{"id":27720436,"url":"https://github.com/correia-jpv/fucking-awesome-python","last_synced_at":"2025-04-27T09:57:04.255Z","repository":{"id":40327244,"uuid":"454361408","full_name":"Correia-jpv/fucking-awesome-python","owner":"Correia-jpv","description":"A curated list of awesome Python frameworks, libraries, software and resources.  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[Admin Panels](#admin-panels)\n    - [Algorithms and Design Patterns](#algorithms-and-design-patterns)\n    - [ASGI Servers](#asgi-servers)\n    - [Asynchronous Programming](#asynchronous-programming)\n    - [Audio](#audio)\n    - [Authentication](#authentication)\n    - [Build Tools](#build-tools)\n    - [Built-in Classes Enhancement](#built-in-classes-enhancement)\n    - [Caching](#caching)\n    - [ChatOps Tools](#chatops-tools)\n    - [CMS](#cms)\n    - [Code Analysis](#code-analysis)\n    - [Command-line Interface Development](#command-line-interface-development)\n    - [Command-line Tools](#command-line-tools)\n    - [Computer Vision](#computer-vision)\n    - [Configuration Files](#configuration-files)\n    - [Cryptography](#cryptography)\n    - [Data Analysis](#data-analysis)\n    - [Data Validation](#data-validation)\n    - [Data Visualization](#data-visualization)\n    - [Database Drivers](#database-drivers)\n    - [Database](#database)\n    - [Date and Time](#date-and-time)\n    - [Debugging Tools](#debugging-tools)\n    - [Deep Learning](#deep-learning)\n    - [DevOps Tools](#devops-tools)\n    - [Distributed Computing](#distributed-computing)\n    - [Distribution](#distribution)\n    - [Documentation](#documentation)\n    - [Downloader](#downloader)\n    - [Editor Plugins and IDEs](#editor-plugins-and-ides)\n    - [Email](#email)\n    - [Environment Management](#environment-management)\n    - [File Manipulation](#file-manipulation)\n    - [Functional Programming](#functional-programming)\n    - [Game Development](#game-development)\n    - [Geolocation](#geolocation)\n    - [GUI Development](#gui-development)\n    - [Hardware](#hardware)\n    - [HTML Manipulation](#html-manipulation)\n    - [HTTP Clients](#http-clients)\n    - [Image Processing](#image-processing)\n    - [Implementations](#implementations)\n    - [Interactive Interpreter](#interactive-interpreter)\n    - [Internationalization](#internationalization)\n    - [Job Scheduler](#job-scheduler)\n    - [Logging](#logging)\n    - [Machine Learning](#machine-learning)\n    - [Miscellaneous](#miscellaneous)\n    - [Natural Language Processing](#natural-language-processing)\n    - [Network Virtualization](#network-virtualization)\n    - [News Feed](#news-feed)\n    - [ORM](#orm)\n    - [Package Management](#package-management)\n    - [Package Repositories](#package-repositories)\n    - [Penetration testing](#penetration-testing)\n    - [Permissions](#permissions)\n    - [Processes](#processes)\n    - [Recommender Systems](#recommender-systems)\n    - [Refactoring](#refactoring)\n    - [RESTful API](#restful-api)\n    - [Robotics](#robotics)\n    - [RPC Servers](#rpc-servers)\n    - [Science](#science)\n    - [Search](#search)\n    - [Serialization](#serialization)\n    - [Serverless Frameworks](#serverless-frameworks)\n    - [Shell](#shell)\n    - [Specific Formats Processing](#specific-formats-processing)\n    - [Static Site Generator](#static-site-generator)\n    - [Tagging](#tagging)\n    - [Task Queues](#task-queues)\n    - [Template Engine](#template-engine)\n    - [Testing](#testing)\n    - [Text Processing](#text-processing)\n    - [Third-party APIs](#third-party-apis)\n    - [URL Manipulation](#url-manipulation)\n    - [Video](#video)\n    - [Web Asset Management](#web-asset-management)\n    - [Web Content Extracting](#web-content-extracting)\n    - [Web Crawling](#web-crawling)\n    - [Web Frameworks](#web-frameworks)\n    - [WebSocket](#websocket)\n    - [WSGI Servers](#wsgi-servers)\n- [Resources](#resources)\n    - [Newsletters](#newsletters)\n    - [Podcasts](#podcasts)\n- [Contributing](#contributing)\n\n---\n\n## Admin Panels\n\n*Libraries for administrative interfaces.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;7693⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;861🍴\u003c/code\u003e\u003c/b\u003e [ajenti](https://github.com/ajenti/ajenti)) - The admin panel your servers deserve.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3840⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;654🍴\u003c/code\u003e\u003c/b\u003e [django-grappelli](https://github.com/sehmaschine/django-grappelli)) - A jazzy skin for the Django Admin-Interface.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5901⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1596🍴\u003c/code\u003e\u003c/b\u003e [flask-admin](https://github.com/flask-admin/flask-admin)) - Simple and extensible administrative interface framework for Flask.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6692⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1111🍴\u003c/code\u003e\u003c/b\u003e [flower](https://github.com/mher/flower)) - Real-time monitor and web admin for Celery.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1714⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;157🍴\u003c/code\u003e\u003c/b\u003e [jet-bridge](https://github.com/jet-admin/jet-bridge)) - Admin panel framework for any application with nice UI (ex Jet Django).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2167⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;186🍴\u003c/code\u003e\u003c/b\u003e [wooey](https://github.com/wooey/wooey)) - A Django app which creates automatic web UIs for Python scripts.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;38785⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3384🍴\u003c/code\u003e\u003c/b\u003e [streamlit](https://github.com/streamlit/streamlit)) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.\n\n## Algorithms and Design Patterns\n\n*Python implementation of data structures, algorithms and design patterns. Also see \u003cb\u003e\u003ccode\u003e\u0026nbsp;22283⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2766🍴\u003c/code\u003e\u003c/b\u003e [awesome-algorithms](https://github.com/tayllan/awesome-algorithms)).*\n\n* Algorithms\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;24450⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4658🍴\u003c/code\u003e\u003c/b\u003e [algorithms](https://github.com/keon/algorithms)) - Minimal examples of data structures and algorithms.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2903⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;620🍴\u003c/code\u003e\u003c/b\u003e [python-ds](https://github.com/prabhupant/python-ds)) - A collection of data structure and algorithms for coding interviews.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3715⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;209🍴\u003c/code\u003e\u003c/b\u003e [sortedcontainers](https://github.com/grantjenks/python-sortedcontainers)) - Fast and pure-Python implementation of sorted collections.\n    * \u003cb\u003e\u003ccode\u003e199389⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;46569🍴\u003c/code\u003e\u003c/b\u003e [thealgorithms](https://github.com/TheAlgorithms/Python)) - All Algorithms implemented in Python.\n* Design Patterns\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2301⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;159🍴\u003c/code\u003e\u003c/b\u003e [pypattyrn](https://github.com/tylerlaberge/PyPattyrn)) - A simple yet effective library for implementing common design patterns.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;41231⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6975🍴\u003c/code\u003e\u003c/b\u003e [python-patterns](https://github.com/faif/python-patterns)) - A collection of design patterns in Python.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5996⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;538🍴\u003c/code\u003e\u003c/b\u003e [transitions](https://github.com/pytransitions/transitions)) - A lightweight, object-oriented finite state machine implementation.\n\n## ASGI Servers\n\n 🌎 [ASGI](asgi.readthedocs.io/en/latest/)-compatible web servers.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2483⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;275🍴\u003c/code\u003e\u003c/b\u003e [daphne](https://github.com/django/daphne)) - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;9080⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;786🍴\u003c/code\u003e\u003c/b\u003e [uvicorn](https://github.com/encode/uvicorn)) - A lightning-fast ASGI server implementation, using uvloop and httptools.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1274⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;112🍴\u003c/code\u003e\u003c/b\u003e [hypercorn](https://github.com/pgjones/hypercorn)) - An ASGI and WSGI Server based on Hyper libraries and inspired by Gunicorn.\n\n## Asynchronous Programming\n\n*Libraries for asynchronous, concurrent and parallel execution. Also see \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4765⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;332🍴\u003c/code\u003e\u003c/b\u003e [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)).*\n\n* 🌎 [asyncio](docs.python.org/3/library/asyncio.html) - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.\n    - \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4765⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;332🍴\u003c/code\u003e\u003c/b\u003e [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio))\n* 🌎 [concurrent.futures](docs.python.org/3/library/concurrent.futures.html) - (Python standard library) A high-level interface for asynchronously executing callables.\n* 🌎 [multiprocessing](docs.python.org/3/library/multiprocessing.html) - (Python standard library) Process-based parallelism.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6443⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;354🍴\u003c/code\u003e\u003c/b\u003e [trio](https://github.com/python-trio/trio)) - A friendly library for async concurrency and I/O.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5735⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1190🍴\u003c/code\u003e\u003c/b\u003e [twisted](https://github.com/twisted/twisted)) - An event-driven networking engine.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;10805⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;564🍴\u003c/code\u003e\u003c/b\u003e [uvloop](https://github.com/MagicStack/uvloop)) - Ultra fast asyncio event loop.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1247⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;327🍴\u003c/code\u003e\u003c/b\u003e [eventlet](https://github.com/eventlet/eventlet)) - Asynchronous framework with WSGI support.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6331⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;940🍴\u003c/code\u003e\u003c/b\u003e [gevent](https://github.com/gevent/gevent)) - A coroutine-based Python networking library that uses \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1688⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;245🍴\u003c/code\u003e\u003c/b\u003e [greenlet](https://github.com/python-greenlet/greenlet)).\n\n## Audio\n\n*Libraries for manipulating audio and its metadata.*\n\n* Audio\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;508⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;108🍴\u003c/code\u003e\u003c/b\u003e [audioread](https://github.com/beetbox/audioread)) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3032⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;131🍴\u003c/code\u003e\u003c/b\u003e [audioFlux](https://github.com/libAudioFlux/audioFlux)) - A library for audio and music analysis, feature extraction.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6531⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1448🍴\u003c/code\u003e\u003c/b\u003e [dejavu](https://github.com/worldveil/dejavu)) - Audio fingerprinting and recognition.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;928⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;146🍴\u003c/code\u003e\u003c/b\u003e [kapre](https://github.com/keunwoochoi/kapre)) - Keras Audio Preprocessors.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;7545⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;982🍴\u003c/code\u003e\u003c/b\u003e [librosa](https://github.com/librosa/librosa)) - Python library for audio and music analysis.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2012⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;200🍴\u003c/code\u003e\u003c/b\u003e [matchering](https://github.com/sergree/matchering)) - A library for automated reference audio mastering.\n    * [mingus](http://bspaans.github.io/python-mingus/) - An advanced music theory and notation package with MIDI file and playback support.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6029⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1216🍴\u003c/code\u003e\u003c/b\u003e [pyaudioanalysis](https://github.com/tyiannak/pyAudioAnalysis)) - Audio feature extraction, classification, segmentation and applications.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;9308⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1078🍴\u003c/code\u003e\u003c/b\u003e [pydub](https://github.com/jiaaro/pydub)) - Manipulate audio with a simple and easy high level interface.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;385⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;58🍴\u003c/code\u003e\u003c/b\u003e [timeside](https://github.com/Parisson/TimeSide)) - Open web audio processing framework.