.2K · 📋 190 - 3% open · ⏱️ 25.04.2024):
```
git clone https://github.com/CleanCut/green
```
- [PyPi](https://pypi.org/project/green) (📥 13K / month · 📦 120 · ⏱️ 18.04.2024):
```
pip install green
```
- [Conda](https://anaconda.org/conda-forge/green) (📥 140K · ⏱️ 28.09.2023):
```
conda install -c conda-forge green
```
pytest-testinfra (🥉29 · ⭐ 2.3K) - Testinfra test your infrastructures. Apache-2
- [GitHub](https://github.com/pytest-dev/pytest-testinfra) (👨💻 140 · 🔀 350 · 📋 360 - 38% open · ⏱️ 27.05.2024):
```
git clone https://github.com/pytest-dev/pytest-testinfra
```
- [PyPi](https://pypi.org/project/pytest-testinfra) (📥 460K / month · 📦 19 · ⏱️ 26.05.2024):
```
pip install pytest-testinfra
```
- [Conda](https://anaconda.org/conda-forge/pytest-testinfra) (📥 17K · ⏱️ 19.11.2023):
```
conda install -c conda-forge pytest-testinfra
```
pytest-benchmark (🥉29 · ⭐ 1.2K) - py.test fixture for benchmarking code. BSD-2
- [GitHub](https://github.com/ionelmc/pytest-benchmark) (👨💻 41 · 🔀 110 · 📦 8.8K · 📋 190 - 53% open · ⏱️ 15.12.2023):
```
git clone https://github.com/ionelmc/pytest-benchmark
```
- [PyPi](https://pypi.org/project/pytest-benchmark) (📥 2M / month · 📦 810 · ⏱️ 25.10.2022):
```
pip install pytest-benchmark
```
- [Conda](https://anaconda.org/conda-forge/pytest-benchmark) (📥 2M · ⏱️ 16.06.2023):
```
conda install -c conda-forge pytest-benchmark
```
pytest-randomly (🥉29 · ⭐ 590) - Pytest plugin to randomly order tests and control random.seed. MIT
- [GitHub](https://github.com/pytest-dev/pytest-randomly) (👨💻 20 · 🔀 30 · 📦 8.5K · 📋 65 - 15% open · ⏱️ 28.05.2024):
```
git clone https://github.com/pytest-dev/pytest-randomly
```
- [PyPi](https://pypi.org/project/pytest-randomly) (📥 3.4M / month · 📦 400 · ⏱️ 15.08.2023):
```
pip install pytest-randomly
```
- [Conda](https://anaconda.org/conda-forge/pytest-randomly) (📥 190K · ⏱️ 15.08.2023):
```
conda install -c conda-forge pytest-randomly
```
ddt (🥉29 · ⭐ 440) - Data-Driven Tests for Python Unittest. MIT
- [GitHub](https://github.com/datadriventests/ddt) (👨💻 38 · 🔀 110 · 📦 5.7K · 📋 57 - 19% open · ⏱️ 26.02.2024):
```
git clone https://github.com/datadriventests/ddt
```
- [PyPi](https://pypi.org/project/ddt) (📥 540K / month · 📦 200 · ⏱️ 26.02.2024):
```
pip install ddt
```
- [Conda](https://anaconda.org/conda-forge/ddt) (📥 95K · ⏱️ 26.02.2024):
```
conda install -c conda-forge ddt
```
pytest-testmon (🥉26 · ⭐ 800 · 📉) - Selects tests affected by changed files. Executes the.. MIT
- [GitHub](https://github.com/tarpas/pytest-testmon) (👨💻 25 · 🔀 54 · 📦 1.2K · 📋 160 - 18% open · ⏱️ 30.04.2024):
```
git clone https://github.com/tarpas/pytest-testmon
```
- [PyPi](https://pypi.org/project/pytest-testmon) (📥 220K / month · 📦 25 · ⏱️ 27.02.2024):
```
pip install pytest-testmon
```
- [Conda](https://anaconda.org/conda-forge/pytest-testmon) (📥 42K · ⏱️ 16.06.2023):
```
conda install -c conda-forge pytest-testmon
```
pytest-mypy (🥉26 · ⭐ 240) - Mypy static type checker plugin for Pytest. MIT
- [GitHub](https://github.com/realpython/pytest-mypy) (👨💻 16 · 🔀 32 · 📦 4K · 📋 64 - 15% open · ⏱️ 12.03.2024):
