Awesome Python 
A curated list of awesome Python frameworks, libraries, software and resources.
Inspired by awesome-php.
- Awesome Python
- Admin Panels
 - Algorithms and Design Patterns
 - ASGI Servers
 - Asynchronous Programming
 - Audio
 - Authentication
 - Build Tools
 - Built-in Classes Enhancement
 - Caching
 - ChatOps Tools
 - CMS
 - Code Analysis
 - Command-line Interface Development
 - Command-line Tools
 - Compatibility
 - Computer Vision
 - Concurrency and Parallelism
 - Configuration
 - Cryptography
 - Data Analysis
 - Data Validation
 - Data Visualization
 - Database Drivers
 - Database
 - Date and Time
 - Debugging Tools
 - Deep Learning
 - DevOps Tools
 - Distributed Computing
 - Distribution
 - Documentation
 - Downloader
 - E-commerce
 - Editor Plugins and IDEs
 - Environment Management
 - Files
 - Foreign Function Interface
 - Forms
 - Functional Programming
 - Game Development
 - Geolocation
 - GUI Development
 - Hardware
 - HTML Manipulation
 - HTTP Clients
 - Image Processing
 - Implementations
 - Interactive Interpreter
 - Internationalization
 - Job Scheduler
 - Logging
 - Machine Learning
 - Miscellaneous
 - Natural Language Processing
 - Network Virtualization
 - News Feed
 - ORM
 - Package Management
 - Package Repositories
 - Permissions
 - Processes
 - Recommender Systems
 - Refactoring
 - RESTful API
 - Robotics
 - RPC Servers
 - Science
 - Search
 - Serialization
 - Serverless Frameworks
 - Specific Formats Processing
 - Static Site Generator
 - Tagging
 - Task Queues
 - Template Engine
 - Testing
 - Text Processing
 - Third-party APIs
 - URL Manipulation
 - Video
 - Web Asset Management
 - Web Content Extracting
 - Web Crawling
 - Web Frameworks
 - WebSocket
 - WSGI Servers
 
 - Resources
 - Contributing
 
Admin Panels
Libraries for administrative interfaces.
- ajenti - The admin panel your servers deserve.
 - django-grappelli - A jazzy skin for the Django Admin-Interface.
 - django-jet - Modern responsive template for the Django admin interface with improved functionality.
 - django-suit - Alternative Django Admin-Interface (free only for Non-commercial use).
 - django-xadmin - Drop-in replacement of Django admin comes with lots of goodies.
 - flask-admin - Simple and extensible administrative interface framework for Flask.
 - flower - Real-time monitor and web admin for Celery.
 - jet-bridge - Admin panel framework for any application with nice UI (ex Jet Django)
 - wooey - A Django app which creates automatic web UIs for Python scripts.
 
Algorithms and Design Patterns
Python implementation of data structures, algorithms and design patterns.
- Algorithms
- algorithms - Minimal examples of data structures and algorithms.
 - python-ds - A collection of data structure and algorithms for coding interviews.
 - sortedcontainers - Fast and pure-Python implementation of sorted collections.
 - TheAlgorithms - All Algorithms implemented in Python.
 
 - Design Patterns
- PyPattyrn - A simple yet effective library for implementing common design patterns.
 - python-patterns - A collection of design patterns in Python.
 - transitions - A lightweight, object-oriented finite state machine implementation.
 
 
ASGI Servers
ASGI-compatible web servers.
- daphne - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.
 - uvicorn - A lightning-fast ASGI server implementation, using uvloop and httptools.
 
Asynchronous Programming
- asyncio - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.
 - trio - A friendly library for async concurrency and I/O.
 - Twisted - An event-driven networking engine.
 - uvloop - Ultra fast asyncio event loop.
 
Audio
Libraries for manipulating audio and its metadata.
- Audio
- audioread - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
 - dejavu - Audio fingerprinting and recognition.
 - kapre - Keras Audio Preprocessors
 - librosa - Python library for audio and music analysis
 - matchering - A library for automated reference audio mastering.
 - mingus - An advanced music theory and notation package with MIDI file and playback support.
 - pyAudioAnalysis - Audio feature extraction, classification, segmentation and applications.
 - pydub - Manipulate audio with a simple and easy high level interface.
 - TimeSide - Open web audio processing framework.
 
 - Metadata
- beets - A music library manager and MusicBrainz tagger.
 - eyeD3 - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
 - mutagen - A Python module to handle audio metadata.
 - tinytag - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
 
 
Authentication
Libraries for implementing authentications schemes.
- OAuth
- authlib - JavaScript Object Signing and Encryption draft implementation.
 - django-allauth - Authentication app for Django that "just works."
 - django-oauth-toolkit - OAuth 2 goodies for Django.
 - oauthlib - A generic and thorough implementation of the OAuth request-signing logic.
 - python-oauth2 - A fully tested, abstract interface to creating OAuth clients and servers.
 - python-social-auth - An easy-to-setup social authentication mechanism.
 
 - JWT
- pyjwt - JSON Web Token implementation in Python.
 - python-jose - A JOSE implementation in Python.
 - python-jwt - A module for generating and verifying JSON Web Tokens.
 
 
Build Tools
Compile software from source code.
- BitBake - A make-like build tool for embedded Linux.
 - buildout - A build system for creating, assembling and deploying applications from multiple parts.
 - PlatformIO - A console tool to build code with different development platforms.
 - pybuilder - A continuous build tool written in pure Python.
 - SCons - A software construction tool.
 
Built-in Classes Enhancement
Libraries for enhancing Python built-in classes.
- attrs - Replacement for 
__init__,__eq__,__repr__, etc. boilerplate in class definitions. - bidict - Efficient, Pythonic bidirectional map data structures and related functionality..
 - Box - Python dictionaries with advanced dot notation access.
 - dataclasses - (Python standard library) Data classes.
 - DottedDict - A library that provides a method of accessing lists and dicts with a dotted path notation.
 