\n* Metadata\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;13395⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1865🍴\u003c/code\u003e\u003c/b\u003e [beets](https://github.com/beetbox/beets)) - A music library manager and 🌎 [MusicBrainz](musicbrainz.org/) tagger.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;570⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;62🍴\u003c/code\u003e\u003c/b\u003e [eyed3](https://github.com/nicfit/eyeD3)) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1680⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;169🍴\u003c/code\u003e\u003c/b\u003e [mutagen](https://github.com/quodlibet/mutagen)) - A Python module to handle audio metadata.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;741⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;102🍴\u003c/code\u003e\u003c/b\u003e [tinytag](https://github.com/devsnd/tinytag)) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.\n\n## Authentication\n\n*Libraries for implementing authentications schemes.*\n\n* OAuth\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4779⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;479🍴\u003c/code\u003e\u003c/b\u003e [authlib](https://github.com/lepture/authlib)) - JavaScript Object Signing and Encryption draft implementation.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;9875⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3083🍴\u003c/code\u003e\u003c/b\u003e [django-allauth](https://github.com/pennersr/django-allauth)) - Authentication app for Django that \"just works.\"\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3231⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;801🍴\u003c/code\u003e\u003c/b\u003e [django-oauth-toolkit](https://github.com/jazzband/django-oauth-toolkit)) - OAuth 2 goodies for Django.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2871⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;488🍴\u003c/code\u003e\u003c/b\u003e [oauthlib](https://github.com/oauthlib/oauthlib)) - A generic and thorough implementation of the OAuth request-signing logic.\n* JWT\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5329⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;699🍴\u003c/code\u003e\u003c/b\u003e [pyjwt](https://github.com/jpadilla/pyjwt)) - JSON Web Token implementation in Python.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [python-jose](https://github.com/mpdavis/python-jose/)) - A JOSE implementation in Python.\n\n## Build Tools\n\n*Compile software from source code.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;454⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;260🍴\u003c/code\u003e\u003c/b\u003e [bitbake](https://github.com/openembedded/bitbake)) - A make-like build tool for embedded Linux.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;583⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;174🍴\u003c/code\u003e\u003c/b\u003e [buildout](https://github.com/buildout/buildout)) - A build system for creating, assembling and deploying applications from multiple parts.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;8230⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;808🍴\u003c/code\u003e\u003c/b\u003e [platformio](https://github.com/platformio/platformio-core)) - A console tool to build code with different development platforms.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1791⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;258🍴\u003c/code\u003e\u003c/b\u003e [pybuilder](https://github.com/pybuilder/pybuilder)) - A continuous build tool written in pure Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2197⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;328🍴\u003c/code\u003e\u003c/b\u003e [scons](https://github.com/SCons/scons)) - A software construction tool.\n\n## Built-in Classes Enhancement\n\n*Libraries for enhancing Python built-in classes.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5449⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;385🍴\u003c/code\u003e\u003c/b\u003e [attrs](https://github.com/python-attrs/attrs)) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1510⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;62🍴\u003c/code\u003e\u003c/b\u003e [bidict](https://github.com/jab/bidict)) - Efficient, Pythonic bidirectional map data structures and related functionality..\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2709⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;112🍴\u003c/code\u003e\u003c/b\u003e [box](https://github.com/cdgriffith/Box)) - Python dictionaries with advanced dot notation access.\n* 🌎 [dataclasses](docs.python.org/3/library/dataclasses.html) - (Python standard library) Data classes.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;201⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;25🍴\u003c/code\u003e\u003c/b\u003e [dotteddict](https://github.com/carlosescri/DottedDict)) - A library that provides a method of accessing lists and dicts with a dotted path notation.\n\n## CMS\n\n*Content Management Systems.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;984⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;234🍴\u003c/code\u003e\u003c/b\u003e [feincms](https://github.com/feincms/feincms)) - One of the most advanced Content Management Systems built on Django.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1861⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;457🍴\u003c/code\u003e\u003c/b\u003e [indico](https://github.com/indico/indico)) - A feature-rich event management system, made @ 🌎 [CERN](en.wikipedia.org/wiki/CERN).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;19061⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4058🍴\u003c/code\u003e\u003c/b\u003e [wagtail](https://github.com/wagtail/wagtail)) - A Django content management system.\n\n## Caching\n\n*Libraries for caching data.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;533⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;143🍴\u003c/code\u003e\u003c/b\u003e [beaker](https://github.com/bbangert/beaker)) - A WSGI middleware for sessions and caching.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;882⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;159🍴\u003c/code\u003e\u003c/b\u003e [django-cache-machine](https://github.com/django-cache-machine/django-cache-machine)) - Automatic caching and invalidation for Django models.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2175⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;231🍴\u003c/code\u003e\u003c/b\u003e [django-cacheops](https://github.com/Suor/django-cacheops)) - A slick ORM cache with automatic granular event-driven invalidation.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;264⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;48🍴\u003c/code\u003e\u003c/b\u003e [dogpile.cache](https://github.com/sqlalchemy/dogpile.cache)) - dogpile.cache is a next generation replacement for Beaker made by the same authors.\n* 🌎 [hermescache](pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;481⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;138🍴\u003c/code\u003e\u003c/b\u003e [pylibmc](https://github.com/lericson/pylibmc)) - A Python wrapper around the 🌎 [libmemcached](libmemcached.org/libMemcached.html) interface.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2518⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;144🍴\u003c/code\u003e\u003c/b\u003e [python-diskcache](https://github.com/grantjenks/python-diskcache)) - SQLite and file backed cache backend with faster lookups than memcached and redis.\n\n## ChatOps Tools\n\n*Libraries for chatbot development.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [errbot](https://github.com/errbotio/errbot/)) - The easiest and most popular chatbot to implement ChatOps.\n\n## Code Analysis\n\n*Tools of static analysis, linters and code quality checkers. Also see \u003cb\u003e\u003ccode\u003e\u0026nbsp;13720⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1384🍴\u003c/code\u003e\u003c/b\u003e [awesome-static-analysis](https://github.com/mre/awesome-static-analysis)).*\n\n* Code Analysis\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4217⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;309🍴\u003c/code\u003e\u003c/b\u003e [code2flow](https://github.com/scottrogowski/code2flow)) - Turn your Python and JavaScript code into DOT flowcharts.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1992⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;175🍴\u003c/code\u003e\u003c/b\u003e [prospector](https://github.com/PyCQA/prospector)) - A tool to analyse Python code.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3769⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;164🍴\u003c/code\u003e\u003c/b\u003e [vulture](https://github.com/jendrikseipp/vulture)) - A tool for finding and analysing dead Python code.\n* Code Linters\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3580⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;324🍴\u003c/code\u003e\u003c/b\u003e [flake8](https://github.com/PyCQA/flake8)) - A wrapper around `pycodestyle`, `pyflakes` and McCabe.\n        * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1244⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;54🍴\u003c/code\u003e\u003c/b\u003e [awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions))\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5447⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1171🍴\u003c/code\u003e\u003c/b\u003e [pylint](https://github.com/pylint-dev/pylint)) - A fully customizable source code analyzer.\n* Code Formatters\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;40068⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2569🍴\u003c/code\u003e\u003c/b\u003e [black](https://github.com/psf/black)) - The uncompromising Python code formatter.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6655⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;598🍴\u003c/code\u003e\u003c/b\u003e [isort](https://github.com/timothycrosley/isort)) - A Python utility / library to sort imports.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;13875⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;898🍴\u003c/code\u003e\u003c/b\u003e [yapf](https://github.com/google/yapf)) - Yet another Python code formatter from Google.\n* Static Type Checkers, also see \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1791⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;70🍴\u003c/code\u003e\u003c/b\u003e [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing))\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;19182⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2910🍴\u003c/code\u003e\u003c/b\u003e [mypy](https://github.com/python/mypy)) - Check variable types during compile time.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6979⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;446🍴\u003c/code\u003e\u003c/b\u003e [pyre-check](https://github.com/facebook/pyre-check)) - Performant type checking.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4585⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1820🍴\u003c/code\u003e\u003c/b\u003e [typeshed](https://github.com/python/typeshed)) - Collection of library stubs for Python, with static types.\n* Static Type Annotations Generators\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4872⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;177🍴\u003c/code\u003e\u003c/b\u003e [monkeytype](https://github.com/Instagram/MonkeyType)) - A system for Python that generates static type annotations by collecting runtime types.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4865⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;284🍴\u003c/code\u003e\u003c/b\u003e [pytype](https://github.com/google/pytype)) - Pytype checks and infers types for Python code - without requiring type annotations.\n\n## Command-line Interface Development\n\n*Libraries for building command-line applications.*\n\n* Command-line Application Development\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1272⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;116🍴\u003c/code\u003e\u003c/b\u003e [cement](https://github.com/datafolklabs/cement)) - CLI Application Framework for Python.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [click](https://github.com/pallets/click/)) - A package for creating beautiful command line interfaces in a composable way.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;245⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;52🍴\u003c/code\u003e\u003c/b\u003e [cliff](https://github.com/openstack/cliff)) - A framework for creating command-line programs with multi-level commands.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;27554⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1448🍴\u003c/code\u003e\u003c/b\u003e [python-fire](https://github.com/google/python-fire)) - A library for creating command line interfaces from absolutely any Python object.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;9633⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;729🍴\u003c/code\u003e\u003c/b\u003e [python-prompt-toolkit](https://github.com/prompt-toolkit/python-prompt-toolkit)) - A library for building powerful interactive command lines.