🏆 A ranked list of awesome python developer tools and libraries. Updated weekly.
This curated list contains 270 awesome open-source projects with a total of 1.1M stars grouped into 17 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!
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- Linters & Style Checkers 40 projects
- Type checkers 5 projects
- Code Formatters 7 projects
- Code Refactoring 18 projects
- Code Security 8 projects
- Virtual Environments 10 projects
- Dependency & Package Managers 11 projects
- Code Metrics & Complexity 6 projects
- Logging 21 projects
- Shell 2 projects
- Documentation 29 projects
- Debugging Tools 13 projects
- Testing Tools 43 projects
- Code Packaging 16 projects
- Build Tools 14 projects
- System Monitoring & Profiling 18 projects
- AST Tools 6 projects
- Others 1 projects
- 🥇🥈🥉 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
beartype (🥇35 · ⭐ 3.3K) - Unbearably fast near-real-time pure-Python runtime-static type-checker. MIT
pycodestyle (🥈34 · ⭐ 5.1K) - Simple Python style checker in one Python file. MIT
flake8-bugbear (🥈34 · ⭐ 1.1K) - A plugin for Flake8 finding likely bugs and design problems.. MIT
wemake-python-styleguide (🥈33 · ⭐ 2.8K · 📉) - The strictest and most opinionated python linter ever!. MIT
flake8-isort (🥈31 · ⭐ 180) - flake8 plugin that integrates isort. ❗️GPL-2.0
pylint-django (🥈30 · ⭐ 620) - Pylint plugin for improving code analysis for when.. ❗️GPL-3.0
mypy-protobuf (🥈29 · ⭐ 690) - open source tools to generate mypy stubs from protobufs. Apache-2
flake8-comprehensions (🥈29 · ⭐ 470) - A flake8 plugin to help you write better.. MIT
check-manifest (🥈29 · ⭐ 290) - Tool to check the completeness of MANIFEST.in for Python packages. MIT
flake8-black (🥉27 · ⭐ 160) - flake8 plugin to run black for checking Python coding style. MIT
flake8-builtins (🥉27 · ⭐ 120) - Check for python builtins being used as variables or.. ❗️GPL-2.0
flake8-import-order (🥉26 · ⭐ 280) - Flake8 plugin that checks import order against.. ❗️LGPL-3.0
flake8-simplify (🥉22 · ⭐ 200) - A flake8 plugin that helps you to simplify code. MIT
flake8-eradicate (🥉21 · ⭐ 320 · 💤) - Flake8 plugin to find commented out or dead code. MIT
Show 19 hidden projects...
- pydocstyle (🥈30 · ⭐ 1.1K · 💀) - docstring style checker.
MIT - darglint (🥉28 · ⭐ 480 · 💀) - A python documentation linter which checks that the docstring..
MIT - coala (🥉27 · ⭐ 3.6K · 💀) - coala provides a unified command-line interface for linting and..
❗️AGPL-3.0 - flake8-quotes (🥉27 · ⭐ 180 · 💀) - Flake8 extension for checking quotes in python.
MIT - pylama (🥉26 · ⭐ 1.1K · 💀) - Code audit tool for python.
MIT - Fixit (🥉25 · ⭐ 690) - Advanced Python linting framework with auto-fixes and hierarchical..
❗Unlicensed - pep8-naming (🥉25 · ⭐ 530 · 💤) - Naming Convention checker for Python.
❗️Saxpath - flake8-commas (🥉25 · ⭐ 130 · 💀) - Flake8 extension for enforcing trailing commas in python.
MIT - data-science-types (🥉23 · ⭐ 200 · 💀) - Mypy stubs, i.e., type information, for numpy, pandas..
Apache-2 - 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 - pandas-vet (🥉19 · ⭐ 170 · 💀) - A plugin for Flake8 that checks pandas code.
MIT - flake8-mypy (🥉19 · ⭐ 100 · 💀) - A plugin for flake8 integrating Mypy.
MIT - pycycle (🥉17 · ⭐ 360 · 💀) - Tool for pinpointing circular imports in Python. Find cyclic imports..
MIT - bellybutton (🥉17 · ⭐ 280 · 💀) - Custom Python linting through AST expressions.
MIT - imhotep (🥉17 · ⭐ 220 · 💀) - A static-analysis bot for Github.
MIT - yala (🥉14 · ⭐ 16 · 💀) - Yet Another Linter Aggregator.