CMS
Content Management Systems.
- django-cms - An Open source enterprise CMS based on the Django.
 - feincms - One of the most advanced Content Management Systems built on Django.
 - indico - A feature-rich event management system, made @ CERN.
 - Kotti - A high-level, Pythonic web application framework built on Pyramid.
 - mezzanine - A powerful, consistent, and flexible content management platform.
 - plone - A CMS built on top of the open source application server Zope.
 - quokka - Flexible, extensible, small CMS powered by Flask and MongoDB.
 - wagtail - A Django content management system.
 
Caching
Libraries for caching data.
- beaker - A WSGI middleware for sessions and caching.
 - django-cache-machine - Automatic caching and invalidation for Django models.
 - django-cacheops - A slick ORM cache with automatic granular event-driven invalidation.
 - dogpile.cache - dogpile.cache is next generation replacement for Beaker made by same authors.
 - HermesCache - Python caching library with tag-based invalidation and dogpile effect prevention.
 - pylibmc - A Python wrapper around the libmemcached interface.
 - python-diskcache - SQLite and file backed cache backend with faster lookups than memcached and redis.
 
ChatOps Tools
Libraries for chatbot development.
- errbot - The easiest and most popular chatbot to implement ChatOps.
 
Code Analysis
Tools of static analysis, linters and code quality checkers. Also see awesome-static-analysis.
- Code Analysis
- coala - Language independent and easily extendable code analysis application.
 - code2flow - Turn your Python and JavaScript code into DOT flowcharts.
 - prospector - A tool to analyse Python code.
 - pycallgraph - A library that visualises the flow (call graph) of your Python application.
 - vulture - A tool for finding and analysing dead Python code.
 
 - Code Linters
- flake8 - A wrapper around 
pycodestyle,pyflakesand McCabe. - isort - A Python utility / library to sort imports.
 - pylama - A code audit tool for Python and JavaScript.
 - pylint - A fully customizable source code analyzer.
 - wemake-python-styleguide - The strictest and most opinionated python linter ever.
 
 - flake8 - A wrapper around 
 - Code Formatters
 - Static Type Checkers, also see awesome-python-typing
- mypy - Check variable types during compile time.
 - pyre-check - Performant type checking.
 - typeshed - Collection of library stubs for Python, with static types.
 
 - Static Type Annotations Generators
- MonkeyType - A system for Python that generates static type annotations by collecting runtime types
 
 
Command-line Interface Development
Libraries for building command-line applications.
- Command-line Application Development
- cement - CLI Application Framework for Python.
 - click - A package for creating beautiful command line interfaces in a composable way.
 - cliff - A framework for creating command-line programs with multi-level commands.
 - docopt - Pythonic command line arguments parser.
 - python-fire - A library for creating command line interfaces from absolutely any Python object.
 - python-prompt-toolkit - A library for building powerful interactive command lines.
 
 - Terminal Rendering
- alive-progress - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
 - asciimatics - A package to create full-screen text UIs (from interactive forms to ASCII animations).
 - bashplotlib - Making basic plots in the terminal.
 - colorama - Cross-platform colored terminal text.
 - rich - Python library for rich text and beautiful formatting in the terminal. Also provides a great 
RichHandlerlog handler. - tqdm - Fast, extensible progress bar for loops and CLI.
 
 
Command-line Tools
Useful CLI-based tools for productivity.
- Productivity Tools
- cookiecutter - A command-line utility that creates projects from cookiecutters (project templates).
 - doitlive - A tool for live presentations in the terminal.
 - howdoi - Instant coding answers via the command line.
 - Invoke - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
 - PathPicker - Select files out of bash output.
 - percol - Adds flavor of interactive selection to the traditional pipe concept on UNIX.
 - thefuck - Correcting your previous console command.
 - tmuxp - A tmux session manager.
 - try - A dead simple CLI to try out python packages - it's never been easier.
 
 - CLI Enhancements
- httpie - A command line HTTP client, a user-friendly cURL replacement.
 - iredis - Redis CLI with autocompletion and syntax highlighting.
 - kube-shell - An integrated shell for working with the Kubernetes CLI.
 - litecli - SQLite CLI with autocompletion and syntax highlighting.
 - mycli - MySQL CLI with autocompletion and syntax highlighting.
 - pgcli - PostgreSQL CLI with autocompletion and syntax highlighting.
 - saws - A Supercharged aws-cli.
 
 
Compatibility
Libraries for migrating from Python 2 to 3.
- python-future - The missing compatibility layer between Python 2 and Python 3.
 - python-modernize - Modernizes Python code for eventual Python 3 migration.
 - six - Python 2 and 3 compatibility utilities.
 
Computer Vision
Libraries for Computer Vision.
- EasyOCR - Ready-to-use OCR with 40+ languages supported.
 - Kornia - Open Source Differentiable Computer Vision Library for PyTorch.
 - OpenCV - Open Source Computer Vision Library.
 - pytesseract - A wrapper for Google Tesseract OCR.
 - SimpleCV - An open source framework for building computer vision applications.
 - tesserocr - Another simple, Pillow-friendly, wrapper around the 
tesseract-ocrAPI for OCR. 
Concurrency and Parallelism
Libraries for concurrent and parallel execution. Also see awesome-asyncio.
- concurrent.futures - (Python standard library) A high-level interface for asynchronously executing callables.
 - eventlet - Asynchronous framework with WSGI support.
 - gevent - A coroutine-based Python networking library that uses greenlet.
 - multiprocessing - (Python standard library) Process-based parallelism.
 - scoop - Scalable Concurrent Operations in Python.
 - uvloop - Ultra fast implementation of 
asyncioevent loop on top oflibuv. 
Configuration
Libraries for storing and parsing configuration options.
- configobj - INI file parser with validation.
 - configparser - (Python standard library) INI file parser.
 - hydra - Hydra is a framework for elegantly configuring complex applications.
 - profig - Config from multiple formats with value conversion.
 - python-decouple - Strict separation of settings from code.
 