```
git clone https://github.com/dbader/pytest-mypy
```
- [PyPi](https://pypi.org/project/pytest-mypy) (📥 380K / month · 📦 710 · ⏱️ 18.12.2022):
```
pip install pytest-mypy
```
- [Conda](https://anaconda.org/conda-forge/pytest-mypy) (📥 98K · ⏱️ 10.04.2024):
```
conda install -c conda-forge pytest-mypy
```
Mamba Test Runner (🥉25 · ⭐ 520) - The definitive testing tool for Python. Born under the banner.. MIT
- [GitHub](https://github.com/nestorsalceda/mamba) (👨💻 23 · 🔀 65 · 📦 980 · 📋 100 - 50% open · ⏱️ 09.11.2023):
```
git clone https://github.com/nestorsalceda/mamba
```
- [PyPi](https://pypi.org/project/mamba) (📥 9.6K / month · 📦 29 · ⏱️ 09.11.2023):
```
pip install mamba
```
pytest-docker (🥉25 · ⭐ 400) - Docker-based integration tests. MIT
- [GitHub](https://github.com/avast/pytest-docker) (👨💻 23 · 🔀 67 · 📥 140 · 📦 940 · 📋 54 - 31% open · ⏱️ 02.02.2024):
```
git clone https://github.com/avast/pytest-docker
```
- [PyPi](https://pypi.org/project/pytest-docker) (📥 300K / month · 📦 86 · ⏱️ 02.02.2024):
```
pip install pytest-docker
```
pytest-datadir (🥉23 · ⭐ 240) - pytest plugin for manipulating test data directories and.. MIT
- [GitHub](https://github.com/gabrielcnr/pytest-datadir) (👨💻 11 · 🔀 22 · 📥 4 · 📦 1.7K · 📋 19 - 26% open · ⏱️ 29.04.2024):
```
git clone https://github.com/gabrielcnr/pytest-datadir
```
- [PyPi](https://pypi.org/project/pytest-datadir) (📥 300K / month · 📦 190 · ⏱️ 03.10.2023):
```
pip install pytest-datadir
```
- [Conda](https://anaconda.org/conda-forge/pytest-datadir) (📥 250K · ⏱️ 03.10.2023):
```
conda install -c conda-forge pytest-datadir
```
xdoctest (🥉23 · ⭐ 200) - A rewrite of Pythons builtin doctest module (with pytest plugin.. Apache-2
- [GitHub](https://github.com/Erotemic/xdoctest) (👨💻 9 · 🔀 10 · 📋 49 - 42% open · ⏱️ 30.01.2024):
```
git clone https://github.com/Erotemic/xdoctest
```
- [PyPi](https://pypi.org/project/xdoctest) (📥 320K / month · 📦 180 · ⏱️ 30.01.2024):
```
pip install xdoctest
```
- [Conda](https://anaconda.org/conda-forge/xdoctest) (📥 220K · ⏱️ 30.01.2024):
```
conda install -c conda-forge xdoctest
```
Show 10 hidden projects...
- nose (🥈33 · ⭐ 1.4K · 💀) - nose is nicer testing for python. ❗️LGPL-2.1+
- uiautomator (🥉26 · ⭐ 2K · 💀) - Python wrapper of Android uiautomator test tool. MIT
- PyHamcrest (🥉26 · ⭐ 750) - Hamcrest matchers for Python. ❗Unlicensed
- pytest-watch (🥉25 · ⭐ 730 · 💀) - Local continuous test runner with pytest and watchdog. MIT
- pytest-plugins (🥉24 · ⭐ 550 · 💀) - A grab-bag of nifty pytest plugins. MIT
- pytest-lazy-fixture (🥉24 · ⭐ 370 · 💀) - It helps to use fixtures in pytest.mark.parametrize. MIT
- sixpack (🥉21 · ⭐ 1.8K · 💀) - Sixpack is a language-agnostic a/b-testing framework. BSD-2
- assertpy (🥉20 · ⭐ 470 · 💀) - Simple assertion library for unit testing in python with a fluent.. BSD-3
- fake2db (🥉17 · ⭐ 2.3K · 💀) - create custom test databases that are populated with fake data. ❗️GPL-2.0
- pytest-play (🥉16 · ⭐ 68 · 💀) - pytest plugin that let you automate actions and.. Apache-2
## Code Packaging
🔗 Python.org Packaging - An Overview of Packaging for Python.