MIT - pylint-flask (🥉13 · ⭐ 64 · 💀) - A Pylint plugin to analyze Flask applications.
❗️GPL-2.0 - linty_fresh (🥉12 · ⭐ 180 · 💀) - Surface lint errors during code review.
Apache-2mypy
pyre-check (🥉33 · ⭐ 7.1K) - Performant type-checking for python. MIT
Show 1 hidden projects...
- typeguard (🥉31 · ⭐ 1.7K) - Run-time type checker for Python.
❗Unlicensed
autopep8 (🥉37 · ⭐ 4.7K) - A tool that automatically formats Python code to conform to the PEP 8.. MIT
docformatter (🥉28 · ⭐ 580) - Formats docstrings to follow PEP 257. MIT
Show 2 hidden projects...
- autoimport (🥉18 · ⭐ 100 · 💀) - Autoimport automatically fixes wrong import statements.
❗️GPL-3.0 - pyformat (🥉18 · ⭐ 94 · 💀) - Formats Python code to follow a consistent style.
❗️Saxpath
jedi (🥇41 · ⭐ 6.1K) - Awesome autocompletion, static analysis and refactoring library for python. MIT
rope (🥇34 · ⭐ 2.1K) - a python refactoring library. ❗️LGPL-3.0
pyupgrade (🥈33 · ⭐ 4K) - A tool (and pre-commit hook) to automatically upgrade syntax for newer.. MIT
MonkeyType (🥈26 · ⭐ 5K) - A Python library that generates static type annotations by collecting.. BSD-3
add-trailing-comma (🥉24 · ⭐ 370) - A tool (and pre-commit hook) to automatically add trailing.. MIT
unimport (🥉21 · ⭐ 250) - The ultimate linter and formatter for removing unused import statements.. MIT
massedit (🥉19 · ⭐ 110) - Programmatically edit text files with Python. Useful for source to source.. MIT
Show 8 hidden projects...
- redbaron (🥈26 · ⭐ 720 · 💀) - Bottom-up approach to refactoring in python.
❗️LGPL-3.0 - eradicate (🥉25 · ⭐ 220) - Removes commented-out code from Python files.
❗️Saxpath - baron (🥉24 · ⭐ 300 · 💀) - IDE allow you to refactor code, Baron allows you to write..
❗️LGPL-3.0 - Bowler (🥉23 · ⭐ 1.6K · 💀) - Safe code refactoring for modern Python.
MIT - pyannotate (🥉22 · ⭐ 1.4K · 💀) - Auto-generate PEP-484 annotations.
Apache-2 - unify (🥉20 · ⭐ 97 · 💀) - Modifies strings to all use the same quote where possible.
MIT - retype (🥉14 · ⭐ 140 · 💀) - Re-apply type annotations from .pyi stubs to your codebase.
MIT - pep8ify (🥉12 · ⭐ 120 · 💀) - A library that modifies python source code to conform to pep8.
Apache-2
bandit (🥇38 · ⭐ 7.5K) - Bandit is a tool designed to find common security issues in Python.. Apache-2
safety (🥈36 · ⭐ 1.9K) - Safety checks Python dependencies for known security vulnerabilities and.. MIT
detect-secrets (🥉29 · ⭐ 4.3K · 💤) - An enterprise friendly way of detecting and preventing.. Apache-2
dlint (🥉20 · ⭐ 170) - Dlint is a tool for encouraging best coding practices and helping ensure.. BSD-3
Show 3 hidden projects...
- pyarmor (🥉32 · ⭐ 4.8K) - A tool used to obfuscate python scripts, bind obfuscated scripts..
❗️SGI-B-2.0 - dodgy (🥉21 · ⭐ 130 · 💀) - Looks at Python code to search for things which look dodgy such as..
MIT - pyt (🥉20 · ⭐ 2.2K · 💀) - A Static Analysis Tool for Detecting Security Vulnerabilities in..
❗️GPL-2.0
virtualenv (🥇43 · ⭐ 5K) - Virtual Python Environment builder. MIT
pyenv-virtualenv (🥉19 · ⭐ 6.7K) - a pyenv plugin to manage virtualenv (a.k.a. python-virtualenv). MIT
-
GitHub (👨💻 66 · 🔀 430 · 📋 360 - 27% open · ⏱️ 11.12.2025):
git clone https://github.com/pyenv/pyenv-virtualenv
pyenv-installer (🥉16 · ⭐ 4.1K) - This tool is used to install `pyenv` and friends. MIT
-
GitHub (👨💻 43 · 🔀 460 · 📋 88 - 9% open · ⏱️ 05.09.2025):
git clone https://github.com/pyenv/pyenv-installer
Show 5 hidden projects...