Cryptography
- cryptography - A package designed to expose cryptographic primitives and recipes to Python developers.
 - paramiko - The leading native Python SSHv2 protocol library.
 - passlib - Secure password storage/hashing library, very high level.
 - pynacl - Python binding to the Networking and Cryptography (NaCl) library.
 
Data Analysis
Libraries for data analyzing.
- AWS Data Wrangler - Pandas on AWS.
 - Blaze - NumPy and Pandas interface to Big Data.
 - Open Mining - Business Intelligence (BI) in Pandas interface.
 - Optimus - Agile Data Science Workflows made easy with PySpark.
 - Orange - Data mining, data visualization, analysis and machine learning through visual programming or scripts.
 - Pandas - A library providing high-performance, easy-to-use data structures and data analysis tools.
 
Data Validation
Libraries for validating data. Used for forms in many cases.
- Cerberus - A lightweight and extensible data validation library.
 - colander - Validating and deserializing data obtained via XML, JSON, an HTML form post.
 - jsonschema - An implementation of JSON Schema for Python.
 - schema - A library for validating Python data structures.
 - Schematics - Data Structure Validation.
 - valideer - Lightweight extensible data validation and adaptation library.
 - voluptuous - A Python data validation library.
 
Data Visualization
Libraries for visualizing data. Also see awesome-javascript.
- Altair - Declarative statistical visualization library for Python.
 - Bokeh - Interactive Web Plotting for Python.
 - bqplot - Interactive Plotting Library for the Jupyter Notebook
 - Cartopy - A cartographic python library with matplotlib support
 - Dash - Built on top of Flask, React and Plotly aimed at analytical web applications.
 - diagrams - Diagram as Code.
 - Matplotlib - A Python 2D plotting library.
 - plotnine - A grammar of graphics for Python based on ggplot2.
 - Pygal - A Python SVG Charts Creator.
 - PyGraphviz - Python interface to Graphviz.
 - PyQtGraph - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
 - Seaborn - Statistical data visualization using Matplotlib.
 - VisPy - High-performance scientific visualization based on OpenGL.
 
Database
Databases implemented in Python.
- pickleDB - A simple and lightweight key-value store for Python.
 - tinydb - A tiny, document-oriented database.
 - ZODB - A native object database for Python. A key-value and object graph database.
 
Database Drivers
Libraries for connecting and operating databases.
- MySQL - awesome-mysql
- mysqlclient - MySQL connector with Python 3 support (mysql-python fork).
 - PyMySQL - A pure Python MySQL driver compatible to mysql-python.
 
 - PostgreSQL - awesome-postgres
 - Other Relational Databases
- pymssql - A simple database interface to Microsoft SQL Server.
 - SuperSQLite - A supercharged SQLite library built on top of apsw.
 
 - NoSQL Databases
- cassandra-driver - The Python Driver for Apache Cassandra.
 - happybase - A developer-friendly library for Apache HBase.
 - kafka-python - The Python client for Apache Kafka.
 - py2neo - A client library and toolkit for working with Neo4j.
 - pymongo - The official Python client for MongoDB.
 - redis-py - The Python client for Redis.
 
 - Asynchronous Clients
- motor - The async Python driver for MongoDB.
 
 
Date and Time
Libraries for working with dates and times.
- Arrow - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
 - Chronyk - A Python 3 library for parsing human-written times and dates.
 - dateutil - Extensions to the standard Python datetime module.
 - delorean - A library for clearing up the inconvenient truths that arise dealing with datetimes.
 - maya - Datetimes for Humans.
 - moment - A Python library for dealing with dates/times. Inspired by Moment.js.
 - Pendulum - Python datetimes made easy.
 - PyTime - An easy-to-use Python module which aims to operate date/time/datetime by string.
 - pytz - World timezone definitions, modern and historical. Brings the tz database into Python.
 - when.py - Providing user-friendly functions to help perform common date and time actions.
 
Debugging Tools
Libraries for debugging code.
- pdb-like Debugger
 - Tracing
- lptrace - strace for Python programs.
 - manhole - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt.
 - pyringe - Debugger capable of attaching to and injecting code into Python processes.
 - python-hunter - A flexible code tracing toolkit.
 
 - Profiler
- line_profiler - Line-by-line profiling.
 - memory_profiler - Monitor Memory usage of Python code.
 - profiling - An interactive Python profiler.
 - py-spy - A sampling profiler for Python programs. Written in Rust.
 - pyflame - A ptracing profiler For Python.
 - vprof - Visual Python profiler.
 
 - Others
- django-debug-toolbar - Display various debug information for Django.
 - django-devserver - A drop-in replacement for Django's runserver.
 - flask-debugtoolbar - A port of the django-debug-toolbar to flask.
 - icecream - Inspect variables, expressions, and program execution with a single, simple function call.
 - pyelftools - Parsing and analyzing ELF files and DWARF debugging information.
 
 
Deep Learning
Frameworks for Neural Networks and Deep Learning. Also see awesome-deep-learning.
- caffe - A fast open framework for deep learning..
 - keras - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
 - mxnet - A deep learning framework designed for both efficiency and flexibility.
 - pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
 - SerpentAI - Game agent framework. Use any video game as a deep learning sandbox.
 - tensorflow - The most popular Deep Learning framework created by Google.
 - Theano - A library for fast numerical computation.
 
DevOps Tools
Software and libraries for DevOps.
- Configuration Management
- ansible - A radically simple IT automation platform.
 - cloudinit - A multi-distribution package that handles early initialization of a cloud instance.
 - OpenStack - Open source software for building private and public clouds.
 - pyinfra - A versatile CLI tools and python libraries to automate infrastructure.
 - saltstack - Infrastructure automation and management system.
 
 - SSH-style Deployment
 - Process Management
- honcho - A Python clone of Foreman, for managing Procfile-based applications.
 - supervisor - Supervisor process control system for UNIX.
 
 - Monitoring
- psutil - A cross-platform process and system utilities module.
 
 - Backup
- BorgBackup - A deduplicating archiver with compression and encryption.
 