\n* Terminal Rendering\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5817⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;212🍴\u003c/code\u003e\u003c/b\u003e [alive-progress](https://github.com/rsalmei/alive-progress)) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3730⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;242🍴\u003c/code\u003e\u003c/b\u003e [asciimatics](https://github.com/peterbrittain/asciimatics)) - A package to create full-screen text UIs (from interactive forms to ASCII animations).\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1887⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;142🍴\u003c/code\u003e\u003c/b\u003e [bashplotlib](https://github.com/glamp/bashplotlib)) - Making basic plots in the terminal.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3647⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;259🍴\u003c/code\u003e\u003c/b\u003e [colorama](https://github.com/tartley/colorama)) - Cross-platform colored terminal text.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;51673⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1818🍴\u003c/code\u003e\u003c/b\u003e [rich](https://github.com/Textualize/rich)) - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;29659⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1380🍴\u003c/code\u003e\u003c/b\u003e [tqdm](https://github.com/tqdm/tqdm)) - Fast, extensible progress bar for loops and CLI.\n\n## Command-line Tools\n\n*Useful CLI-based tools for productivity.*\n\n* Productivity Tools\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2425⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;200🍴\u003c/code\u003e\u003c/b\u003e [copier](https://github.com/copier-org/copier)) - A library and command-line utility for rendering projects templates.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;23372⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2056🍴\u003c/code\u003e\u003c/b\u003e [cookiecutter](https://github.com/cookiecutter/cookiecutter)) - A command-line utility that creates projects from cookiecutters (project templates).\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3485⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;101🍴\u003c/code\u003e\u003c/b\u003e [doitlive](https://github.com/sloria/doitlive)) - A tool for live presentations in the terminal.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;10697⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;868🍴\u003c/code\u003e\u003c/b\u003e [howdoi](https://github.com/gleitz/howdoi)) - Instant coding answers via the command line.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4526⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;371🍴\u003c/code\u003e\u003c/b\u003e [invoke](https://github.com/pyinvoke/invoke)) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5159⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;278🍴\u003c/code\u003e\u003c/b\u003e [pathpicker](https://github.com/facebook/PathPicker)) - Select files out of bash output.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;91428⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3672🍴\u003c/code\u003e\u003c/b\u003e [thefuck](https://github.com/nvbn/thefuck)) - Correcting your previous console command.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4188⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;231🍴\u003c/code\u003e\u003c/b\u003e [tmuxp](https://github.com/tmux-python/tmuxp)) - A \u003cb\u003e\u003ccode\u003e\u0026nbsp;37089⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2180🍴\u003c/code\u003e\u003c/b\u003e [tmux](https://github.com/tmux/tmux)) session manager.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;732⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;32🍴\u003c/code\u003e\u003c/b\u003e [try](https://github.com/timofurrer/try)) - A dead simple CLI to try out python packages - it's never been easier.\n* CLI Enhancements\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;35273⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3696🍴\u003c/code\u003e\u003c/b\u003e [httpie](https://github.com/httpie/cli)) - A command line HTTP client, a user-friendly cURL replacement.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2622⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;114🍴\u003c/code\u003e\u003c/b\u003e [iredis](https://github.com/laixintao/iredis)) - Redis CLI with autocompletion and syntax highlighting.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2964⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;85🍴\u003c/code\u003e\u003c/b\u003e [litecli](https://github.com/dbcli/litecli)) - SQLite CLI with autocompletion and syntax highlighting.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;11597⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;663🍴\u003c/code\u003e\u003c/b\u003e [mycli](https://github.com/dbcli/mycli)) - MySQL CLI with autocompletion and syntax highlighting.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;12370⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;556🍴\u003c/code\u003e\u003c/b\u003e [pgcli](https://github.com/dbcli/pgcli)) - PostgreSQL CLI with autocompletion and syntax highlighting.\n\n## Computer Vision\n\n*Libraries for Computer Vision.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;26305⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3294🍴\u003c/code\u003e\u003c/b\u003e [easyocr](https://github.com/JaidedAI/EasyOCR)) - Ready-to-use OCR with 40+ languages supported.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [kornia](https://github.com/kornia/kornia/)) - Open Source Differentiable Computer Vision Library for PyTorch.\n* 🌎 [opencv](opencv.org/) - Open Source Computer Vision Library.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6071⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;722🍴\u003c/code\u003e\u003c/b\u003e [pytesseract](https://github.com/madmaze/pytesseract)) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2085⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;255🍴\u003c/code\u003e\u003c/b\u003e [tesserocr](https://github.com/sirfz/tesserocr)) - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR.\n\n## Configuration Files\n\n*Libraries for storing and parsing configuration options.*\n\n* 🌎 [configparser](docs.python.org/3/library/configparser.html) - (Python standard library) INI file parser.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;325⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;77🍴\u003c/code\u003e\u003c/b\u003e [configobj](https://github.com/DiffSK/configobj)) - INI file parser with validation.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;9208⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;674🍴\u003c/code\u003e\u003c/b\u003e [hydra](https://github.com/facebookresearch/hydra)) - Hydra is a framework for elegantly configuring complex applications.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2905⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;201🍴\u003c/code\u003e\u003c/b\u003e [python-decouple](https://github.com/HBNetwork/python-decouple)) - Strict separation of settings from code.\n\n## Cryptography\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6985⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1592🍴\u003c/code\u003e\u003c/b\u003e [cryptography](https://github.com/pyca/cryptography)) - A package designed to expose cryptographic primitives and recipes to Python developers.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;9314⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2011🍴\u003c/code\u003e\u003c/b\u003e [paramiko](https://github.com/paramiko/paramiko)) - The leading native Python SSHv2 protocol library.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1121⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;239🍴\u003c/code\u003e\u003c/b\u003e [pynacl](https://github.com/pyca/pynacl)) - Python binding to the Networking and Cryptography (NaCl) library.\n\n## Data Analysis\n\n*Libraries for data analyzing.*\n\n* [pandas](http://pandas.pydata.org/) - A library providing high-performance, easy-to-use data structures and data analysis tools.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4002⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;705🍴\u003c/code\u003e\u003c/b\u003e [aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas)) - Pandas on AWS.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;9944⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;725🍴\u003c/code\u003e\u003c/b\u003e [datasette](https://github.com/simonw/datasette)) - An open source multi-tool for exploring and publishing data.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1501⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;233🍴\u003c/code\u003e\u003c/b\u003e [optimus](https://github.com/hi-primus/optimus)) - Agile Data Science Workflows made easy with PySpark.\n\n## Data Validation\n\n*Libraries for validating data. Used for forms in many cases.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3197⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;239🍴\u003c/code\u003e\u003c/b\u003e [cerberus](https://github.com/pyeve/cerberus)) - A lightweight and extensible data validation library.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;456⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;145🍴\u003c/code\u003e\u003c/b\u003e [colander](https://github.com/Pylons/colander)) - Validating and deserializing data obtained via XML, JSON, an HTML form post.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4735⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;588🍴\u003c/code\u003e\u003c/b\u003e [jsonschema](https://github.com/python-jsonschema/jsonschema)) - An implementation of [JSON Schema](http://json-schema.org/) for Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2909⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;214🍴\u003c/code\u003e\u003c/b\u003e [schema](https://github.com/keleshev/schema)) - A library for validating Python data structures.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2580⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;286🍴\u003c/code\u003e\u003c/b\u003e [schematics](https://github.com/schematics/schematics)) - Data Structure Validation.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1832⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;216🍴\u003c/code\u003e\u003c/b\u003e [voluptuous](https://github.com/alecthomas/voluptuous)) - A Python data validation library.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;23258⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2086🍴\u003c/code\u003e\u003c/b\u003e [pydantic](https://github.com/pydantic/pydantic)) - Data validation using Python type hints.\n\n## Data Visualization\n\n*Libraries for visualizing data. Also see \u003cb\u003e\u003ccode\u003e\u0026nbsp;34149⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4456🍴\u003c/code\u003e\u003c/b\u003e [awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization)).*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;9697⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;801🍴\u003c/code\u003e\u003c/b\u003e [altair](https://github.com/altair-viz/altair)) - Declarative statistical visualization library for Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;19771⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4215🍴\u003c/code\u003e\u003c/b\u003e [bokeh](https://github.com/bokeh/bokeh)) - Interactive Web Plotting for Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3653⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;468🍴\u003c/code\u003e\u003c/b\u003e [bqplot](https://github.com/bloomberg/bqplot)) - Interactive Plotting Library for the Jupyter Notebook.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1486⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;380🍴\u003c/code\u003e\u003c/b\u003e [cartopy](https://github.com/SciTools/cartopy)) - A cartographic python library with matplotlib support.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;40595⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2602🍴\u003c/code\u003e\u003c/b\u003e [diagrams](https://github.com/mingrammer/diagrams)) - Diagram as Code.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;21043⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;7831🍴\u003c/code\u003e\u003c/b\u003e [matplotlib](https://github.com/matplotlib/matplotlib)) - A Python 2D plotting library.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4178⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;233🍴\u003c/code\u003e\u003c/b\u003e [plotnine](https://github.com/has2k1/plotnine)) - A grammar of graphics for Python based on ggplot2.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2703⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;416🍴\u003c/code\u003e\u003c/b\u003e [pygal](https://github.com/Kozea/pygal)) - A Python SVG Charts Creator.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [pygraphviz](https://github.com/pygraphviz/pygraphviz/)) - Python interface to [Graphviz](http://www.graphviz.org/).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4044⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1117🍴\u003c/code\u003e\u003c/b\u003e [pyqtgraph](https://github.com/pyqtgraph/pyqtgraph)) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;13026⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1982🍴\u003c/code\u003e\u003c/b\u003e [seaborn](https://github.com/mwaskom/seaborn)) - Statistical data visualization using Matplotlib.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3411⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;622🍴\u003c/code\u003e\u003c/b\u003e [vispy](https://github.com/vispy/vispy)) - High-performance scientific visualization based on OpenGL.\n\n## Database\n\n*Databases implemented in Python.