- nodeenv (🥈34 · ⭐ 1.8K · 💀) - Virtual environment for Node.js & integrator with virtualenv.
BSD-3 - vex (🥉19 · ⭐ 370 · 💀) - Run a command in the named virtualenv.
MIT - dh-virtualenv (🥉16 · ⭐ 1.6K · 💀) - Python virtualenvs in Debian packages.
❗️GPL-2.0 - pipenv-pipes (🥉13 · ⭐ 130 · 💀) - A PipEnv Environment Switcher.
MIT - freshenv (🥉12 · ⭐ 170 · 💀) - Provision, share, manage local and cloud developer environments.
MPL-2.0
conda (🥇43 · ⭐ 7.2K) - A system-level, binary package and environment manager running on all.. BSD-3
PDM (🥉37 · ⭐ 8.5K · 📈) - A modern Python package and dependency manager supporting the latest PEP.. MIT
pipreqs (🥉32 · ⭐ 7.4K · 📈) - pipreqs - Generate pip requirements.txt file based on imports of.. Apache-2
Show 2 hidden projects...
prospector (🥇32 · ⭐ 2.1K) - Inspects Python source files and provides information about.. ❗️GPL-2.0
wily (🥉25 · ⭐ 1.3K) - A Python application for tracking, reporting on timing and complexity in.. Apache-2
Show 2 hidden projects...
rich (🥇46 · ⭐ 55K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
sentry-sdk (🥇40 · ⭐ 2.1K) - The official Python SDK for Sentry.io. MIT
python-json-logger (🥈33 · ⭐ 1.8K · 💤) - Json Formatter for the standard python logger. BSD-2
alive-progress (🥉31 · ⭐ 6.2K) - A new kind of Progress Bar, with real-time throughput, ETA, and.. MIT
progressbar2 (🥉30 · ⭐ 880 · 💤) - Progressbar 2 - A progress bar for Python 2 and Python 3 -.. BSD-3
better-exceptions (🥉25 · ⭐ 4.7K) - Pretty and useful exceptions in Python, automatically. MIT
stackprinter (🥉25 · ⭐ 1.3K) - Debugging-friendly exceptions for Python. MIT
python-devtools (🥉16 · ⭐ 1.1K · 💤) - Dev tools for python. MIT
Show 8 hidden projects...
- tqdm (🥇41 · ⭐ 31K · 💀) - A Fast, Extensible Progress Bar for Python and CLI.
MPL-2.0 - prettytable (🥈32 · ⭐ 1.6K) - Display tabular data in a visually appealing ASCII table..
❗Unlicensed - logbook (🥈32 · ⭐ 1.5K) - A cool logging replacement for Python.
❗Unlicensed - python-coloredlogs (🥉31 · ⭐ 560 · 💀) - Colored terminal output for Pythons logging module.
MIT - wasabi (🥉27 · ⭐ 470 · 💀) - A lightweight console printing and formatting toolkit.
MIT - rebound (🥉25 · ⭐ 4.1K · 💀) - Instant Stack Overflow results whenever an exception is thrown.
❗️GPL-2.0 - PrettyErrors (🥉23 · ⭐ 2.9K · 💀) - Prettify Python exception output to make it legible.
MIT - tbvaccine (🥉16 · ⭐ 380 · 💀) - A small utility to pretty-print Python tracebacks.
MIT
xxh (🥉18 · ⭐ 5.8K) - Bring your favorite shell wherever you go through the ssh. Xonsh shell,.. BSD-2
Show 1 hidden projects...
- xonsh (🥇37 · ⭐ 9.1K) - Python-powered shell. Full-featured and cross-platform.