 - Others
- docker-compose - Fast, isolated development environments using Docker.
 
 
Distributed Computing
Frameworks and libraries for Distributed Computing.
- Batch Processing
- dask - A flexible parallel computing library for analytic computing.
 - luigi - A module that helps you build complex pipelines of batch jobs.
 - mrjob - Run MapReduce jobs on Hadoop or Amazon Web Services.
 - PySpark - Apache Spark Python API.
 - Ray - A system for parallel and distributed Python that unifies the machine learning ecosystem.
 
 - Stream Processing
- faust - A stream processing library, porting the ideas from Kafka Streams to Python.
 - streamparse - Run Python code against real-time streams of data via Apache Storm.
 
 
Distribution
Libraries to create packaged executables for release distribution.
- dh-virtualenv - Build and distribute a virtualenv as a Debian package.
 - Nuitka - Compile scripts, modules, packages to an executable or extension module.
 - py2app - Freezes Python scripts (Mac OS X).
 - py2exe - Freezes Python scripts (Windows).
 - pyarmor - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
 - PyInstaller - Converts Python programs into stand-alone executables (cross-platform).
 - pynsist - A tool to build Windows installers, installers bundle Python itself.
 - shiv - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.
 
Documentation
Libraries for generating project documentation.
- sphinx - Python Documentation generator.
 - pdoc - Epydoc replacement to auto generate API documentation for Python libraries.
 - pycco - The literate-programming-style documentation generator.
 
Downloader
Libraries for downloading.
- akshare - A financial data interface library, built for human beings!
 - s3cmd - A command line tool for managing Amazon S3 and CloudFront.
 - s4cmd - Super S3 command line tool, good for higher performance.
 - you-get - A YouTube/Youku/Niconico video downloader written in Python 3.
 - youtube-dl - A small command-line program to download videos from YouTube.
 
E-commerce
Frameworks and libraries for e-commerce and payments.
- alipay - Unofficial Alipay API for Python.
 - Cartridge - A shopping cart app built using the Mezzanine.
 - django-oscar - An open-source e-commerce framework for Django.
 - django-shop - A Django based shop system.
 - forex-python - Foreign exchange rates, Bitcoin price index and currency conversion.
 - merchant - A Django app to accept payments from various payment processors.
 - money - 
Moneyclass with optional CLDR-backed locale-aware formatting and an extensible currency exchange. - python-currencies - Display money format and its filthy currencies.
 - saleor - An e-commerce storefront for Django.
 - shoop - An open source E-Commerce platform based on Django.
 
Editor Plugins and IDEs
- Emacs
- elpy - Emacs Python Development Environment.
 
 - Sublime Text
- anaconda - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.
 - SublimeJEDI - A Sublime Text plugin to the awesome auto-complete library Jedi.
 
 - Vim
- jedi-vim - Vim bindings for the Jedi auto-completion library for Python.
 - python-mode - An all in one plugin for turning Vim into a Python IDE.
 - YouCompleteMe - Includes Jedi-based completion engine for Python.
 
 - Visual Studio
- PTVS - Python Tools for Visual Studio.
 
 - Visual Studio Code
- Python - The official VSCode extension with rich support for Python.
 
 - IDE
 
Libraries for sending and parsing email.
- Mail Servers
 - Clients
 - Others
 
Environment Management
Libraries for Python version and virtual environment management.
- pyenv - Simple Python version management.
 - virtualenv - A tool to create isolated Python environments.
 
Files
Libraries for file manipulation and MIME type detection.
- mimetypes - (Python standard library) Map filenames to MIME types.
 - path.py - A module wrapper for os.path.
 - pathlib - (Python standard library) An cross-platform, object-oriented path library.
 - PyFilesystem2 - Python's filesystem abstraction layer.
 - python-magic - A Python interface to the libmagic file type identification library.
 - Unipath - An object-oriented approach to file/directory operations.
 - watchdog - API and shell utilities to monitor file system events.
 
Foreign Function Interface
Libraries for providing foreign function interface.
- cffi - Foreign Function Interface for Python calling C code.
 - ctypes - (Python standard library) Foreign Function Interface for Python calling C code.
 - PyCUDA - A Python wrapper for Nvidia's CUDA API.
 - SWIG - Simplified Wrapper and Interface Generator.
 
Forms
Libraries for working with forms.
- Deform - Python HTML form generation library influenced by the formish form generation library.
 - django-bootstrap3 - Bootstrap 3 integration with Django.
 - django-bootstrap4 - Bootstrap 4 integration with Django.
 - django-crispy-forms - A Django app which lets you create beautiful forms in a very elegant and DRY way.
 - django-remote-forms - A platform independent Django form serializer.
 - WTForms - A flexible forms validation and rendering library.
 
Functional Programming
Functional Programming with Python.
- Coconut - A variant of Python built for simple, elegant, Pythonic functional programming.
 - CyToolz - Cython implementation of 
Toolz: High performance functional utilities. - fn.py - Functional programming in Python: implementation of missing features to enjoy FP.
 - funcy - A fancy and practical functional tools.
 - more-itertools - More routines for operating on iterables, beyond 
itertools. - returns - A set of type-safe monads, tranformers, and composition utilities.
 - Toolz - A collection of functional utilities for iterators, functions, and dictionaries.
 
GUI Development
Libraries for working with graphical user interface applications.
- curses - Built-in wrapper for ncurses used to create terminal GUI applications.
 - Eel - A library for making simple Electron-like offline HTML/JS GUI apps.
 - enaml - Creating beautiful user-interfaces with Declarative Syntax like QML.
 - Flexx - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
 - Gooey - Turn command line programs into a full GUI application with one line.
 - kivy - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
 - pyglet - A cross-platform windowing and multimedia library for Python.
 - PyGObject - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
 - PyQt - Python bindings for the Qt cross-platform application and UI framework.
 - PySimpleGUI - Wrapper for tkinter, Qt, WxPython and Remi.
 - pywebview - A lightweight cross-platform native wrapper around a webview component.
 - Tkinter - Tkinter is Python's de-facto standard GUI package.
 - Toga - A Python native, OS native GUI toolkit.
 - urwid - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
 - wxPython - A blending of the wxWidgets C++ class library with the Python.
 