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;983⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;129🍴\u003c/code\u003e\u003c/b\u003e [pickleDB](https://github.com/patx/pickledb)) - A simple and lightweight key-value store for Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;7064⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;559🍴\u003c/code\u003e\u003c/b\u003e [tinydb](https://github.com/msiemens/tinydb)) - A tiny, document-oriented database.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;709⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;94🍴\u003c/code\u003e\u003c/b\u003e [zodb](https://github.com/zopefoundation/ZODB)) - A native object database for Python. A key-value and object graph database.\n\n## Database Drivers\n\n*Libraries for connecting and operating databases.*\n\n* MySQL - [awesome-mysql](http://shlomi-noach.github.io/awesome-mysql/)\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2492⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;442🍴\u003c/code\u003e\u003c/b\u003e [mysqlclient](https://github.com/PyMySQL/mysqlclient)) - MySQL connector with Python 3 support  🌎 [mysql-python](sourceforge.net/projects/mysql-python/) fork).\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;7755⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1435🍴\u003c/code\u003e\u003c/b\u003e [pymysql](https://github.com/PyMySQL/PyMySQL)) - A pure Python MySQL driver compatible to mysql-python.\n* PostgreSQL - \u003cb\u003e\u003ccode\u003e\u0026nbsp;10623⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;841🍴\u003c/code\u003e\u003c/b\u003e [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres))\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1913⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;182🍴\u003c/code\u003e\u003c/b\u003e [psycopg](https://github.com/psycopg/psycopg)) - The most popular PostgreSQL adapter for Python.\n* SQlite - \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;348⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;36🍴\u003c/code\u003e\u003c/b\u003e [awesome-sqlite](https://github.com/planetopendata/awesome-sqlite))\n    * 🌎 [sqlite3](docs.python.org/3/library/sqlite3.html) - (Python standard library) SQlite interface compliant with DB-API 2.0.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1798⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;116🍴\u003c/code\u003e\u003c/b\u003e [sqlite-utils](https://github.com/simonw/sqlite-utils)) - Python CLI utility and library for manipulating SQLite databases.\n* Other Relational Databases\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;856⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;311🍴\u003c/code\u003e\u003c/b\u003e [pymssql](https://github.com/pymssql/pymssql)) - A simple database interface to Microsoft SQL Server.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1247⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;219🍴\u003c/code\u003e\u003c/b\u003e [clickhouse-driver](https://github.com/mymarilyn/clickhouse-driver)) - Python driver with native interface for ClickHouse.\n* NoSQL Databases\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1402⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;549🍴\u003c/code\u003e\u003c/b\u003e [cassandra-driver](https://github.com/datastax/python-driver)) - The Python Driver for Apache Cassandra.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;608⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;162🍴\u003c/code\u003e\u003c/b\u003e [happybase](https://github.com/python-happybase/happybase)) - A developer-friendly library for Apache HBase.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5723⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1419🍴\u003c/code\u003e\u003c/b\u003e [kafka-python](https://github.com/dpkp/kafka-python)) - The Python client for Apache Kafka.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4204⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1115🍴\u003c/code\u003e\u003c/b\u003e [pymongo](https://github.com/mongodb/mongo-python-driver)) - The official Python client for MongoDB.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2480⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;211🍴\u003c/code\u003e\u003c/b\u003e [motor](https://github.com/mongodb/motor)) - The async Python driver for MongoDB.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;12976⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2579🍴\u003c/code\u003e\u003c/b\u003e [redis-py](https://github.com/redis/redis-py)) - The Python client for Redis.\n\n## Date and Time\n\n*Libraries for working with dates and times.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;8831⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;693🍴\u003c/code\u003e\u003c/b\u003e [arrow](https://github.com/arrow-py/arrow)) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2440⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;507🍴\u003c/code\u003e\u003c/b\u003e [dateutil](https://github.com/dateutil/dateutil)) - Extensions to the standard Python 🌎 [datetime](docs.python.org/3/library/datetime.html) module.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6406⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;396🍴\u003c/code\u003e\u003c/b\u003e [pendulum](https://github.com/sdispater/pendulum)) - Python datetimes made easy.\n* 🌎 [pytz](pypi.org/project/pytz/) - World timezone definitions, modern and historical. Brings the 🌎 [tz database](en.wikipedia.org/wiki/Tz_database) into Python.\n\n## Debugging Tools\n\n*Libraries for debugging code.*\n\n* pdb-like Debugger\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1909⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;147🍴\u003c/code\u003e\u003c/b\u003e [ipdb](https://github.com/gotcha/ipdb)) - IPython-enabled 🌎 [pdb](docs.python.org/3/library/pdb.html).\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3060⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;232🍴\u003c/code\u003e\u003c/b\u003e [pudb](https://github.com/inducer/pudb)) - A full-screen, console-based Python debugger.\n* Tracing\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;381⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;24🍴\u003c/code\u003e\u003c/b\u003e [manhole](https://github.com/ionelmc/python-manhole)) - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;814⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;48🍴\u003c/code\u003e\u003c/b\u003e [python-hunter](https://github.com/ionelmc/python-hunter)) - A flexible code tracing toolkit.\n* Profiler\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;13503⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;454🍴\u003c/code\u003e\u003c/b\u003e [py-spy](https://github.com/benfred/py-spy)) - A sampling profiler for Python programs. Written in Rust.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3964⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;153🍴\u003c/code\u003e\u003c/b\u003e [vprof](https://github.com/nvdv/vprof)) - Visual Python profiler.\n* Others\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;8207⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1058🍴\u003c/code\u003e\u003c/b\u003e [django-debug-toolbar](https://github.com/jazzband/django-debug-toolbar)) - Display various debug information for Django.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;959⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;146🍴\u003c/code\u003e\u003c/b\u003e [flask-debugtoolbar](https://github.com/pallets-eco/flask-debugtoolbar)) - A port of the django-debug-toolbar to flask.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;9676⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;200🍴\u003c/code\u003e\u003c/b\u003e [icecream](https://github.com/gruns/icecream)) - Inspect variables, expressions, and program execution with a single, simple function call.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2094⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;520🍴\u003c/code\u003e\u003c/b\u003e [pyelftools](https://github.com/eliben/pyelftools)) - Parsing and analyzing ELF files and DWARF debugging information.\n\n## Deep Learning\n\n*Frameworks for Neural Networks and Deep Learning. Also see \u003cb\u003e\u003ccode\u003e\u0026nbsp;25123⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6112🍴\u003c/code\u003e\u003c/b\u003e [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning)).*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;62865⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;19572🍴\u003c/code\u003e\u003c/b\u003e [keras](https://github.com/keras-team/keras)) - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;88930⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;23832🍴\u003c/code\u003e\u003c/b\u003e [pytorch](https://github.com/pytorch/pytorch)) - Tensors and Dynamic neural networks in Python with strong GPU acceleration.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;29290⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3478🍴\u003c/code\u003e\u003c/b\u003e [pytorch-lightning](https://github.com/Lightning-AI/pytorch-lightning)) - Deep learning framework to train, deploy, and ship AI products Lightning fast.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;10361⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1817🍴\u003c/code\u003e\u003c/b\u003e [stable-baselines3](https://github.com/DLR-RM/stable-baselines3)) - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.\n* \u003cb\u003e\u003ccode\u003e189353⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;74638🍴\u003c/code\u003e\u003c/b\u003e [tensorflow](https://github.com/tensorflow/tensorflow)) - The most popular Deep Learning framework created by Google.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;9938⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2484🍴\u003c/code\u003e\u003c/b\u003e [theano](https://github.com/Theano/Theano)) - A library for fast numerical computation.\n\n## DevOps Tools\n\n*Software and libraries for DevOps.*\n\n* Configuration Management\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;64718⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;24016🍴\u003c/code\u003e\u003c/b\u003e [ansible](https://github.com/ansible/ansible)) - A radically simple IT automation platform.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3198⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;933🍴\u003c/code\u003e\u003c/b\u003e [cloudinit](https://github.com/canonical/cloud-init)) - A multi-distribution package that handles early initialization of a cloud instance.\n    * 🌎 [openstack](www.openstack.org/) - Open source software for building private and public clouds.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4171⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;400🍴\u003c/code\u003e\u003c/b\u003e [pyinfra](https://github.com/pyinfra-dev/pyinfra)) - A versatile CLI tools and python libraries to automate infrastructure.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;14460⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5524🍴\u003c/code\u003e\u003c/b\u003e [saltstack](https://github.com/saltstack/salt)) - Infrastructure automation and management system.\n* SSH-style Deployment\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1259⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;157🍴\u003c/code\u003e\u003c/b\u003e [cuisine](https://github.com/sebastien/cuisine)) - Chef-like functionality for Fabric.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;15076⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1945🍴\u003c/code\u003e\u003c/b\u003e [fabric](https://github.com/fabric/fabric)) - A simple, Pythonic tool for remote execution and deployment.\n* Process Management\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;8697⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1248🍴\u003c/code\u003e\u003c/b\u003e [supervisor](https://github.com/Supervisor/supervisor)) - Supervisor process control system for UNIX.\n* Monitoring\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;10577⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1399🍴\u003c/code\u003e\u003c/b\u003e [psutil](https://github.com/giampaolo/psutil)) - A cross-platform process and system utilities module.\n* Backup\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;11703⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;761🍴\u003c/code\u003e\u003c/b\u003e [borg](https://github.com/borgbackup/borg)) - A deduplicating archiver with compression and encryption.\n\n## Distributed Computing\n\n*Frameworks and libraries for Distributed Computing.*\n\n* Batch Processing\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;13119⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1754🍴\u003c/code\u003e\u003c/b\u003e [dask](https://github.com/dask/dask)) - A flexible parallel computing library for analytic computing.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;18222⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2415🍴\u003c/code\u003e\u003c/b\u003e [luigi](https://github.com/spotify/luigi)) - A module that helps you build complex pipelines of batch jobs.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;40930⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;28479🍴\u003c/code\u003e\u003c/b\u003e [PySpark](https://github.com/apache/spark)) - 🌎 [Apache Spark](spark.apache.org/) Python API.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [Ray](https://github.com/ray-project/ray/)) - A system for parallel and distributed Python that unifies the machine learning ecosystem.