❗️BSD-1-Clause
🔗 best-of-mkdocs ( ⭐ 1.6K) - Collection of MkDocs projects and plugins.
mkdocs-material (🥇41 · ⭐ 25K) - Documentation that simply works. MIT
sphinx_rtd_theme (🥈36 · ⭐ 5K · 📈) - Sphinx theme from Read the Docs. MIT
mkdocstrings (🥈34 · ⭐ 2K) - Automatic documentation from sources, for MkDocs. ISC
Griffe (🥈34 · ⭐ 580) - Signatures for entire Python programs. Extract the structure, the frame,.. ISC
sphinx-autodoc-typehints (🥈32 · ⭐ 580) - Type hints support for the Sphinx autodoc extension. MIT
sphinx-autobuild (🥈29 · ⭐ 590) - Watch a Sphinx directory and rebuild the documentation.. MIT
blacken-docs (🥉27 · ⭐ 680) - Run `black` on python code blocks in documentation files. MIT
pdoc3 (🥉25 · ⭐ 1.2K) - Auto-generate API documentation for Python projects. ❗️AGPL-3.0
mkdocs-awesome-pages-plugin (🥉24 · ⭐ 600) - A plugin for customizing the navigation structure of.. MIT
mkdocs-pdf-export-plugin (🥉22 · ⭐ 340) - An MkDocs plugin to export content pages as PDF files. MIT
lazydocs (🥉22 · ⭐ 240) - Generate markdown API documentation from Google-style Python docstring... MIT
mkdocs-print-site-plugin (🥉21 · ⭐ 170) - MkDocs Plugin that adds an additional page that.. MIT
Show 13 hidden projects...
- sphinx (🥇42 · ⭐ 7.5K) - The Sphinx documentation generator.
❗Unlicensed - pdoc (🥈34 · ⭐ 2.4K) - API Documentation for Python Projects.
❗️MIT-0 - numpydoc (🥈30 · ⭐ 340) - Numpys Sphinx extensions.
❗Unlicensed - alabaster (🥈28 · ⭐ 760 · 💀) - Lightweight, configurable Sphinx theme.
BSD-3 - interrogate (🥉27 · ⭐ 650 · 💀) - Explain yourself! Interrogate a codebase for docstring coverage.
MIT - sphinx-bootstrap-theme (🥉26 · ⭐ 590 · 💀) - Sphinx Bootstrap Theme.
MIT - sphinx-markdown-builder (🥉24 · ⭐ 160 · 💀) - DISCONTINUED: sphinx builder that outputs markdown..
MIT - portray (🥉23 · ⭐ 870 · 💀) - Your Project with Great Documentation.
MIT - releases (🥉22 · ⭐ 180 · 💀) - A powerful Sphinx changelog-generating extension.
BSD-2 - mkdocs-with-pdf (🥉20 · ⭐ 380 · 💀) - Generate a single PDF file from MkDocs repository.
MIT - mkdocs-git-revision-date-plugin (🥉20 · ⭐ 61 · 💀) - MkDocs plugin for setting revision date from git per..
MIT - pycco (🥉19 · ⭐ 860 · 💀) - Literate-style documentation generator.
MIT - mkdocs-versioning (🥉16 · ⭐ 40 · 💀) - A tool that allows for versioning sites built with..
MIT
pyelftools (🥇32 · ⭐ 2.2K) - Parsing ELF and DWARF in Python. Unlicense
gdbgui (🥉27 · ⭐ 10K) - Browser-based frontend to gdb (gnu debugger). Add breakpoints, view.. ❗️GPL-3.0
python-hunter (🥉25 · ⭐ 860) - Hunter is a flexible code tracing toolkit. BSD-2
Birdseye (🥉21 · ⭐ 1.7K) - Graphical Python debugger which lets you easily view the values of all.. MIT
Show 5 hidden projects...
- pudb (🥇33 · ⭐ 3.2K) - Full-screen console debugger for Python.
❗Unlicensed - pdbpp (🥉28 · ⭐ 1.4K · 💀) - pdb++, a drop-in replacement for pdb (the Python debugger).
BSD-3 - snoop (🥉23 · ⭐ 1.4K · 💀) - A powerful set of Python debugging tools, based on PySnooper.
MIT - python-manhole (🥉20 · ⭐ 400 · 💀) - Debugging manhole for python applications.
BSD-2 - reloadium (🥉18 · ⭐ 3K · 💀) - Hot Reloading and Profiling for Python.
Apache-2
🔗 best-of-web-python - Testing ( ⭐ 2.7K) - Testing libraries & tools for python web frameworks.
