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# Awesome Python
An opinionated list of awesome Python frameworks, libraries, tools, software and resources.
An opinionated list of Python frameworks, libraries, tools, and resources.
> The **#10 most-starred repo on GitHub**. Put your product where Python developers discover tools. [Become a sponsor](SPONSORSHIP.md).
# **Sponsors**
> The **#10 most-starred repo on GitHub**. Put your product in front of Python developers. [Become a sponsor](SPONSORSHIP.md).
# Categories
@@ -15,7 +17,7 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
- [Computer Vision](#computer-vision)
- [Recommender Systems](#recommender-systems)
**Web**
**Web Development**
- [Web Frameworks](#web-frameworks)
- [Web APIs](#web-apis)
@@ -125,17 +127,23 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
_Libraries for building AI applications, LLM integrations, and autonomous agents._
- Frameworks
- Agent Skills
- [django-ai-plugins](https://github.com/vintasoftware/django-ai-plugins) - Django backend agent skills for Django, DRF, Celery, and Django-specific code review.
- [sentry-skills](https://github.com/getsentry/skills) - Python-focused engineering skills for code review, debugging, and backend workflows.
- [trailofbits-skills](https://github.com/trailofbits/skills) - Python-friendly security skills for auditing, testing, and safer backend development.
- Orchestration
- [autogen](https://github.com/microsoft/autogen) - A programming framework for building agentic AI applications.
- [crewai](https://github.com/crewAIInc/crewAI) - A framework for orchestrating role-playing autonomous AI agents for collaborative task solving.
- [dspy](https://github.com/stanfordnlp/dspy) - A framework for programming, not prompting, language models.
- [instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic.
- [langchain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability.
- [llama_index](https://github.com/run-llama/llama_index) - A data framework for your LLM application.
- [pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas.
- Pretrained Models and Inference
- [diffusers](https://github.com/huggingface/diffusers) - A library that provides pretrained diffusion models for generating and editing images, audio, and video.
- [transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks.
- Data Layer
- [instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic.
- [llama-index](https://github.com/run-llama/llama_index) - A data framework for your LLM application.
- [mem0](https://github.com/mem0ai/mem0) - An intelligent memory layer for AI agents enabling personalized interactions.
- Pre-trained Models and Inference
- [diffusers](https://github.com/huggingface/diffusers) - A library that provides pre-trained diffusion models for generating and editing images, audio, and video.
- [transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pre-trained transformer models for NLP, vision, and audio tasks.
- [vllm](https://github.com/vllm-project/vllm) - A high-throughput and memory-efficient inference and serving engine for LLMs.
## Deep Learning
@@ -193,7 +201,7 @@ _Libraries for building recommender systems._
- [implicit](https://github.com/benfred/implicit) - A fast Python implementation of collaborative filtering for implicit datasets.
- [scikit-surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
**Web**
**Web Development**
## Web Frameworks
@@ -543,7 +551,6 @@ _Python implementation of data structures, algorithms and design patterns. Also
- [sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - Fast and pure-Python implementation of sorted collections.
- [thealgorithms](https://github.com/TheAlgorithms/Python) - All Algorithms implemented in Python.
- Design Patterns
- [python-cqrs](https://github.com/pypatterns/python-cqrs) - Event-Driven Architecture Framework with CQRS/CQS, Transaction Outbox, Saga orchestration.
- [python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python.
- [transitions](https://github.com/pytransitions/transitions) - A lightweight, object-oriented finite state machine implementation.
@@ -573,14 +580,15 @@ _Tools of static analysis, linters and code quality checkers. Also see [awesome-
- Code Formatters
- [black](https://github.com/psf/black) - The uncompromising Python code formatter.
- [isort](https://github.com/PyCQA/isort) - A Python utility / library to sort imports.
- Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing)
- [ruff](https://github.com/astral-sh/ruff) - An extremely fast Python linter and code formatter.
- Refactoring
- [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
- Type Checkers - [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing)
- [mypy](https://github.com/python/mypy) - Check variable types during compile time.
- [pyre-check](https://github.com/facebook/pyre-check) - Performant type checking.
- [ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker and language server.
- [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
- Refactoring
- [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
- Static Type Annotations Generators
- Type Annotations Generators
- [monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
- [pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations.
@@ -588,7 +596,7 @@ _Tools of static analysis, linters and code quality checkers. Also see [awesome-
_Libraries for testing codebases and generating test data._
- Testing Frameworks
- Frameworks
- [hypothesis](https://github.com/HypothesisWorks/hypothesis) - Hypothesis is an advanced Quickcheck style property based testing library.
- [pytest](https://github.com/pytest-dev/pytest) - A mature full-featured Python testing tool.
- [robotframework](https://github.com/robotframework/robotframework) - A generic test automation framework.