\n* Stream Processing\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6783⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;535🍴\u003c/code\u003e\u003c/b\u003e [faust](https://github.com/robinhood/faust)) - A stream processing library, porting the ideas from 🌎 [Kafka Streams](kafka.apache.org/documentation/streams/) to Python.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1495⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;218🍴\u003c/code\u003e\u003c/b\u003e [streamparse](https://github.com/Parsely/streamparse)) - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/).\n\n## Distribution\n\n*Libraries to create packaged executables for release distribution.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;386⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;40🍴\u003c/code\u003e\u003c/b\u003e [py2app](https://github.com/ronaldoussoren/py2app)) - Freezes Python scripts (Mac OS X).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;926⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;102🍴\u003c/code\u003e\u003c/b\u003e [py2exe](https://github.com/py2exe/py2exe)) - Freezes Python scripts (Windows).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4145⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;310🍴\u003c/code\u003e\u003c/b\u003e [pyarmor](https://github.com/dashingsoft/pyarmor)) - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;12285⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1972🍴\u003c/code\u003e\u003c/b\u003e [pyinstaller](https://github.com/pyinstaller/pyinstaller)) - Converts Python programs into stand-alone executables (cross-platform).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1823⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;103🍴\u003c/code\u003e\u003c/b\u003e [shiv](https://github.com/linkedin/shiv)) - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.\n\n## Documentation\n\n*Libraries for generating project documentation.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [sphinx](https://github.com/sphinx-doc/sphinx/)) - Python Documentation generator.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;945⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;72🍴\u003c/code\u003e\u003c/b\u003e [awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc))\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2092⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;199🍴\u003c/code\u003e\u003c/b\u003e [pdoc](https://github.com/mitmproxy/pdoc)) - Epydoc replacement to auto generate API documentation for Python libraries.\n\n## Downloader\n\n*Libraries for downloading.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;11326⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2167🍴\u003c/code\u003e\u003c/b\u003e [akshare](https://github.com/jindaxiang/akshare)) - A financial data interface library, built for human beings!\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4694⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;911🍴\u003c/code\u003e\u003c/b\u003e [s3cmd](https://github.com/s3tools/s3cmd)) - A command line tool for managing Amazon S3 and CloudFront.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [youtube-dl](https://github.com/ytdl-org/youtube-dl/)) - A command-line program to download videos from YouTube and other video sites.\n\n## Editor Plugins and IDEs\n\n* Emacs\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1910⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;260🍴\u003c/code\u003e\u003c/b\u003e [elpy](https://github.com/jorgenschaefer/elpy)) - Emacs Python Development Environment.\n* Vim\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5311⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;372🍴\u003c/code\u003e\u003c/b\u003e [jedi-vim](https://github.com/davidhalter/jedi-vim)) - Vim bindings for the Jedi auto-completion library for Python.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5460⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;775🍴\u003c/code\u003e\u003c/b\u003e [python-mode](https://github.com/python-mode/python-mode)) - An all in one plugin for turning Vim into a Python IDE.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;25597⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2794🍴\u003c/code\u003e\u003c/b\u003e [YouCompleteMe](https://github.com/Valloric/YouCompleteMe)) - Includes \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5919⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;516🍴\u003c/code\u003e\u003c/b\u003e [Jedi](https://github.com/davidhalter/jedi))-based completion engine for Python.\n* Visual Studio\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2538⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;673🍴\u003c/code\u003e\u003c/b\u003e [PTVS](https://github.com/Microsoft/PTVS)) - Python Tools for Visual Studio.\n* Visual Studio Code\n    * 🌎 [Python](marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.\n* IDE\n    * 🌎 [PyCharm](www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;8646⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1666🍴\u003c/code\u003e\u003c/b\u003e [spyder](https://github.com/spyder-ide/spyder)) - Open Source Python IDE.\n\n## Email\n\n*Libraries for sending and parsing email.*\n\n* Mail Servers\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3211⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;422🍴\u003c/code\u003e\u003c/b\u003e [modoboa](https://github.com/modoboa/modoboa)) - A mail hosting and management platform including a modern Web UI.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;655⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;69🍴\u003c/code\u003e\u003c/b\u003e [salmon](https://github.com/moggers87/salmon)) - A Python Mail Server.\n* Clients\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1195⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;189🍴\u003c/code\u003e\u003c/b\u003e [imbox](https://github.com/martinrusev/imbox)) - Python IMAP for Humans.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2685⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;268🍴\u003c/code\u003e\u003c/b\u003e [yagmail](https://github.com/kootenpv/yagmail)) - Yet another Gmail/SMTP client.\n* Others\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1640⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;205🍴\u003c/code\u003e\u003c/b\u003e [flanker](https://github.com/mailgun/flanker)) - An email address and Mime parsing library.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;279⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;60🍴\u003c/code\u003e\u003c/b\u003e [mailer](https://github.com/marrow/mailer)) - High-performance extensible mail delivery framework.\n\n## Environment Management\n\n*Libraries for Python version and virtual environment management.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;41627⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3157🍴\u003c/code\u003e\u003c/b\u003e [pyenv](https://github.com/pyenv/pyenv)) - Simple Python version management.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4892⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1047🍴\u003c/code\u003e\u003c/b\u003e [virtualenv](https://github.com/pypa/virtualenv)) - A tool to create isolated Python environments.\n\n## File Manipulation\n\n*Libraries for file manipulation.*\n\n* 🌎 [mimetypes](docs.python.org/3/library/mimetypes.html) - (Python standard library) Map filenames to MIME types.\n* 🌎 [pathlib](docs.python.org/3/library/pathlib.html) - (Python standard library) An cross-platform, object-oriented path library.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1115⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;148🍴\u003c/code\u003e\u003c/b\u003e [path.py](https://github.com/jaraco/path.py)) - A module wrapper for 🌎 [os.path](docs.python.org/3/library/os.path.html).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2740⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;289🍴\u003c/code\u003e\u003c/b\u003e [python-magic](https://github.com/ahupp/python-magic)) - A Python interface to the libmagic file type identification library.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6859⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;711🍴\u003c/code\u003e\u003c/b\u003e [watchdog](https://github.com/gorakhargosh/watchdog)) - API and shell utilities to monitor file system events.\n\n## Functional Programming\n\n*Functional Programming with Python.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4165⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;126🍴\u003c/code\u003e\u003c/b\u003e [coconut](https://github.com/evhub/coconut)) - A variant of Python built for simple, elegant, Pythonic functional programming.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3416⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;147🍴\u003c/code\u003e\u003c/b\u003e [funcy](https://github.com/Suor/funcy)) - A fancy and practical functional tools.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3849⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;295🍴\u003c/code\u003e\u003c/b\u003e [more-itertools](https://github.com/erikrose/more-itertools)) - More routines for operating on iterables, beyond `itertools`.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3879⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;129🍴\u003c/code\u003e\u003c/b\u003e [returns](https://github.com/dry-python/returns)) - A set of type-safe monads, transformers, and composition utilities.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [cytoolz](https://github.com/pytoolz/cytoolz/)) - Cython implementation of `Toolz`: High performance functional utilities.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4828⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;266🍴\u003c/code\u003e\u003c/b\u003e [toolz](https://github.com/pytoolz/toolz)) - A collection of functional utilities for iterators, functions, and dictionaries.\n\n## GUI Development\n\n*Libraries for working with graphical user interface applications.*\n\n* 🌎 [curses](docs.python.org/3/library/curses.html) - Built-in wrapper for [ncurses](http://www.gnu.org/software/ncurses/) used to create terminal GUI applications.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6666⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;598🍴\u003c/code\u003e\u003c/b\u003e [Eel](https://github.com/ChrisKnott/Eel)) - A library for making simple Electron-like offline HTML/JS GUI apps.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1552⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;131🍴\u003c/code\u003e\u003c/b\u003e [enaml](https://github.com/nucleic/enaml)) - Creating beautiful user-interfaces with Declarative Syntax like QML.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3322⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;263🍴\u003c/code\u003e\u003c/b\u003e [Flexx](https://github.com/zoofIO/flexx)) - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;21072⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1032🍴\u003c/code\u003e\u003c/b\u003e [Gooey](https://github.com/chriskiehl/Gooey)) - Turn command line programs into a full GUI application with one line.\n* 🌎 [kivy](kivy.org/) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2014⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;318🍴\u003c/code\u003e\u003c/b\u003e [pyglet](https://github.com/pyglet/pyglet)) - A cross-platform windowing and multimedia library for Python.\n* 🌎 [PyGObject](pygobject.readthedocs.io/) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).\n* 🌎 [PyQt](doc.qt.io/qtforpython/) - Python bindings for the 🌎 [Qt](www.qt.io/) cross-platform application and UI framework.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;13586⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1827🍴\u003c/code\u003e\u003c/b\u003e [PySimpleGUI](https://github.com/PySimpleGUI/PySimpleGUI)) - Wrapper for tkinter, Qt, WxPython and Remi.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [pywebview](https://github.com/r0x0r/pywebview/)) - A lightweight cross-platform native wrapper around a webview component.\n* 🌎 [Tkinter](wiki.python.org/moin/TkInter) - Tkinter is Python's de-facto standard GUI package.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4779⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;707🍴\u003c/code\u003e\u003c/b\u003e [Toga](https://github.com/pybee/toga)) - A Python native, OS native GUI toolkit.\n* [urwid](http://urwid.org/) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.\n* 🌎 [wxPython](wxpython.org/) - A blending of the wxWidgets C++ class library with the Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [DearPyGui](https://github.com/RaylockLLC/DearPyGui/)) - A Simple GPU accelerated Python GUI framework\n\n## GraphQL\n\n*Libraries for working with GraphQL.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [graphene](https://github.com/graphql-python/graphene/)) - GraphQL framework for Python.\n\n## Game Development\n\n*Awesome game development libraries.*\n\n* 🌎 [Arcade](api.arcade.academy/en/latest/) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.\n* 🌎 [Cocos2d](www.cocos.com/en/cocos2d-x) - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.\n* [Harfang3D](http://www.harfang3d.com) - Python framework for 3D, VR and game development.\n* 🌎 [Panda3D](www.panda3d.org/) - 3D game engine developed by Disney.\n* [Pygame](http://www.pygame.org/news.html) - Pygame is a set of Python modules designed for writing games.\n* [PyOgre](http://www.ogre3d.org/tikiwiki/PyOgre) - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.\n* [PyOpenGL](http://pyopengl.sourceforge.net/) - Python ctypes bindings for OpenGL and it's related APIs.\n* 🌎 [PySDL2](pysdl2.readthedocs.io) - A ctypes based wrapper for the SDL2 library.