pyinstaller (🥇42 · ⭐ 11K) - Freeze (package) Python programs into stand-alone executables. ❗️GPL-2.0
- [GitHub](https://github.com/pyinstaller/pyinstaller) (👨💻 470 · 🔀 1.9K · 📥 750K · 📦 59K · 📋 5.3K - 5% open · ⏱️ 29.05.2024):
```
git clone https://github.com/pyinstaller/pyinstaller
```
- [PyPi](https://pypi.org/project/pyinstaller) (📥 2.5M / month · 📦 770 · ⏱️ 21.05.2024):
```
pip install pyinstaller
```
- [Conda](https://anaconda.org/conda-forge/pyinstaller) (📥 580K · ⏱️ 22.05.2024):
```
conda install -c conda-forge pyinstaller
```
Nuitka (🥇39 · ⭐ 11K) - Nuitka is a Python compiler written in Python. Its fully compatible.. Apache-2
- [GitHub](https://github.com/Nuitka/Nuitka) (👨💻 170 · 🔀 590 · 📦 2K · 📋 2.2K - 4% open · ⏱️ 23.05.2024):
```
git clone https://github.com/Nuitka/Nuitka
```
- [PyPi](https://pypi.org/project/nuitka) (📥 100K / month · 📦 71 · ⏱️ 16.05.2024):
```
pip install nuitka
```
- [Conda](https://anaconda.org/conda-forge/nuitka) (📥 700K · ⏱️ 17.05.2024):
```
conda install -c conda-forge nuitka
```
packaging (🥈38 · ⭐ 590) - Core utilities for Python packages. Apache-2
- [GitHub](https://github.com/pypa/packaging) (👨💻 110 · 🔀 230 · 📥 810 · 📦 1.2M · 📋 380 - 23% open · ⏱️ 20.05.2024):
```
git clone https://github.com/pypa/packaging
```
- [PyPi](https://pypi.org/project/packaging) (📥 350M / month · 📦 10K · ⏱️ 10.03.2024):
```
pip install packaging
```
- [Conda](https://anaconda.org/conda-forge/packaging) (📥 46M · ⏱️ 10.03.2024):
```
conda install -c conda-forge packaging
```
briefcase (🥈34 · ⭐ 2.4K) - Tools to support converting a Python project into a standalone.. BSD-3
- [GitHub](https://github.com/beeware/briefcase) (👨💻 150 · 🔀 340 · 📥 280 · 📦 560 · 📋 750 - 17% open · ⏱️ 30.05.2024):
```
git clone https://github.com/beeware/briefcase
```
- [PyPi](https://pypi.org/project/briefcase) (📥 13K / month · 📦 12 · ⏱️ 06.05.2024):
```
pip install briefcase
```
pex (🥈33 · ⭐ 2.5K) - A tool for generating .pex (Python EXecutable) files, lock files and venvs. Apache-2
- [GitHub](https://github.com/pex-tool/pex) (👨💻 120 · 🔀 250 · 📥 4.6M · 📦 600 · 📋 1.1K - 14% open · ⏱️ 13.05.2024):
```
git clone https://github.com/pantsbuild/pex
```
- [PyPi](https://pypi.org/project/pex) (📥 1.7M / month · 📦 46 · ⏱️ 12.04.2024):
```
pip install pex
```
cx_Freeze (🥈32 · ⭐ 1.3K) - cx_Freeze creates standalone executables from Python scripts,.. Python-2.0
- [GitHub](https://github.com/marcelotduarte/cx_Freeze) (👨💻 110 · 🔀 210 · 📋 940 - 4% open · ⏱️ 29.05.2024):
```
git clone https://github.com/marcelotduarte/cx_Freeze
```
- [PyPi](https://pypi.org/project/cx_freeze) (📥 150K / month · 📦 86 · ⏱️ 26.05.2024):
```
pip install cx_freeze
```
- [Conda](https://anaconda.org/conda-forge/cx_freeze) (📥 330K · ⏱️ 26.05.2024):
```
conda install -c conda-forge cx_freeze
```
shiv (🥉25 · ⭐ 1.7K) - shiv is a command line utility for building fully self contained Python.. BSD-2
- [GitHub](https://github.com/linkedin/shiv) (👨💻 42 · 🔀 92 · 📥 770 · 📋 130 - 39% open · ⏱️ 09.05.2024):
```
git clone https://github.com/linkedin/shiv
```
- [PyPi](https://pypi.org/project/shiv) (📥 29K / month · 📦 14 · ⏱️ 09.05.2024):
```
pip install shiv
```
constructor (🥉25 · ⭐ 440) - tool for creating installers from conda packages. BSD-3