@@ -599,7 +607,7 @@ _Libraries for testing codebases and generating test data._
- [tox](https://github.com/tox-dev/tox) - Auto builds and tests distributions in multiple Python versions
- GUI / Web Testing
- [locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python.
- [playwright](https://github.com/microsoft/playwright-python) - Python version of the Playwright testing and automation library.
- [playwright-python](https://github.com/microsoft/playwright-python) - Python version of the Playwright testing and automation library.
- [pyautogui](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
- [schemathesis](https://github.com/schemathesis/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
- [selenium](https://github.com/SeleniumHQ/selenium) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/).
@@ -737,11 +745,11 @@ _Tools and libraries for Virtual Networking and SDN (Software Defined Networking
**CLI & GUI**
## Command-line Interface Development
## CLI Development
_Libraries for building command-line applications._
- Command-line Application Development
- CLI Development
- [argparse](https://docs.python.org/3/library/argparse.html) - (Python standard library) Command-line option and argument parsing.
- [cement](https://github.com/datafolklabs/cement) - CLI Application Framework for Python.
- [click](https://github.com/pallets/click/) - A package for creating beautiful command line interfaces in a composable way.
@@ -756,7 +764,7 @@ _Libraries for building command-line applications._
- [textual](https://github.com/Textualize/textual) - A framework for building interactive user interfaces that run in the terminal and the browser.
- [tqdm](https://github.com/tqdm/tqdm) - Fast, extensible progress bar for loops and CLI.
## Command-line Tools
## CLI Tools
_Useful CLI-based tools for productivity._
@@ -834,11 +842,11 @@ _Libraries for parsing and manipulating plain texts._
_Libraries for working with HTML and XML._
- [beautifulsoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
- [cssutils](https://github.com/jaraco/cssutils) - A CSS library for Python.
- [justhtml](https://github.com/EmilStenstrom/justhtml/) - A pure Python HTML5 parser that just works.
- [lxml](https://github.com/lxml/lxml) - A very fast, easy-to-use and versatile library for handling HTML and XML.
- [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
- [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML.
- [tinycss2](https://github.com/Kozea/tinycss2) - A low-level CSS parser and generator written in Python.
- [xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON.
## File Format Processing
@@ -850,14 +858,14 @@ _Libraries for parsing and manipulating specific text formats._
- [kreuzberg](https://github.com/kreuzberg-dev/kreuzberg) - High-performance document extraction library with a Rust core, supporting 62+ formats including PDF, Office, images with OCR, HTML, email, and archives.
- [pyelftools](https://github.com/eliben/pyelftools) - Parsing and analyzing ELF files and DWARF debugging information.
- [tablib](https://github.com/jazzband/tablib) - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
- Office
- MS Office
- [docxtpl](https://github.com/elapouya/python-docx-template) - Editing a docx document by jinja2 template
- [openpyxl](https://openpyxl.readthedocs.io/en/stable/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
- [pyexcel](https://github.com/pyexcel/pyexcel) - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.
- [python-docx](https://github.com/python-openxml/python-docx) - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
- [python-pptx](https://github.com/scanny/python-pptx) - Python library for creating and updating PowerPoint (.pptx) files.
- [xlsxwriter](https://github.com/jmcnamara/XlsxWriter) - A Python module for creating Excel .xlsx files.
- [xlwings](https://github.com/ZoomerAnalytics/xlwings) - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
- [xlwings](https://github.com/xlwings/xlwings) - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
- PDF
- [pdf_oxide](https://github.com/yfedoseev/pdf_oxide) - A fast PDF library for text extraction, image extraction, and markdown conversion, powered by Rust.
- [pdfminer.six](https://github.com/pdfminer/pdfminer.six) - Pdfminer.six is a community maintained fork of the original PDFMiner.
@@ -891,14 +899,14 @@ _Libraries for file manipulation._
_Libraries for manipulating images._
- [pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
- [pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](https://www.pythonware.com/products/pil/) fork.
- [pymatting](https://github.com/pymatting/pymatting) - A library for alpha matting.
- [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies.
- [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
- [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
- [scikit-image](https://github.com/scikit-image/scikit-image) - A Python library for (scientific) image processing.
- [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
- [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
- [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](https://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
## Audio & Video Processing
@@ -1090,7 +1098,6 @@ Where to discover learning resources or new Python libraries.
- [Django Chat](https://djangochat.com/)
- [PyPodcats](https://pypodcats.live)
- [Python Bytes](https://pythonbytes.fm)
- [Python Test](https://podcast.pythontest.com/)
- [Talk Python To Me](https://talkpython.fm/)
- [The Real Python Podcast](https://realpython.com/podcasts/rpp/)
@@ -1100,4 +1107,4 @@ Your contributions are always welcome! Please take a look at the [contribution g
---
If you have any question about this opinionated list, do not hesitate to contact [@VintaChen](https://twitter.com/VintaChen) on Twitter.
If you have any question about this opinionated list, do not hesitate to contact [@vinta](https://x.com/vinta) on X (Twitter).