\n* 🌎 [RenPy](www.renpy.org/) - A Visual Novel engine.\n\n## Geolocation\n\n*Libraries for geocoding addresses and working with latitudes and longitudes.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1463⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;293🍴\u003c/code\u003e\u003c/b\u003e [django-countries](https://github.com/SmileyChris/django-countries)) - A Django app that provides a country field for models and forms.\n* 🌎 [geodjango](docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;955⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;123🍴\u003c/code\u003e\u003c/b\u003e [geojson](https://github.com/jazzband/geojson)) - Python bindings and utilities for GeoJSON.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4612⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;658🍴\u003c/code\u003e\u003c/b\u003e [geopy](https://github.com/geopy/geopy)) - Python Geocoding Toolbox.\n\n## HTML Manipulation\n\n*Libraries for working with HTML and XML.*\n\n* 🌎 [beautifulsoup](www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2683⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;251🍴\u003c/code\u003e\u003c/b\u003e [bleach](https://github.com/mozilla/bleach)) - A whitelist-based HTML sanitization and text linkification library.\n* 🌎 [cssutils](pypi.org/project/cssutils/) - A CSS library for Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1188⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;294🍴\u003c/code\u003e\u003c/b\u003e [html5lib](https://github.com/html5lib/html5lib-python)) - A standards-compliant library for parsing and serializing HTML documents and fragments.\n* [lxml](http://lxml.de/) - A very fast, easy-to-use and versatile library for handling HTML and XML.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;650⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;158🍴\u003c/code\u003e\u003c/b\u003e [markupsafe](https://github.com/pallets/markupsafe)) - Implements a XML/HTML/XHTML Markup safe string for Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2347⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;182🍴\u003c/code\u003e\u003c/b\u003e [pyquery](https://github.com/gawel/pyquery)) - A jQuery-like library for parsing HTML.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;620⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;84🍴\u003c/code\u003e\u003c/b\u003e [untangle](https://github.com/stchris/untangle)) - Converts XML documents to Python objects for easy access.\n* [WeasyPrint](http://weasyprint.org) - A visual rendering engine for HTML and CSS that can export to PDF.\n* 🌎 [xmldataset](xmldataset.readthedocs.io/en/latest/) - Simple XML Parsing.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5599⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;459🍴\u003c/code\u003e\u003c/b\u003e [xmltodict](https://github.com/martinblech/xmltodict)) - Working with XML feel like you are working with JSON.\n\n## HTTP Clients\n\n*Libraries for working with HTTP.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;13953⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;886🍴\u003c/code\u003e\u003c/b\u003e [httpx](https://github.com/encode/httpx)) - A next generation HTTP client for Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;52723⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;9428🍴\u003c/code\u003e\u003c/b\u003e [requests](https://github.com/psf/requests)) - HTTP Requests for Humans.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;589⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;140🍴\u003c/code\u003e\u003c/b\u003e [treq](https://github.com/twisted/treq)) - Python requests like API built on top of Twisted's HTTP client.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3859⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1178🍴\u003c/code\u003e\u003c/b\u003e [urllib3](https://github.com/urllib3/urllib3)) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.\n\n## Hardware\n\n*Libraries for programming with hardware.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3879⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;440🍴\u003c/code\u003e\u003c/b\u003e [keyboard](https://github.com/boppreh/keyboard)) - Hook and simulate global keyboard events on Windows and Linux.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;928⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;138🍴\u003c/code\u003e\u003c/b\u003e [mouse](https://github.com/boppreh/mouse)) - Hook and simulate global mouse events on Windows and Linux.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1911⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;261🍴\u003c/code\u003e\u003c/b\u003e [pynput](https://github.com/moses-palmer/pynput)) - A library to control and monitor input devices.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;11299⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2089🍴\u003c/code\u003e\u003c/b\u003e [scapy](https://github.com/secdev/scapy)) - A brilliant packet manipulation library.\n\n## Image Processing\n\n*Libraries for manipulating images.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;12702⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2269🍴\u003c/code\u003e\u003c/b\u003e [pillow](https://github.com/python-pillow/Pillow)) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;603⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;123🍴\u003c/code\u003e\u003c/b\u003e [python-barcode](https://github.com/WhyNotHugo/python-barcode)) - Create barcodes in Python with no extra dependencies.\n* [pymatting](http://github.com/pymatting/pymatting) - A library for alpha matting.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4592⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;699🍴\u003c/code\u003e\u003c/b\u003e [python-qrcode](https://github.com/lincolnloop/python-qrcode)) - A pure Python QR Code generator.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;8601⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;337🍴\u003c/code\u003e\u003c/b\u003e [pywal](https://github.com/dylanaraps/pywal)) - A tool that generates color schemes from images.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;686⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;48🍴\u003c/code\u003e\u003c/b\u003e [pyvips](https://github.com/libvips/pyvips)) - A fast image processing library with low memory needs.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1187⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;150🍴\u003c/code\u003e\u003c/b\u003e [quads](https://github.com/fogleman/Quads)) - Computer art based on quadtrees.\n* [scikit-image](http://scikit-image.org/) - A Python library for (scientific) image processing.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;10230⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;838🍴\u003c/code\u003e\u003c/b\u003e [thumbor](https://github.com/thumbor/thumbor)) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1441⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;198🍴\u003c/code\u003e\u003c/b\u003e [wand](https://github.com/emcconville/wand)) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.\n\n## Implementations\n\n*Implementations of Python.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;66289⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;31545🍴\u003c/code\u003e\u003c/b\u003e [cpython](https://github.com/python/cpython)) - **Default, most widely used implementation of the Python programming language written in C.**\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;9917⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1522🍴\u003c/code\u003e\u003c/b\u003e [cython](https://github.com/cython/cython)) - Optimizing Static Compiler for Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;373⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;35🍴\u003c/code\u003e\u003c/b\u003e [clpython](https://github.com/metawilm/cl-python)) - Implementation of the Python programming language written in Common Lisp.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2619⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;297🍴\u003c/code\u003e\u003c/b\u003e [ironpython](https://github.com/IronLanguages/ironpython3)) - Implementation of the Python programming language written in C#.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;20173⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;8113🍴\u003c/code\u003e\u003c/b\u003e [micropython](https://github.com/micropython/micropython)) - A lean and efficient Python programming language implementation.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;10346⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1153🍴\u003c/code\u003e\u003c/b\u003e [numba](https://github.com/numba/numba)) - Python JIT compiler to LLVM aimed at scientific Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2008⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;166🍴\u003c/code\u003e\u003c/b\u003e [peachpy](https://github.com/Maratyszcza/PeachPy)) - x86-64 assembler embedded in Python.\n* 🌎 [pypy](foss.heptapod.net/pypy/pypy) - A very fast and compliant implementation of the Python language.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [pyston](https://github.com/pyston/pyston/)) - A Python implementation using JIT techniques.\n\n## Interactive Interpreter\n\n*Interactive Python interpreters (REPL).*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2687⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;245🍴\u003c/code\u003e\u003c/b\u003e [bpython](https://github.com/bpython/bpython)) - A fancy interface to the Python interpreter.\n* 🌎 [Jupyter Notebook (IPython)](jupyter.org) - A rich toolkit to help you make the most out of using Python interactively.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4199⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;425🍴\u003c/code\u003e\u003c/b\u003e [awesome-jupyter](https://github.com/markusschanta/awesome-jupyter))\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5294⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;283🍴\u003c/code\u003e\u003c/b\u003e [ptpython](https://github.com/jonathanslenders/ptpython)) - Advanced Python REPL built on top of the \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;9633⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;729🍴\u003c/code\u003e\u003c/b\u003e [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit)).\n\n## Internationalization\n\n*Libraries for working with i18n.*\n\n* [Babel](http://babel.pocoo.org/en/latest/) - An internationalization library for Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;133⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;49🍴\u003c/code\u003e\u003c/b\u003e [PyICU](https://github.com/ovalhub/pyicu)) - A wrapper of International Components for Unicode C++ library ([ICU](http://site.icu-project.org/)).\n\n## Job Scheduler\n\n*Libraries for scheduling jobs.*\n\n* 🌎 [Airflow](airflow.apache.org/) - Airflow is a platform to programmatically author, schedule and monitor workflows.\n* [APScheduler](http://apscheduler.readthedocs.io/en/latest/) - A light but powerful in-process task scheduler that lets you schedule functions.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;842⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;279🍴\u003c/code\u003e\u003c/b\u003e [django-schedule](https://github.com/thauber/django-schedule)) - A calendaring app for Django.\n* [doit](http://pydoit.org/) - A task runner and build tool.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;765⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;71🍴\u003c/code\u003e\u003c/b\u003e [gunnery](https://github.com/gunnery/gunnery)) - Multipurpose task execution tool for distributed systems with web-based interface.\n* 🌎 [Joblib](joblib.readthedocs.io/) - A set of tools to provide lightweight pipelining in Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1180⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;98🍴\u003c/code\u003e\u003c/b\u003e [Plan](https://github.com/fengsp/plan)) - Writing crontab file in Python like a charm.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;18936⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1781🍴\u003c/code\u003e\u003c/b\u003e [Prefect](https://github.com/PrefectHQ/prefect)) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;12027⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;974🍴\u003c/code\u003e\u003c/b\u003e [schedule](https://github.com/dbader/schedule)) - Python job scheduling for humans.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1754⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;325🍴\u003c/code\u003e\u003c/b\u003e [Spiff](https://github.com/knipknap/SpiffWorkflow)) - A powerful workflow engine implemented in pure Python.\n* 🌎 [TaskFlow](docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.\n\n## Logging\n\n*Libraries for generating and working with logs.*\n\n* [logbook](http://logbook.readthedocs.io/en/stable/) - Logging replacement for Python.\n* 🌎 [logging](docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;21364⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;727🍴\u003c/code\u003e\u003c/b\u003e [loguru](https://github.com/Delgan/loguru)) - Library which aims to bring enjoyable logging in Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1983⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;533🍴\u003c/code\u003e\u003c/b\u003e [sentry-python](https://github.com/getsentry/sentry-python)) - Sentry SDK for Python.\n* 🌎 [structlog](www.structlog.org/en/stable/) - Structured logging made easy.