GraphQL
Libraries for working with GraphQL.
- tartiflette-aiohttp - An 
aiohttp-based wrapper for Tartiflette to expose GraphQL APIs over HTTP. - tartiflette-asgi - ASGI support for the Tartiflette GraphQL engine.
 - tartiflette - SDL-first GraphQL engine implementation for Python 3.6+ and asyncio.
 
Game Development
Awesome game development libraries.
- Arcade - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
 - Cocos2d - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.
 - Harfang3D - Python framework for 3D, VR and game development.
 - Panda3D - 3D game engine developed by Disney.
 - Pygame - Pygame is a set of Python modules designed for writing games.
 - PyOgre - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
 - PyOpenGL - Python ctypes bindings for OpenGL and it's related APIs.
 - PySDL2 - A ctypes based wrapper for the SDL2 library.
 - RenPy - A Visual Novel engine.
 
Geolocation
Libraries for geocoding addresses and working with latitudes and longitudes.
- django-countries - A Django app that provides a country field for models and forms.
 - GeoDjango - A world-class geographic web framework.
 - GeoIP - Python API for MaxMind GeoIP Legacy Database.
 - geojson - Python bindings and utilities for GeoJSON.
 - geopy - Python Geocoding Toolbox.
 - pygeoip - Pure Python GeoIP API.
 
HTML Manipulation
Libraries for working with HTML and XML.
- BeautifulSoup - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
 - bleach - A whitelist-based HTML sanitization and text linkification library.
 - cssutils - A CSS library for Python.
 - html5lib - A standards-compliant library for parsing and serializing HTML documents and fragments.
 - lxml - A very fast, easy-to-use and versatile library for handling HTML and XML.
 - MarkupSafe - Implements a XML/HTML/XHTML Markup safe string for Python.
 - pyquery - A jQuery-like library for parsing HTML.
 - untangle - Converts XML documents to Python objects for easy access.
 - WeasyPrint - A visual rendering engine for HTML and CSS that can export to PDF.
 - xmldataset - Simple XML Parsing.
 - xmltodict - Working with XML feel like you are working with JSON.
 
HTTP Clients
Libraries for working with HTTP.
- grequests - requests + gevent for asynchronous HTTP requests.
 - httplib2 - Comprehensive HTTP client library.
 - httpx - A next generation HTTP client for Python.
 - requests - HTTP Requests for Humans.
 - treq - Python requests like API built on top of Twisted's HTTP client.
 - urllib3 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
 
Hardware
Libraries for programming with hardware.
- ino - Command line toolkit for working with Arduino.
 - keyboard - Hook and simulate global keyboard events on Windows and Linux.
 - mouse - Hook and simulate global mouse events on Windows and Linux.
 - Pingo - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc.
 - PyUserInput - A module for cross-platform control of the mouse and keyboard.
 - scapy - A brilliant packet manipulation library.
 - wifi - A Python library and command line tool for working with WiFi on Linux.
 
Image Processing
Libraries for manipulating images.
- hmap - Image histogram remapping.
 - imgSeek - A project for searching a collection of images using visual similarity.
 - nude.py - Nudity detection.
 - pagan - Retro identicon (Avatar) generation based on input string and hash.
 - pillow - Pillow is the friendly PIL fork.
 - pyBarcode - Create barcodes in Python without needing PIL.
 - pygram - Instagram-like image filters.
 - PyMatting - A library for alpha matting.
 - python-qrcode - A pure Python QR Code generator.
 - pyvips - A fast image processing library with low memory needs.
 - Quads - Computer art based on quadtrees.
 - scikit-image - A Python library for (scientific) image processing.
 - thumbor - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
 - wand - Python bindings for MagickWand, C API for ImageMagick.
 
Implementations
Implementations of Python.
- CLPython - Implementation of the Python programming language written in Common Lisp.
 - CPython - Default, most widely used implementation of the Python programming language written in C.
 - Cython - Optimizing Static Compiler for Python.
 - Grumpy - More compiler than interpreter as more powerful CPython2.7 replacement (alpha).
 - IronPython - Implementation of the Python programming language written in C#.
 - Jython - Implementation of Python programming language written in Java for the JVM.
 - MicroPython - A lean and efficient Python programming language implementation.
 - Numba - Python JIT compiler to LLVM aimed at scientific Python.
 - PeachPy - x86-64 assembler embedded in Python.
 - Pyjion - A JIT for Python based upon CoreCLR.
 - PyPy - A very fast and compliant implementation of the Python language.
 - Pyston - A Python implementation using JIT techniques.
 - Stackless Python - An enhanced version of the Python programming language.
 
Interactive Interpreter
Interactive Python interpreters (REPL).
- bpython - A fancy interface to the Python interpreter.
 - Jupyter Notebook (IPython) - A rich toolkit to help you make the most out of using Python interactively.
 - ptpython - Advanced Python REPL built on top of the python-prompt-toolkit.
 
Internationalization
Libraries for working with i18n.
- Babel - An internationalization library for Python.
 - PyICU - A wrapper of International Components for Unicode C++ library (ICU).
 
Job Scheduler
Libraries for scheduling jobs.
- Airflow - Airflow is a platform to programmatically author, schedule and monitor workflows.
 - APScheduler - A light but powerful in-process task scheduler that lets you schedule functions.
 - django-schedule - A calendaring app for Django.
 - doit - A task runner and build tool.
 - gunnery - Multipurpose task execution tool for distributed systems with web-based interface.
 - Joblib - A set of tools to provide lightweight pipelining in Python.
 - Plan - Writing crontab file in Python like a charm.
 - schedule - Python job scheduling for humans.
 - Spiff - A powerful workflow engine implemented in pure Python.
 - TaskFlow - A Python library that helps to make task execution easy, consistent and reliable.
 