- [GitHub](https://github.com/conda/constructor) (👨💻 71 · 🔀 170 · 📥 280 · 📦 19 · 📋 360 - 7% open · ⏱️ 28.05.2024):
```
git clone https://github.com/conda/constructor
```
- [Conda](https://anaconda.org/anaconda/constructor) (📥 9.9K · ⏱️ 16.05.2024):
```
conda install -c anaconda constructor
```
pynsist (🥉24 · ⭐ 880) - Build Windows installers for Python applications. MIT
- [GitHub](https://github.com/takluyver/pynsist) (👨💻 31 · 🔀 120 · 📦 220 · 📋 180 - 17% open · ⏱️ 09.04.2024):
```
git clone https://github.com/takluyver/pynsist
```
- [PyPi](https://pypi.org/project/pynsist) (📥 3.1K / month · 📦 13 · ⏱️ 21.03.2022):
```
pip install pynsist
```
py2exe (🥉23 · ⭐ 770 · 💤) - Create standalone Windows programs from Python code. MIT
- [GitHub](https://github.com/py2exe/py2exe) (👨💻 20 · 🔀 90 · 📥 17K · 📦 2K · 📋 160 - 13% open · ⏱️ 08.10.2023):
```
git clone https://github.com/py2exe/py2exe
```
- [PyPi](https://pypi.org/project/py2exe) (📥 16K / month · 📦 10 · ⏱️ 07.10.2023):
```
pip install py2exe
```
xar (🥉20 · ⭐ 1.6K) - executable archive format. BSD-3
- [GitHub](https://github.com/facebookincubator/xar) (👨💻 44 · 🔀 55 · 📦 30 · 📋 33 - 24% open · ⏱️ 28.12.2023):
```
git clone https://github.com/facebookincubator/xar
```
- [PyPi](https://pypi.org/project/xar) (📥 330 / month · ⏱️ 02.12.2020):
```
pip install xar
```
Show 4 hidden projects...
- PyOxidizer (🥉28 · ⭐ 5.3K · 💀) - A modern Python application packaging and distribution tool. MPL-2.0
- py2app (🥉28 · ⭐ 320 · 💀) - py2app is a Python setuptools command which will allow you to make.. MIT
- subpar (🥉13 · ⭐ 570 · 💀) - Subpar is a utility for creating self-contained python.. Apache-2
- pyship (🥉11 · ⭐ 38 · 💤) - pyship - ship Python desktop apps to end users. MIT
## Build Tools
setuptools (🥇47 · ⭐ 2.3K) - Official project repository for the Setuptools build system. MIT
- [GitHub](https://github.com/pypa/setuptools) (👨💻 600 · 🔀 1.1K · 📦 520K · 📋 2.5K - 24% open · ⏱️ 24.05.2024):
```
git clone https://github.com/pypa/setuptools
```
- [PyPi](https://pypi.org/project/setuptools) (📥 380M / month · 📦 20K · ⏱️ 21.05.2024):
```
pip install setuptools
```
- [Conda](https://anaconda.org/conda-forge/setuptools) (📥 110M · ⏱️ 22.05.2024):
```
conda install -c conda-forge setuptools
```
twine (🥇39 · ⭐ 1.5K) - Utilities for interacting with PyPI. Apache-2
- [GitHub](https://github.com/pypa/twine) (👨💻 120 · 🔀 300 · 📥 13 · 📦 110K · 📋 510 - 10% open · ⏱️ 21.05.2024):
```
git clone https://github.com/pypa/twine
```
- [PyPi](https://pypi.org/project/twine) (📥 7.1M / month · 📦 14K · ⏱️ 16.05.2024):
```
pip install twine
```
- [Conda](https://anaconda.org/conda-forge/twine) (📥 980K · ⏱️ 17.05.2024):
```
conda install -c conda-forge twine
```
scons (🥈38 · ⭐ 2K · 📈) - SCons - a software construction tool. MIT
- [GitHub](https://github.com/SCons/scons) (👨💻 160 · 🔀 310 · 📥 1.5K · 📦 3.1K · 📋 3.4K - 19% open · ⏱️ 28.05.2024):
```
git clone https://github.com/SCons/scons
```
- [PyPi](https://pypi.org/project/scons) (📥 750K / month · 📦 39 · ⏱️ 18.03.2024):
```
pip install scons
```
- [Conda](https://anaconda.org/conda-forge/scons) (📥 580K · ⏱️ 18.03.2024):
```
conda install -c conda-forge scons
```
wheel (🥈37 · ⭐ 480) - The official binary distribution format for Python. MIT