\n\n## Machine Learning\n\n*Libraries for Machine Learning. Also see \u003cb\u003e\u003ccode\u003e\u0026nbsp;67565⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;14848🍴\u003c/code\u003e\u003c/b\u003e [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python)).*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;35778⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;8662🍴\u003c/code\u003e\u003c/b\u003e [gym](https://github.com/openai/gym)) - A toolkit for developing and comparing reinforcement learning algorithms.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;7116⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2014🍴\u003c/code\u003e\u003c/b\u003e [H2O](https://github.com/h2oai/h2o-3)) - Open Source Fast Scalable Machine Learning Platform.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1636⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;455🍴\u003c/code\u003e\u003c/b\u003e [Metrics](https://github.com/benhamner/Metrics)) - Machine learning evaluation metrics.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6342⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1555🍴\u003c/code\u003e\u003c/b\u003e [NuPIC](https://github.com/numenta/nupic)) - Numenta Platform for Intelligent Computing.\n* [scikit-learn](http://scikit-learn.org/) - The most popular Python library for Machine Learning.\n* [Spark ML](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;168⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;30🍴\u003c/code\u003e\u003c/b\u003e [vowpal_porpoise](https://github.com/josephreisinger/vowpal_porpoise)) - A lightweight Python wrapper for \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [Vowpal Wabbit](https://github.com/JohnLangford/vowpal_wabbit/)).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;26811⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;8761🍴\u003c/code\u003e\u003c/b\u003e [xgboost](https://github.com/dmlc/xgboost)) - A scalable, portable, and distributed gradient boosting library.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;27702⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4958🍴\u003c/code\u003e\u003c/b\u003e [MindsDB](https://github.com/mindsdb/mindsdb)) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.\n\n## Microsoft Windows\n\n*Python programming on Microsoft Windows.*\n\n* [Python(x,y)](http://python-xy.github.io/) - Scientific-applications-oriented Python Distribution based on Qt and Spyder.\n* [pythonlibs](http://www.lfd.uci.edu/~gohlke/pythonlibs/) - Unofficial Windows binaries for Python extension packages.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5011⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;742🍴\u003c/code\u003e\u003c/b\u003e [PythonNet](https://github.com/pythonnet/pythonnet)) - Python Integration with the .NET Common Language Runtime (CLR).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5246⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;820🍴\u003c/code\u003e\u003c/b\u003e [PyWin32](https://github.com/mhammond/pywin32)) - Python Extensions for Windows.\n* 🌎 [WinPython](winpython.github.io/) - Portable development environment for Windows 7/8.\n\n## Miscellaneous\n\n*Useful libraries or tools that don't fit in the categories above.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1876⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;184🍴\u003c/code\u003e\u003c/b\u003e [blinker](https://github.com/jek/blinker)) - A fast Python in-process signal/event dispatching system.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6594⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;357🍴\u003c/code\u003e\u003c/b\u003e [boltons](https://github.com/mahmoud/boltons)) - A set of pure-Python utilities.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2995⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;224🍴\u003c/code\u003e\u003c/b\u003e [itsdangerous](https://github.com/pallets/itsdangerous)) - Various helpers to pass trusted data to untrusted environments.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;19444⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3779🍴\u003c/code\u003e\u003c/b\u003e [magenta](https://github.com/magenta/magenta)) - A tool to generate music and art using artificial intelligence.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1130⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;142🍴\u003c/code\u003e\u003c/b\u003e [pluginbase](https://github.com/mitsuhiko/pluginbase)) - A simple but flexible plugin system for Python.\n* [tryton](http://www.tryton.org/) - A general purpose business framework.\n\n## Natural Language Processing\n\n*Libraries for working with human languages.*\n\n- General\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;15957⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4391🍴\u003c/code\u003e\u003c/b\u003e [gensim](https://github.com/RaRe-Technologies/gensim)) - Topic Modeling for Humans.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2371⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;323🍴\u003c/code\u003e\u003c/b\u003e [langid.py](https://github.com/saffsd/langid.py)) - Stand-alone language identification system.\n    * [nltk](http://www.nltk.org/) - A leading platform for building Python programs to work with human language data.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;8803⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1589🍴\u003c/code\u003e\u003c/b\u003e [pattern](https://github.com/clips/pattern)) - A web mining module.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2331⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;335🍴\u003c/code\u003e\u003c/b\u003e [polyglot](https://github.com/aboSamoor/polyglot)) - Natural language pipeline supporting hundreds of languages.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6325⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;796🍴\u003c/code\u003e\u003c/b\u003e [pytext](https://github.com/facebookresearch/pytext)) - A natural language modeling framework based on PyTorch.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2221⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;256🍴\u003c/code\u003e\u003c/b\u003e [PyTorch-NLP](https://github.com/PetrochukM/PyTorch-NLP)) - A toolkit enabling rapid deep learning NLP prototyping for research.\n    * 🌎 [spacy](spacy.io/) - A library for industrial-strength natural language processing in Python and Cython.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;7431⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;901🍴\u003c/code\u003e\u003c/b\u003e [Stanza](https://github.com/stanfordnlp/stanza)) - The Stanford NLP Group's official Python library, supporting 60+ languages.\n- Chinese\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;72397⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;14788🍴\u003c/code\u003e\u003c/b\u003e [funNLP](https://github.com/fighting41love/funNLP)) - A collection of tools and datasets for Chinese NLP.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;33962⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6731🍴\u003c/code\u003e\u003c/b\u003e [jieba](https://github.com/fxsjy/jieba)) - The most popular Chinese text segmentation library.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6598⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;989🍴\u003c/code\u003e\u003c/b\u003e [pkuseg-python](https://github.com/lancopku/pkuseg-python)) - A toolkit for Chinese word segmentation in various domains.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6528⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1367🍴\u003c/code\u003e\u003c/b\u003e [snownlp](https://github.com/isnowfy/snownlp)) - A library for processing Chinese text.\n\n## Network Virtualization\n\n*Tools and libraries for Virtual Networking and SDN (Software Defined Networking).*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5535⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1776🍴\u003c/code\u003e\u003c/b\u003e [mininet](https://github.com/mininet/mininet)) - A popular network emulator and API written in Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2314⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;563🍴\u003c/code\u003e\u003c/b\u003e [napalm](https://github.com/napalm-automation/napalm)) - Cross-vendor API to manipulate network devices.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;635⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;475🍴\u003c/code\u003e\u003c/b\u003e [pox](https://github.com/noxrepo/pox)) - A Python-based SDN control applications, such as OpenFlow SDN controllers.\n\n## News Feed\n\n*Libraries for building user's activities.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2416⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;484🍴\u003c/code\u003e\u003c/b\u003e [django-activity-stream](https://github.com/justquick/django-activity-stream)) - Generating generic activity streams from the actions on your site.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4738⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;536🍴\u003c/code\u003e\u003c/b\u003e [Stream Framework](https://github.com/tschellenbach/Stream-Framework)) - Building news feed and notification systems using Cassandra and Redis.\n\n## ORM\n\n*Libraries that implement Object-Relational Mapping or data mapping techniques.*\n\n* Relational Databases\n    * 🌎 [Django Models](docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.\n    * 🌎 [SQLAlchemy](www.sqlalchemy.org/) - The Python SQL Toolkit and Object Relational Mapper.\n        * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2908⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;149🍴\u003c/code\u003e\u003c/b\u003e [awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy))\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4798⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;293🍴\u003c/code\u003e\u003c/b\u003e [dataset](https://github.com/pudo/dataset)) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1420⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;174🍴\u003c/code\u003e\u003c/b\u003e [orator](https://github.com/sdispater/orator)) -  The Orator ORM provides a simple yet beautiful ActiveRecord implementation.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1791⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;99🍴\u003c/code\u003e\u003c/b\u003e [orm](https://github.com/encode/orm)) - An async ORM.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;11482⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1373🍴\u003c/code\u003e\u003c/b\u003e [peewee](https://github.com/coleifer/peewee)) - A small, expressive ORM.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [pony](https://github.com/ponyorm/pony/)) - ORM that provides a generator-oriented interface to SQL.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [pydal](https://github.com/web2py/pydal/)) - A pure Python Database Abstraction Layer.\n* NoSQL Databases\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;290⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;33🍴\u003c/code\u003e\u003c/b\u003e [hot-redis](https://github.com/stephenmcd/hot-redis)) - Rich Python data types for Redis.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4312⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1234🍴\u003c/code\u003e\u003c/b\u003e [mongoengine](https://github.com/MongoEngine/mongoengine)) - A Python Object-Document-Mapper for working with MongoDB.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2495⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;431🍴\u003c/code\u003e\u003c/b\u003e [PynamoDB](https://github.com/pynamodb/PynamoDB)) - A Pythonic interface for 🌎 [Amazon DynamoDB](aws.amazon.com/dynamodb/).\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;437⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;78🍴\u003c/code\u003e\u003c/b\u003e [redisco](https://github.com/kiddouk/redisco)) - A Python Library for Simple Models and Containers Persisted in Redis.\n\n## Package Management\n\n*Libraries for package and dependency management.*\n\n* 🌎 [pip](pip.pypa.io/en/stable/) - The package installer for Python.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;7874⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;621🍴\u003c/code\u003e\u003c/b\u003e [pip-tools](https://github.com/jazzband/pip-tools)) - A set of tools to keep your pinned Python dependencies fresh.\n    * 🌎 [PyPI](pypi.org/)\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [conda](https://github.com/conda/conda/)) - Cross-platform, Python-agnostic binary package manager.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;32989⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2340🍴\u003c/code\u003e\u003c/b\u003e [poetry](https://github.com/sdispater/poetry)) - Python dependency management and packaging made easy.\n\n## Package Repositories\n\n*Local PyPI repository server and proxies.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [bandersnatch](https://github.com/pypa/bandersnatch/)) - PyPI mirroring tool provided by Python Packaging Authority (PyPA).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;980⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;140🍴\u003c/code\u003e\u003c/b\u003e [devpi](https://github.com/devpi/devpi)) - PyPI server and packaging/testing/release tool.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;396⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;112🍴\u003c/code\u003e\u003c/b\u003e [localshop](https://github.com/jazzband/localshop)) - Local PyPI server (custom packages and auto-mirroring of pypi).