Logging
Libraries for generating and working with logs.
- logbook - Logging replacement for Python.
 - logging - (Python standard library) Logging facility for Python.
 - loguru - Library which aims to bring enjoyable logging in Python.
 - sentry-python - Sentry SDK for Python.
 - structlog - Structured logging made easy.
 
Machine Learning
Libraries for Machine Learning. Also see awesome-machine-learning.
- H2O - Open Source Fast Scalable Machine Learning Platform.
 - Metrics - Machine learning evaluation metrics.
 - NuPIC - Numenta Platform for Intelligent Computing.
 - scikit-learn - The most popular Python library for Machine Learning.
 - Spark ML - Apache Spark's scalable Machine Learning library.
 - vowpal_porpoise - A lightweight Python wrapper for Vowpal Wabbit.
 - xgboost - A scalable, portable, and distributed gradient boosting library.
 
Microsoft Windows
Python programming on Microsoft Windows.
- Python(x,y) - Scientific-applications-oriented Python Distribution based on Qt and Spyder.
 - pythonlibs - Unofficial Windows binaries for Python extension packages.
 - PythonNet - Python Integration with the .NET Common Language Runtime (CLR).
 - PyWin32 - Python Extensions for Windows.
 - WinPython - Portable development environment for Windows 7/8.
 
Miscellaneous
Useful libraries or tools that don't fit in the categories above.
- blinker - A fast Python in-process signal/event dispatching system.
 - boltons - A set of pure-Python utilities.
 - itsdangerous - Various helpers to pass trusted data to untrusted environments.
 - pluginbase - A simple but flexible plugin system for Python.
 - tryton - A general purpose business framework.
 
Natural Language Processing
Libraries for working with human languages.
- General
- gensim - Topic Modeling for Humans.
 - langid.py - Stand-alone language identification system.
 - nltk - A leading platform for building Python programs to work with human language data.
 - pattern - A web mining module.
 - polyglot - Natural language pipeline supporting hundreds of languages.
 - pytext - A natural language modeling framework based on PyTorch.
 - PyTorch-NLP - A toolkit enabling rapid deep learning NLP prototyping for research.
 - spacy - A library for industrial-strength natural language processing in Python and Cython.
 - Stanza - The Stanford NLP Group's official Python library, supporting 60+ languages.
 
 - Chinese
- funNLP - A collection of tools and datasets for Chinese NLP.
 - jieba - The most popular Chinese text segmentation library.
 - pkuseg-python - A toolkit for Chinese word segmentation in various domains.
 - snownlp - A library for processing Chinese text.
 
 
Network Virtualization
Tools and libraries for Virtual Networking and SDN (Software Defined Networking).
- mininet - A popular network emulator and API written in Python.
 - napalm - Cross-vendor API to manipulate network devices.
 - pox - A Python-based SDN control applications, such as OpenFlow SDN controllers.
 
News Feed
Libraries for building user's activities.
- django-activity-stream - Generating generic activity streams from the actions on your site.
 - Stream Framework - Building news feed and notification systems using Cassandra and Redis.
 
ORM
Libraries that implement Object-Relational Mapping or data mapping techniques.
- Relational Databases
- Django Models - The Django ORM.
 - SQLAlchemy - The Python SQL Toolkit and Object Relational Mapper.
 - dataset - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
 - orator - The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
 - orm - An async ORM.
 - peewee - A small, expressive ORM.
 - pony - ORM that provides a generator-oriented interface to SQL.
 - pydal - A pure Python Database Abstraction Layer.
 
 - NoSQL Databases
- hot-redis - Rich Python data types for Redis.
 - mongoengine - A Python Object-Document-Mapper for working with MongoDB.
 - PynamoDB - A Pythonic interface for Amazon DynamoDB.
 - redisco - A Python Library for Simple Models and Containers Persisted in Redis.
 
 
Package Management
Libraries for package and dependency management.
- pip - The package installer for Python.
 - conda - Cross-platform, Python-agnostic binary package manager.
 - poetry - Python dependency management and packaging made easy.
 
Package Repositories
Local PyPI repository server and proxies.
- bandersnatch - PyPI mirroring tool provided by Python Packaging Authority (PyPA).
 - devpi - PyPI server and packaging/testing/release tool.
 - localshop - Local PyPI server (custom packages and auto-mirroring of pypi).
 - warehouse - Next generation Python Package Repository (PyPI).
 
Permissions
Libraries that allow or deny users access to data or functionality.
- django-guardian - Implementation of per object permissions for Django 1.2+
 - django-rules - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
 
Processes
Libraries for starting and communicating with OS processes.
- delegator.py - Subprocesses for Humans 2.0.
 - sarge - Yet another wrapper for subprocess.
 - sh - A full-fledged subprocess replacement for Python.
 
Recommender Systems
Libraries for building recommender systems.
- annoy - Approximate Nearest Neighbors in C++/Python optimized for memory usage.
 - fastFM - A library for Factorization Machines.
 - implicit - A fast Python implementation of collaborative filtering for implicit datasets.
 - libffm - A library for Field-aware Factorization Machine (FFM).
 - lightfm - A Python implementation of a number of popular recommendation algorithms.
 - spotlight - Deep recommender models using PyTorch.
 - Surprise - A scikit for building and analyzing recommender systems.
 - tensorrec - A Recommendation Engine Framework in TensorFlow.
 
Refactoring
Refactoring tools and libraries for Python
- Bicycle Repair Man - Bicycle Repair Man, a refactoring tool for Python.
 - Bowler - Safe code refactoring for modern Python.
 - Rope - Rope is a python refactoring library.
 
RESTful API
Libraries for building RESTful APIs.
- Django
- django-rest-framework - A powerful and flexible toolkit to build web APIs.
 - django-tastypie - Creating delicious APIs for Django apps.
 
 - Flask
- eve - REST API framework powered by Flask, MongoDB and good intentions.
 - flask-api - Browsable Web APIs for Flask.
 - flask-restful - Quickly building REST APIs for Flask.
 
 - Pyramid
- cornice - A RESTful framework for Pyramid.
 