- [GitHub](https://github.com/pypa/wheel) (👨💻 82 · 🔀 140 · 📦 270K · 📋 400 - 12% open · ⏱️ 09.05.2024):
```
git clone https://github.com/pypa/wheel
```
- [PyPi](https://pypi.org/project/wheel) (📥 470M / month · 📦 11K · ⏱️ 11.03.2024):
```
pip install wheel
```
- [Conda](https://anaconda.org/conda-forge/wheel) (📥 92M · ⏱️ 27.03.2024):
```
conda install -c conda-forge wheel
```
buildbot (🥈36 · ⭐ 5.2K) - Python-based continuous integration testing framework; your pull.. ❗️GPL-2.0
- [GitHub](https://github.com/buildbot/buildbot) (👨💻 860 · 🔀 1.6K · 📥 38K · 📦 350 · 📋 1.6K - 44% open · ⏱️ 23.05.2024):
```
git clone https://github.com/buildbot/buildbot
```
- [PyPi](https://pypi.org/project/buildbot) (📥 16K / month · 📦 18 · ⏱️ 20.05.2024):
```
pip install buildbot
```
- [Conda](https://anaconda.org/conda-forge/buildbot) (📥 98K · ⏱️ 20.05.2024):
```
conda install -c conda-forge buildbot
```
invoke (🥈35 · ⭐ 4.3K) - Pythonic task management & command execution. BSD-2
- [GitHub](https://github.com/pyinvoke/invoke) (👨💻 60 · 🔀 360 · 📦 25K · 📋 810 - 49% open · ⏱️ 01.12.2023):
```
git clone https://github.com/pyinvoke/invoke
```
- [PyPi](https://pypi.org/project/invoke) (📥 8.8M / month · 📦 950 · ⏱️ 12.07.2023):
```
pip install invoke
```
- [Conda](https://anaconda.org/conda-forge/invoke) (📥 980K · ⏱️ 13.07.2023):
```
conda install -c conda-forge invoke
```
setuptools_scm (🥈35 · ⭐ 820) - the blessed package to manage your versions by scm tags. MIT
- [GitHub](https://github.com/pypa/setuptools_scm) (👨💻 140 · 🔀 210 · 📋 580 - 15% open · ⏱️ 15.05.2024):
```
git clone https://github.com/pypa/setuptools_scm
```
- [PyPi](https://pypi.org/project/setuptools_scm) (📥 29M / month · 📦 1.4K · ⏱️ 06.05.2024):
```
pip install setuptools_scm
```
- [Conda](https://anaconda.org/conda-forge/setuptools_scm) (📥 2.4M · ⏱️ 07.05.2024):
```
conda install -c conda-forge setuptools_scm
```
flit (🥉31 · ⭐ 2.1K) - Simplified packaging of Python modules. BSD-3
- [GitHub](https://github.com/pypa/flit) (👨💻 73 · 🔀 130 · 📦 1.9K · 📋 420 - 31% open · ⏱️ 29.05.2024):
```
git clone https://github.com/pypa/flit
```
- [PyPi](https://pypi.org/project/flit) (📥 380K / month · 📦 720 · ⏱️ 14.05.2023):
```
pip install flit
```
- [Conda](https://anaconda.org/conda-forge/flit) (📥 180K · ⏱️ 25.03.2024):
```
conda install -c conda-forge flit
```
pybuilder (🥉26 · ⭐ 1.7K) - Software build automation tool for Python. Apache-2
- [GitHub](https://github.com/pybuilder/pybuilder) (👨💻 39 · 🔀 250 · 📋 520 - 18% open · ⏱️ 28.05.2024):
```
git clone https://github.com/pybuilder/pybuilder
```
- [PyPi](https://pypi.org/project/pybuilder) (📥 26K / month · 📦 6 · ⏱️ 28.05.2024):
```
pip install pybuilder
```
- [Conda](https://anaconda.org/conda-forge/pybuilder) (📥 75K · ⏱️ 28.05.2024):
```
conda install -c conda-forge pybuilder
```
universal-build (🥉15 · ⭐ 21 · 💀) - Universal build utilities for containerized build pipelines. MIT
- [GitHub](https://github.com/ml-tooling/universal-build) (👨💻 5 · 🔀 7 · 📥 19 · 📦 12 · 📋 4 - 25% open · ⏱️ 15.09.2022):
```
git clone https://github.com/ml-tooling/universal-build
```
- [PyPi](https://pypi.org/project/universal-build) (📥 510 / month · 📦 7 · ⏱️ 16.11.2021):
```
pip install universal-build
```
Show 4 hidden projects...