🔗 unittest - Unittest is a test framework included in the Python standard library.
robotframework (🥇43 · ⭐ 11K) - Generic automation framework for acceptance testing and RPA. Apache-2
hypothesis (🥇42 · ⭐ 8.3K) - The property-based testing library for Python. MPL-2.0
playwright-python (🥇40 · ⭐ 14K · 📈) - Python version of the Playwright testing and.. Apache-2
pytest-xdist (🥈39 · ⭐ 1.8K) - pytest plugin for distributed testing and loop-on-failures.. MIT
pytest-mock (🥈38 · ⭐ 2K) - Thin-wrapper around the mock package for easier use with pytest. MIT
pytest-asyncio (🥈38 · ⭐ 1.6K) - Asyncio support for pytest. Apache-2
pytest-cov (🥈35 · ⭐ 2K) - Coverage plugin for pytest. MIT
coveralls-python (🥈33 · ⭐ 570) - Show coverage stats online via coveralls.io. MIT
mimesis (🥈32 · ⭐ 4.7K) - Mimesis is a fast Python library for generating fake data in multiple.. MIT
asv (🥈32 · ⭐ 970) - Airspeed Velocity: A simple Python benchmarking tool with web-based reporting. BSD-3
factory_boy (🥈31 · ⭐ 3.7K) - A test fixtures replacement for Python. MIT
pytest-bdd (🥈31 · ⭐ 1.4K) - BDD library for the pytest runner. MIT
pytest-benchmark (🥈31 · ⭐ 1.4K) - pytest fixture for benchmarking code. BSD-2
pytest-html (🥈31 · ⭐ 760) - Plugin for generating HTML reports for pytest results. MIT
pytest-sugar (🥉29 · ⭐ 1.5K) - a plugin for py.test that changes the default look and feel.. BSD-3
pytest-testmon (🥉29 · ⭐ 930) - Selects tests affected by changed files. Executes the right.. MIT
pytest-testinfra (🥉28 · ⭐ 2.5K) - Testinfra test your infrastructures. Apache-2
pytest-randomly (🥉28 · ⭐ 680) - Pytest plugin to randomly order tests and control random.seed. MIT
pytest-docker (🥉27 · ⭐ 480) - Docker-based integration tests. MIT
pytest-mypy (🥉26 · ⭐ 260 · 💤) - Mypy static type checker plugin for Pytest. MIT
pytest-datadir (🥉25 · ⭐ 270) - pytest plugin for manipulating test data directories and.. MIT
pytest-plugins (🥉22 · ⭐ 600 · 💤) - A grab-bag of nifty pytest plugins. MIT
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- pyautogui (🥈33 · ⭐ 12K · 💀) - A cross-platform GUI automation Python module for human beings...
BSD-3 - nose (🥈33 · ⭐ 1.4K · 💀) - nose is nicer testing for python.
❗️LGPL-2.1+ - green (🥉28 · ⭐ 800 · 💀) - Green is a clean, colorful, fast python test runner.
MIT - uiautomator (🥉27 · ⭐ 2.1K · 💀) - Python wrapper of Android uiautomator test tool.
MIT - PyHamcrest (🥉27 · ⭐ 800 · 💀) - Hamcrest matchers for Python.
❗Unlicensed - ddt (🥉27 · ⭐ 440 · 💀) - Data-Driven Tests for Python Unittest.
MIT - pytest-watch (🥉25 · ⭐ 760 · 💀) - Local continuous test runner with pytest and watchdog.
MIT - pytest-lazy-fixture (🥉24 · ⭐ 390 · 💀) - It helps to use fixtures in pytest.mark.parametrize.
MIT - sixpack (🥉23 · ⭐ 1.8K · 💀) - Sixpack is a language-agnostic a/b-testing framework.
BSD-2 - Mamba Test Runner (🥉22 · ⭐ 540 · 💀) - The definitive testing tool for Python. Born under the..
MIT - assertpy (🥉21 · ⭐ 520 · 💀) - Simple assertion library for unit testing in python with a fluent..
BSD-3 - fake2db (🥉18 · ⭐ 2.4K · 💀) - create custom test databases that are populated with fake data.
❗️GPL-2.0 - pytest-play (🥉16 · ⭐ 70 · 💀) - pytest plugin that let you automate actions and..