 - Framework agnostic
- apistar - A smart Web API framework, designed for Python 3.
 - falcon - A high-performance framework for building cloud APIs and web app backends.
 - fastapi - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
 - hug - A Python 3 framework for cleanly exposing APIs.
 - sandman2 - Automated REST APIs for existing database-driven systems.
 - sanic - A Python 3.6+ web server and web framework that's written to go fast.
 - vibora - Fast, efficient and asynchronous Web framework inspired by Flask.
 
 
Robotics
Libraries for robotics.
- PythonRobotics - This is a compilation of various robotics algorithms with visualizations.
 - rospy - This is a library for ROS (Robot Operating System).
 
RPC Servers
RPC-compatible servers.
- RPyC (Remote Python Call) - A transparent and symmetric RPC library for Python
 - zeroRPC - zerorpc is a flexible RPC implementation based on ZeroMQ and MessagePack.
 
Science
Libraries for scientific computing. Also see Python-for-Scientists.
- astropy - A community Python library for Astronomy.
 - bcbio-nextgen - Providing best-practice pipelines for fully automated high throughput sequencing analysis.
 - bccb - Collection of useful code related to biological analysis.
 - Biopython - Biopython is a set of freely available tools for biological computation.
 - cclib - A library for parsing and interpreting the results of computational chemistry packages.
 - Colour - Implementing a comprehensive number of colour theory transformations and algorithms.
 - Karate Club - Unsupervised machine learning toolbox for graph structured data.
 - NetworkX - A high-productivity software for complex networks.
 - NIPY - A collection of neuroimaging toolkits.
 - NumPy - A fundamental package for scientific computing with Python.
 - ObsPy - A Python toolbox for seismology.
 - Open Babel - A chemical toolbox designed to speak the many languages of chemical data.
 - PyDy - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
 - PyMC - Markov Chain Monte Carlo sampling toolkit.
 - QuTiP - Quantum Toolbox in Python.
 - RDKit - Cheminformatics and Machine Learning Software.
 - SciPy - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
 - SimPy - A process-based discrete-event simulation framework.
 - statsmodels - Statistical modeling and econometrics in Python.
 - SymPy - A Python library for symbolic mathematics.
 - Zipline - A Pythonic algorithmic trading library.
 
Search
Libraries and software for indexing and performing search queries on data.
- django-haystack - Modular search for Django.
 - elasticsearch-dsl-py - The official high-level Python client for Elasticsearch.
 - elasticsearch-py - The official low-level Python client for Elasticsearch.
 - pysolr - A lightweight Python wrapper for Apache Solr.
 - whoosh - A fast, pure Python search engine library.
 
Serialization
Libraries for serializing complex data types
- marshmallow - A lightweight library for converting complex objects to and from simple Python datatypes.
 - pysimdjson - A Python bindings for simdjson.
 - python-rapidjson - A Python wrapper around RapidJSON.
 - ultrajson - A fast JSON decoder and encoder written in C with Python bindings.
 
Serverless Frameworks
Frameworks for developing serverless Python code.
- python-lambda - A toolkit for developing and deploying Python code in AWS Lambda.
 - Zappa - A tool for deploying WSGI applications on AWS Lambda and API Gateway.
 
Specific Formats Processing
Libraries for parsing and manipulating specific text formats.
- General
- tablib - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
 
 - Office
- docxtpl - Editing a docx document by jinja2 template
 - openpyxl - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
 - pyexcel - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.
 - python-docx - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
 - python-pptx - Python library for creating and updating PowerPoint (.pptx) files.
 - unoconv - Convert between any document format supported by LibreOffice/OpenOffice.
 - XlsxWriter - A Python module for creating Excel .xlsx files.
 - xlwings - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
 - xlwt / xlrd - Writing and reading data and formatting information from Excel files.
 
 - Markdown
- Mistune - Fastest and full featured pure Python parsers of Markdown.
 - Python-Markdown - A Python implementation of John Gruber’s Markdown.
 
 - YAML
- PyYAML - YAML implementations for Python.
 
 - CSV
- csvkit - Utilities for converting to and working with CSV.
 
 - Archive
- unp - A command line tool that can unpack archives easily.
 
 
Static Site Generator
Static site generator is a software that takes some text + templates as input and produces HTML files on the output.
- lektor - An easy to use static CMS and blog engine.
 - mkdocs - Markdown friendly documentation generator.
 - nikola - A static website and blog generator.
 - pelican - Static site generator that supports Markdown and reST syntax.
 
Tagging
Libraries for tagging items.
- django-taggit - Simple tagging for Django.
 
Task Queues
Libraries for working with task queues.
- celery - An asynchronous task queue/job queue based on distributed message passing.
 - huey - Little multi-threaded task queue.
 - mrq - A distributed worker task queue in Python using Redis & gevent.
 - rq - Simple job queues for Python.
 
Template Engine
Libraries and tools for templating and lexing.
- Genshi - Python templating toolkit for generation of web-aware output.
 - Jinja2 - A modern and designer friendly templating language.
 - Mako - Hyperfast and lightweight templating for the Python platform.
 
Testing
Libraries for testing codebases and generating test data.
- Testing Frameworks
- hypothesis - Hypothesis is an advanced Quickcheck style property based testing library.
 - nose2 - The successor to 
nose, based on `unittest2. - pytest - A mature full-featured Python testing tool.
 - Robot Framework - A generic test automation framework.
 - unittest - (Python standard library) Unit testing framework.
 
 - Test Runners
 - GUI / Web Testing
- locust - Scalable user load testing tool written in Python.
 - PyAutoGUI - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
 - Schemathesis - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
 - Selenium - Python bindings for Selenium WebDriver.
 - sixpack - A language-agnostic A/B Testing framework.
 - splinter - Open source tool for testing web applications.
 