- doit (🥉32 · ⭐ 1.8K · 💀) - task management & automation tool. MIT
- buildout (🥉26 · ⭐ 570 · 💀) - Buildout is a deployment automation tool written in and.. ❗️ZPL-2.1
- paver (🥉23 · ⭐ 460 · 💀) - Python-based project scripting. BSD-3
- pynt (🥉18 · ⭐ 160 · 💀) - A pynt of Python build. MIT
## System Monitoring & Profiling
psutil (🥇45 · ⭐ 10K) - Cross-platform lib for process and system monitoring in Python. BSD-3
- [GitHub](https://github.com/giampaolo/psutil) (👨💻 210 · 🔀 1.4K · 📦 490K · 📋 1.8K - 17% open · ⏱️ 18.05.2024):
```
git clone https://github.com/giampaolo/psutil
```
- [PyPi](https://pypi.org/project/psutil) (📥 110M / month · 📦 10K · ⏱️ 19.01.2024):
```
pip install psutil
```
- [Conda](https://anaconda.org/conda-forge/psutil) (📥 31M · ⏱️ 08.02.2024):
```
conda install -c conda-forge psutil
```
Glances (🥇40 · ⭐ 25K) - Glances an Eye on your system. A top/htop alternative for.. ❗️LGPL-3.0
- [GitHub](https://github.com/nicolargo/glances) (👨💻 190 · 🔀 1.4K · 📥 1.6K · 📦 880 · 📋 1.8K - 12% open · ⏱️ 29.05.2024):
```
git clone https://github.com/nicolargo/glances
```
- [PyPi](https://pypi.org/project/glances) (📥 670K / month · 📦 4 · ⏱️ 25.05.2024):
```
pip install glances
```
- [Conda](https://anaconda.org/conda-forge/glances) (📥 220K · ⏱️ 24.03.2024):
```
conda install -c conda-forge glances
```
memray (🥈35 · ⭐ 13K · 📈) - Memray is a memory profiler for Python. Apache-2
- [GitHub](https://github.com/bloomberg/memray) (👨💻 50 · 🔀 370 · 📦 440 · 📋 170 - 12% open · ⏱️ 30.05.2024):
```
git clone https://github.com/bloomberg/memray
```
- [PyPi](https://pypi.org/project/memray) (📥 780K / month · 📦 43 · ⏱️ 10.04.2024):
```
pip install memray
```
- [Conda](https://anaconda.org/conda-forge/memray) (📥 120K · ⏱️ 11.04.2024):
```
conda install -c conda-forge memray
```
py-spy (🥈33 · ⭐ 12K) - Sampling profiler for Python programs. MIT
- [GitHub](https://github.com/benfred/py-spy) (👨💻 38 · 🔀 390 · 📥 18K · 📦 4.1K · 📋 370 - 48% open · ⏱️ 27.02.2024):
```
git clone https://github.com/benfred/py-spy
```
- [PyPi](https://pypi.org/project/py-spy) (📥 2.1M / month · 📦 46 · ⏱️ 07.09.2022):
```
pip install py-spy
```
- [Conda](https://anaconda.org/conda-forge/py-spy) (📥 540K · ⏱️ 16.06.2023):
```
conda install -c conda-forge py-spy
```
- [Cargo](https://crates.io/crates/py-spy) (📥 1.8K / month · 📦 2 · ⏱️ 07.09.2022):
```
cargo install py-spy
```
Scalene (🥈32 · ⭐ 11K) - Scalene: a high-performance, high-precision CPU, GPU, and memory.. Apache-2
- [GitHub](https://github.com/plasma-umass/scalene) (👨💻 49 · 🔀 380 · 📦 630 · 📋 460 - 35% open · ⏱️ 17.05.2024):
```