Apache-2
🔗 Python.org Packaging - An Overview of Packaging for Python.
pyinstaller (🥇44 · ⭐ 13K) - Freeze (package) Python programs into stand-alone executables. ❗️GPL-2.0
Nuitka (🥈38 · ⭐ 14K) - Nuitka is a Python compiler written in Python. Its fully compatible.. Apache-2
pex (🥈35 · ⭐ 4.1K) - A tool for generating .pex (Python EXecutable) files, lock files and venvs. Apache-2
cx_Freeze (🥈30 · ⭐ 1.5K) - Creates standalone executables from Python scripts with the.. ❗Unlicensed
constructor (🥉25 · ⭐ 490) - tool for creating installers from conda packages. BSD-3
Show 6 hidden projects...
- PyOxidizer (🥉27 · ⭐ 6K · 💀) - A modern Python application packaging and distribution tool.
MPL-2.0 - shiv (🥉24 · ⭐ 1.9K · 💀) - shiv is a command line utility for building fully self contained Python..
BSD-2 - py2app (🥉24 · ⭐ 420 · 💀) - py2app is a Python setuptools command which will allow you to make..
MIT - xar (🥉19 · ⭐ 1.6K · 💀) - executable archive format.
BSD-3 - subpar (🥉13 · ⭐ 570 · 💀) - Subpar is a utility for creating self-contained python..
Apache-2 - pyship (🥉11 · ⭐ 44 · 💀) - pyship - ship Python desktop apps to end users.
MIT
setuptools (🥇44 · ⭐ 2.8K) - Official project repository for the Setuptools build system. MIT
setuptools_scm (🥈36 · ⭐ 930) - the blessed package to manage your versions by scm tags. MIT
buildbot (🥉32 · ⭐ 5.4K) - Python-based continuous integration testing framework; your pull.. ❗️GPL-2.0
universal-build (🥉13 · ⭐ 26 · 💀) - Universal build utilities for containerized build pipelines. MIT
Show 4 hidden projects...
Glances (🥇39 · ⭐ 31K) - Glances an Eye on your system. A top/htop alternative for.. ❗️LGPL-3.0
py-spy (🥈35 · ⭐ 15K) - Sampling profiler for Python programs. MIT
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GitHub (👨💻 53 · 🔀 480 · 📥 41K · 📦 7.4K · 📋 430 - 47% open · ⏱️ 18.08.2025):
git clone https://github.com/benfred/py-spy -
PyPi (📥 13M / month · 📦 110 · ⏱️ 31.07.2025):
pip install py-spy -
Conda (📥 740K · ⏱️ 01.08.2025):
conda install -c conda-forge py-spy -
Cargo (📥 910 / month · 📦 4 · ⏱️ 31.07.2025):
cargo install py-spy
pyinstrument (🥈34 · ⭐ 7.5K) - Call stack profiler for Python. Shows you why your code is slow!. BSD-3
line_profiler (🥉29 · ⭐ 3.2K) - Line-by-line profiling for Python. BSD-3
pympler (🥉27 · ⭐ 1.4K) - Development tool to measure, monitor and analyze the memory behavior.. Apache-2
Show 8 hidden projects...
- memory-profiler (🥈30 · ⭐ 4.5K · 💀) - Monitor Memory usage of Python code.
BSD-3 - memory_profiler (🥉28 · ⭐ 4.5K · 💀) - Monitor Memory usage of Python code.
BSD-3 - Diamond (🥉25 · ⭐ 1.8K · 💀) - Diamond is a python daemon that collects system metrics and publishes..
MIT - vprof (🥉24 · ⭐ 4K · 💀) - Visual profiler for Python.
BSD-2 - Profiling (🥉20 · ⭐ 3K · 💀) - Was an interactive continuous Python profiler.
BSD-3 - heartrate (🥉19 · ⭐ 1.8K · 💀) - Simple real time visualisation of the execution of a Python program.
MIT - pyheat (🥉18 · ⭐ 840 · 💀) - pprofile + matplotlib = Python program profiled as an awesome heatmap!.
MIT - livepython (🥉12 · ⭐ 2.6K · 💀) - Visually trace Python code in real-time.
MIT
Show 3 hidden projects...
pre-commit (🥇42 · ⭐ 15K) - A framework for managing and maintaining multi-language pre-commit.. MIT
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- Modify the projects.yaml with your additions or changes, and submit a pull request. This can also be done directly via the Github UI.
If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.
For more information on how to add or update projects, please read the contribution guidelines. By participating in this project, you agree to abide by its Code of Conduct.