 - Mock
- doublex - Powerful test doubles framework for Python.
 - freezegun - Travel through time by mocking the datetime module.
 - httmock - A mocking library for requests for Python 2.6+ and 3.2+.
 - httpretty - HTTP request mock tool for Python.
 - mock - (Python standard library) A mocking and patching library.
 - mocket - A socket mock framework with gevent/asyncio/SSL support.
 - responses - A utility library for mocking out the requests Python library.
 - VCR.py - Record and replay HTTP interactions on your tests.
 
 - Object Factories
- factory_boy - A test fixtures replacement for Python.
 - mixer - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc.
 - model_mommy - Creating random fixtures for testing in Django.
 
 - Code Coverage
- coverage - Code coverage measurement.
 
 - Fake Data
 
Text Processing
Libraries for parsing and manipulating plain texts.
- General
- chardet - Python 2/3 compatible character encoding detector.
 - difflib - (Python standard library) Helpers for computing deltas.
 - ftfy - Makes Unicode text less broken and more consistent automagically.
 - fuzzywuzzy - Fuzzy String Matching.
 - Levenshtein - Fast computation of Levenshtein distance and string similarity.
 - pangu.py - Paranoid text spacing.
 - pyfiglet - An implementation of figlet written in Python.
 - pypinyin - Convert Chinese hanzi (漢字) to pinyin (拼音).
 - textdistance - Compute distance between sequences with 30+ algorithms.
 - unidecode - ASCII transliterations of Unicode text.
 
 - Slugify
- awesome-slugify - A Python slugify library that can preserve unicode.
 - python-slugify - A Python slugify library that translates unicode to ASCII.
 - unicode-slugify - A slugifier that generates unicode slugs with Django as a dependency.
 
 - Unique identifiers
 - Parser
- ply - Implementation of lex and yacc parsing tools for Python.
 - pygments - A generic syntax highlighter.
 - pyparsing - A general purpose framework for generating parsers.
 - python-nameparser - Parsing human names into their individual components.
 - python-phonenumbers - Parsing, formatting, storing and validating international phone numbers.
 - python-user-agents - Browser user agent parser.
 - sqlparse - A non-validating SQL parser.
 
 
Third-party APIs
Libraries for accessing third party services APIs. Also see List of Python API Wrappers and Libraries.
- apache-libcloud - One Python library for all clouds.
 - boto3 - Python interface to Amazon Web Services.
 - django-wordpress - WordPress models and views for Django.
 - facebook-sdk - Facebook Platform Python SDK.
 - google-api-python-client - Google APIs Client Library for Python.
 - gspread - Google Spreadsheets Python API.
 - twython - A Python wrapper for the Twitter API.
 
URL Manipulation
Libraries for parsing URLs.
- furl - A small Python library that makes parsing and manipulating URLs easy.
 - purl - A simple, immutable URL class with a clean API for interrogation and manipulation.
 - pyshorteners - A pure Python URL shortening lib.
 - webargs - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
 
Video
Libraries for manipulating video and GIFs.
- moviepy - A module for script-based movie editing with many formats, including animated GIFs.
 - scikit-video - Video processing routines for SciPy.
 - vidgear - Most Powerful multi-threaded Video Processing framework.
 
Web Asset Management
Tools for managing, compressing and minifying website assets.
- django-compressor - Compresses linked and inline JavaScript or CSS into a single cached file.
 - django-pipeline - An asset packaging library for Django.
 - django-storages - A collection of custom storage back ends for Django.
 - fanstatic - Packages, optimizes, and serves static file dependencies as Python packages.
 - fileconveyor - A daemon to detect and sync files to CDNs, S3 and FTP.
 - flask-assets - Helps you integrate webassets into your Flask app.
 - webassets - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
 
Web Content Extracting
Libraries for extracting web contents.
- html2text - Convert HTML to Markdown-formatted text.
 - lassie - Web Content Retrieval for Humans.
 - micawber - A small library for extracting rich content from URLs.
 - newspaper - News extraction, article extraction and content curation in Python.
 - python-readability - Fast Python port of arc90's readability tool.
 - requests-html - Pythonic HTML Parsing for Humans.
 - sumy - A module for automatic summarization of text documents and HTML pages.
 - textract - Extract text from any document, Word, PowerPoint, PDFs, etc.
 - toapi - Every web site provides APIs.
 
Web Crawling
Libraries to automate web scraping.
- cola - A distributed crawling framework.
 - feedparser - Universal feed parser.
 - grab - Site scraping framework.
 - MechanicalSoup - A Python library for automating interaction with websites.
 - portia - Visual scraping for Scrapy.
 - pyspider - A powerful spider system.
 - robobrowser - A simple, Pythonic library for browsing the web without a standalone web browser.
 - scrapy - A fast high-level screen scraping and web crawling framework.
 
Web Frameworks
Traditional full stack web frameworks. Also see RESTful API.
- Synchronous
 - Asynchronous
- Tornado - A web framework and asynchronous networking library.
 
 
WebSocket
Libraries for working with WebSocket.
- autobahn-python - WebSocket & WAMP for Python on Twisted and asyncio.
 - channels - Developer-friendly asynchrony for Django.
 - websockets - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
 
WSGI Servers
WSGI-compatible web servers.
- bjoern - Asynchronous, very fast and written in C.
 - gunicorn - Pre-forked, partly written in C.
 - uWSGI - A project aims at developing a full stack for building hosting services, written in C.
 - waitress - Multi-threaded, powers Pyramid.
 - werkzeug - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
 
Resources
Where to discover learning resources or new Python libraries.
Books
Websites
- Tutorials
 - Libraries
 - Others
 
Newsletters
Podcasts
- Django Chat
 - Podcast.__init__
 - Python Bytes
 - Running in Production
 - Talk Python To Me
 - Test and Code
 - The Real Python Podcast
 
Contributing
Your contributions are always welcome! Please take a look at the contribution guidelines first.
I will keep some pull requests open if I'm not sure whether those libraries are awesome, you could vote for them by adding 👍 to them. Pull requests will be merged when their votes reach 20.
If you have any question about this opinionated list, do not hesitate to contact me @VintaChen on Twitter or open an issue on GitHub.