git clone https://github.com/plasma-umass/scalene
```
- [PyPi](https://pypi.org/project/scalene) (📥 44K / month · 📦 12 · ⏱️ 03.05.2024):
```
pip install scalene
```
pyinstrument (🥈30 · ⭐ 6.2K) - Call stack profiler for Python. Shows you why your code is slow!. BSD-3
- [GitHub](https://github.com/joerick/pyinstrument) (👨💻 55 · 🔀 220 · 📦 2.3K · 📋 150 - 22% open · ⏱️ 12.03.2024):
```
git clone https://github.com/joerick/pyinstrument
```
- [PyPi](https://pypi.org/project/pyinstrument) (📥 1.3M / month · 📦 130 · ⏱️ 26.01.2024):
```
pip install pyinstrument
```
- [Conda](https://anaconda.org/conda-forge/pyinstrument) (📥 320K · ⏱️ 26.01.2024):
```
conda install -c conda-forge pyinstrument
```
Yappi (🥈29 · ⭐ 1.4K · 📉) - Yet Another Python Profiler, but this time multithreading, asyncio and.. MIT
- [GitHub](https://github.com/sumerc/yappi) (👨💻 31 · 🔀 72 · 📦 1.2K · 📋 80 - 25% open · ⏱️ 18.12.2023):
```
git clone https://github.com/sumerc/yappi
```
- [PyPi](https://pypi.org/project/yappi) (📥 3.1M / month · 📦 53 · ⏱️ 07.12.2023):
```
pip install yappi
```
- [Conda](https://anaconda.org/conda-forge/yappi) (📥 180K · ⏱️ 07.12.2023):
```
conda install -c conda-forge yappi
```
memory-profiler (🥉28 · ⭐ 4.2K) - Monitor Memory usage of Python code. BSD-3
- [GitHub](https://github.com/pythonprofilers/memory_profiler) (👨💻 100 · 🔀 370 · 📋 250 - 53% open · ⏱️ 16.04.2024):
```
git clone https://github.com/pythonprofilers/memory_profiler
```
- [PyPi](https://pypi.org/project/memory_profiler) (📥 1.5M / month · 📦 410 · ⏱️ 15.11.2022):
```
pip install memory_profiler
```
- [Conda](https://anaconda.org/conda-forge/memory_profiler) (📥 790K · ⏱️ 16.06.2023):
```
conda install -c conda-forge memory_profiler
```
line_profiler (🥉28 · ⭐ 2.5K) - Line-by-line profiling for Python. BSD-3
- [GitHub](https://github.com/pyutils/line_profiler) (👨💻 44 · 🔀 120 · 📥 4 · 📋 100 - 45% open · ⏱️ 28.04.2024):
```
git clone https://github.com/pyutils/line_profiler
```
- [PyPi](https://pypi.org/project/line_profiler) (📥 540K / month · 📦 180 · ⏱️ 28.04.2024):
```
pip install line_profiler
```
- [Conda](https://anaconda.org/conda-forge/line_profiler) (📥 870K · ⏱️ 27.09.2023):
```
conda install -c conda-forge line_profiler
```
Diamond (🥉28 · ⭐ 1.7K) - Diamond is a python daemon that collects system metrics and publishes.. MIT
- [GitHub](https://github.com/python-diamond/Diamond) (👨💻 390 · 🔀 600 · 📦 170 · 📋 300 - 44% open · ⏱️ 01.11.2023):
```
git clone https://github.com/python-diamond/Diamond
```
- [PyPi](https://pypi.org/project/diamond) (📥 9.8K / month · 📦 6 · ⏱️ 25.11.2016):
```
pip install diamond
```
Show 8 hidden projects...
- Bpytop (🥈29 · ⭐ 9.9K · 💀) - Linux/OSX/FreeBSD resource monitor. Apache-2
- memory_profiler (🥉26 · ⭐ 4.2K · 💀) - Monitor Memory usage of Python code. BSD-3
- pympler (🥉26 · ⭐ 1.2K · 💀) - Development tool to measure, monitor and analyze the memory.. Apache-2
- vprof (🥉23 · ⭐ 4K · 💀) - Visual profiler for Python. BSD-2
- Profiling (🥉21 · ⭐ 3K · 💀) - Was an interactive continuous Python profiler. BSD-3
- heartrate (🥉19 · ⭐ 1.7K · 💀) - Simple real time visualisation of the execution of a Python program. MIT
- pyheat (🥉18 · ⭐ 830 · 💀) - pprofile + matplotlib = Python program profiled as an awesome heatmap!. MIT
- livepython (🥉13 · ⭐ 2.6K · 💀) - Visually trace Python code in real-time. MIT
## AST Tools
executing (🥇30 · ⭐ 310) - Get information about what a Python frame is currently doing,.. MIT
- [GitHub](https://github.com/alexmojaki/executing) (👨💻 10 · 🔀 31 · 📦 190K · 📋 43 - 41% open · ⏱️ 06.11.2023):
```
git clone https://github.com/alexmojaki/executing
```
- [PyPi](https://pypi.org/project/executing) (📥 32M / month · 📦 390 · ⏱️ 29.10.2023):
```
pip install executing
```
- [Conda](https://anaconda.org/conda-forge/executing) (📥 12M · ⏱️ 29.10.2023):
```
conda install -c conda-forge executing
```
astor (🥈27 · ⭐ 780) - Python AST read/write. BSD-3
- [GitHub](https://github.com/berkerpeksag/astor) (👨💻 35 · 🔀 100 · 📋 120 - 33% open · ⏱️ 30.03.2024):
```
git clone https://github.com/berkerpeksag/astor
```
- [PyPi](https://pypi.org/project/astor) (📥 6.2M / month · 📦 570 · ⏱️ 10.12.2019):
```
pip install astor
```
- [Conda](https://anaconda.org/conda-forge/astor) (📥 2.3M · ⏱️ 16.06.2023):
```
conda install -c conda-forge astor
```
gast (🥈27 · ⭐ 140) - Python AST that abstracts the underlying Python version. BSD-3
- [GitHub](https://github.com/serge-sans-paille/gast) (👨💻 10 · 🔀 32 · 📦 160K · 📋 36 - 5% open · ⏱️ 26.05.2024):
```
git clone https://github.com/serge-sans-paille/gast
```
- [PyPi](https://pypi.org/project/gast) (📥 19M / month · 📦 410 · ⏱️ 29.04.2023):
```
pip install gast
```
- [Conda](https://anaconda.org/conda-forge/gast) (📥 2.7M · ⏱️ 03.07.2023):
```
conda install -c conda-forge gast
```
typed_ast (🥉26 · ⭐ 230 · 💤) - Modified fork of CPythons ast module that parses `# type:`.. Apache-2
- [GitHub](https://github.com/python/typed_ast) (👨💻 26 · 🔀 53 · 📋 87 - 1% open · ⏱️ 03.07.2023):
```
git clone https://github.com/python/typed_ast
```
- [PyPi](https://pypi.org/project/typed_ast) (📥 7.2M / month · 📦 620 · ⏱️ 04.07.2023):
```
pip install typed_ast
```
- [Conda](https://anaconda.org/conda-forge/typed-ast) (📥 6.3M · ⏱️ 22.09.2023):
```
conda install -c conda-forge typed-ast
```
asteval (🥉24 · ⭐ 170 · 📈) - minimalistic evaluator of python expression using ast module. MIT
- [GitHub](https://github.com/newville/asteval) (👨💻 24 · 🔀 40 · ⏱️ 06.11.2023):
```
git clone https://github.com/newville/asteval
```
- [PyPi](https://pypi.org/project/asteval) (📥 380K / month · 📦 110 · ⏱️ 23.05.2024):
```
pip install asteval
```
- [Conda](https://anaconda.org/conda-forge/asteval) (📥 390K · ⏱️ 24.05.2024):
```
conda install -c conda-forge asteval
```
Show 1 hidden projects...
- astunparse (🥈28 · ⭐ 220 · 💀) - An AST unparser for Python. BSD-3
## Others
pre-commit (🥇41 · ⭐ 12K) - A framework for managing and maintaining multi-language pre-commit.. MIT
- [GitHub](https://github.com/pre-commit/pre-commit) (👨💻 160 · 🔀 770 · 📥 1.4M · 📦 190K · 📋 2K - 1% open · ⏱️ 27.05.2024):
```
git clone https://github.com/pre-commit/pre-commit
```
- [PyPi](https://pypi.org/project/pre-commit) (📥 22M / month · 📦 11K · ⏱️ 11.05.2024):
```
pip install pre-commit
```
- [Conda](https://anaconda.org/conda-forge/pre-commit) (📥 4.6M · ⏱️ 11.05.2024):
```
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
[](https://creativecommons.org/licenses/by-sa/4.0/)