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3704⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1002🍴\u003c/code\u003e\u003c/b\u003e [warehouse](https://github.com/pypa/warehouse)) - Next generation Python Package Repository (PyPI).\n\n## Penetration Testing\n\n*Frameworks and tools for penetration testing.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;11051⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2026🍴\u003c/code\u003e\u003c/b\u003e [fsociety](https://github.com/Manisso/fsociety)) - A Penetration testing framework.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;11746⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2911🍴\u003c/code\u003e\u003c/b\u003e [setoolkit](https://github.com/trustedsec/social-engineer-toolkit)) - A toolkit for social engineering.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;33861⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5846🍴\u003c/code\u003e\u003c/b\u003e [sqlmap](https://github.com/sqlmapproject/sqlmap)) - Automatic SQL injection and database takeover tool.\n\n## Permissions\n\n*Libraries that allow or deny users access to data or functionality.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3709⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;574🍴\u003c/code\u003e\u003c/b\u003e [django-guardian](https://github.com/django-guardian/django-guardian)) - Implementation of per object permissions for Django 1.2+\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1901⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;148🍴\u003c/code\u003e\u003c/b\u003e [django-rules](https://github.com/dfunckt/django-rules)) - A tiny but powerful app providing object-level permissions to Django, without requiring a database.\n\n## Processes\n\n*Libraries for starting and communicating with OS processes.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1721⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;91🍴\u003c/code\u003e\u003c/b\u003e [delegator.py](https://github.com/amitt001/delegator.py)) - 🌎 [Subprocesses](docs.python.org/3/library/subprocess.html) for Humans 2.0.\n* 🌎 [sarge](sarge.readthedocs.io/en/latest/) - Yet another wrapper for subprocess.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;7057⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;503🍴\u003c/code\u003e\u003c/b\u003e [sh](https://github.com/amoffat/sh)) - A full-fledged subprocess replacement for Python.\n\n## Recommender Systems\n\n*Libraries for building recommender systems.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;13659⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1186🍴\u003c/code\u003e\u003c/b\u003e [annoy](https://github.com/spotify/annoy)) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1084⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;206🍴\u003c/code\u003e\u003c/b\u003e [fastFM](https://github.com/ibayer/fastFM)) - A library for Factorization Machines.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3654⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;619🍴\u003c/code\u003e\u003c/b\u003e [implicit](https://github.com/benfred/implicit)) - A fast Python implementation of collaborative filtering for implicit datasets.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1600⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;460🍴\u003c/code\u003e\u003c/b\u003e [libffm](https://github.com/guestwalk/libffm)) - A library for Field-aware Factorization Machine (FFM).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4901⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;702🍴\u003c/code\u003e\u003c/b\u003e [lightfm](https://github.com/lyst/lightfm)) - A Python implementation of a number of popular recommendation algorithms.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3013⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;422🍴\u003c/code\u003e\u003c/b\u003e [spotlight](https://github.com/maciejkula/spotlight)) - Deep recommender models using PyTorch.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6587⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1029🍴\u003c/code\u003e\u003c/b\u003e [Surprise](https://github.com/NicolasHug/Surprise)) - A scikit for building and analyzing recommender systems.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1285⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;220🍴\u003c/code\u003e\u003c/b\u003e [tensorrec](https://github.com/jfkirk/tensorrec)) - A Recommendation Engine Framework in TensorFlow.\n\n## Refactoring\n\n*Refactoring tools and libraries for Python*\n\n * [Bicycle Repair Man](http://bicyclerepair.sourceforge.net/) - Bicycle Repair Man, a refactoring tool for Python.\n * 🌎 [Bowler](pybowler.io/) - Safe code refactoring for modern Python.\n * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2044⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;168🍴\u003c/code\u003e\u003c/b\u003e [Rope](https://github.com/python-rope/rope)) -  Rope is a python refactoring library.\n\n## RESTful API\n\n*Libraries for building RESTful APIs.*\n\n* Django\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;29025⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6923🍴\u003c/code\u003e\u003c/b\u003e [django-rest-framework](https://github.com/encode/django-rest-framework)) - A powerful and flexible toolkit to build web APIs.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3944⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1165🍴\u003c/code\u003e\u003c/b\u003e [django-tastypie](https://github.com/django-tastypie/django-tastypie)) - Creating delicious APIs for Django apps.\n* Flask\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6723⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;746🍴\u003c/code\u003e\u003c/b\u003e [eve](https://github.com/pyeve/eve)) - REST API framework powered by Flask, MongoDB and good intentions.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1448⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;188🍴\u003c/code\u003e\u003c/b\u003e [flask-api](https://github.com/flask-api/flask-api)) - Browsable Web APIs for Flask.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6883⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1042🍴\u003c/code\u003e\u003c/b\u003e [flask-restful](https://github.com/flask-restful/flask-restful)) - Quickly building REST APIs for Flask.\n* Pyramid\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;383⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;151🍴\u003c/code\u003e\u003c/b\u003e [cornice](https://github.com/Cornices/cornice)) - A RESTful framework for Pyramid.\n* Framework agnostic\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;9631⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;953🍴\u003c/code\u003e\u003c/b\u003e [falcon](https://github.com/falconry/falcon)) - A high-performance framework for building cloud APIs and web app backends.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;83226⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;7214🍴\u003c/code\u003e\u003c/b\u003e [fastapi](https://github.com/tiangolo/fastapi)) - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6880⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;387🍴\u003c/code\u003e\u003c/b\u003e [hug](https://github.com/hugapi/hug)) - A Python 3 framework for cleanly exposing APIs.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2021⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;215🍴\u003c/code\u003e\u003c/b\u003e [sandman2](https://github.com/jeffknupp/sandman2)) - Automated REST APIs for existing database-driven systems.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;18314⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1564🍴\u003c/code\u003e\u003c/b\u003e [sanic](https://github.com/sanic-org/sanic)) - A Python 3.6+ web server and web framework that's written to go fast.\n\n## Robotics\n\n*Libraries for robotics.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;24736⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6742🍴\u003c/code\u003e\u003c/b\u003e [PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics)) - This is a compilation of various robotics algorithms with visualizations.\n* [rospy](http://wiki.ros.org/rospy) - This is a library for ROS (Robot Operating System).\n\n## RPC Servers\n\n*RPC-compatible servers.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1626⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;249🍴\u003c/code\u003e\u003c/b\u003e [RPyC](https://github.com/tomerfiliba/rpyc)) (Remote Python Call) - A transparent and symmetric RPC library for Python\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3195⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;385🍴\u003c/code\u003e\u003c/b\u003e [zeroRPC](https://github.com/0rpc/zerorpc-python)) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).\n\n## Science\n\n*Libraries for scientific computing. Also see \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;315⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;44🍴\u003c/code\u003e\u003c/b\u003e [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists)).*\n\n* [astropy](http://www.astropy.org/) - A community Python library for Astronomy.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1002⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;354🍴\u003c/code\u003e\u003c/b\u003e [bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen)) - Providing best-practice pipelines for fully automated high throughput sequencing analysis.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;621⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;243🍴\u003c/code\u003e\u003c/b\u003e [bccb](https://github.com/chapmanb/bcbb)) - Collection of useful code related to biological analysis.\n* [Biopython](http://biopython.org/wiki/Main_Page) - Biopython is a set of freely available tools for biological computation.\n* [cclib](http://cclib.github.io/) - A library for parsing and interpreting the results of computational chemistry packages.\n* [Colour](http://colour-science.org/) - Implementing a comprehensive number of colour theory transformations and algorithms.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2215⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;247🍴\u003c/code\u003e\u003c/b\u003e [Karate Club](https://github.com/benedekrozemberczki/karateclub)) - Unsupervised machine learning toolbox for graph structured data.\n* 🌎 [NetworkX](networkx.github.io/) - A high-productivity software for complex networks.\n* [NIPY](http://nipy.org) - A collection of neuroimaging toolkits.\n* [NumPy](http://www.numpy.org/) - A fundamental package for scientific computing with Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [ObsPy](https://github.com/obspy/obspy/wiki/)) - A Python toolbox for seismology.\n* 🌎 [Open Babel](open-babel.readthedocs.io/) - A chemical toolbox designed to speak the many languages of chemical data.\n* [PyDy](http://www.pydy.org/) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;8956⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2076🍴\u003c/code\u003e\u003c/b\u003e [PyMC](https://github.com/pymc-devs/pymc3)) - Markov Chain Monte Carlo sampling toolkit.\n* [QuTiP](http://qutip.org/) - Quantum Toolbox in Python.\n* [RDKit](http://www.rdkit.org/) - Cheminformatics and Machine Learning Software.\n* 🌎 [SciPy](www.scipy.org/) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.\n* 🌎 [SimPy](gitlab.com/team-simpy/simpy) -  A process-based discrete-event simulation framework.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;10573⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3258🍴\u003c/code\u003e\u003c/b\u003e [statsmodels](https://github.com/statsmodels/statsmodels)) - Statistical modeling and econometrics in Python.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;13538⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4666🍴\u003c/code\u003e\u003c/b\u003e [SymPy](https://github.com/sympy/sympy)) - A Python library for symbolic mathematics.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;18348⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4815🍴\u003c/code\u003e\u003c/b\u003e [Zipline](https://github.com/quantopian/zipline)) - A Pythonic algorithmic trading library.\n\n## Search\n\n*Libraries and software for indexing and performing search queries on data.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3653⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1305🍴\u003c/code\u003e\u003c/b\u003e [django-haystack](https://github.com/django-haystack/django-haystack)) - Modular search for Django.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3863⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;801🍴\u003c/code\u003e\u003c/b\u003e [elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py)) - The official high-level Python client for Elasticsearch.\n* 🌎 [elasticsearch-py](www.elastic.co/guide/en/elasticsearch/client/python-api/current/index.html) - The official low-level Python client for 🌎 [Elasticsearch](www.elastic.co/products/elasticsearch).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;669⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;340🍴\u003c/code\u003e\u003c/b\u003e [pysolr](https://github.com/django-haystack/pysolr)) - A lightweight Python wrapper for 🌎 [Apache Solr](lucene.apache.org/solr/).\n* [whoosh](http://whoosh.readthedocs.io/en/latest/) - A fast, pure Python search engine library.\n\n## Serialization\n\n*Libraries for serializing complex data types*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;7131⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;627🍴\u003c/code\u003e\u003c/b\u003e [marshmallow](https://github.com/marshmallow-code/marshmallow)) - A lightweight library for converting complex objects to and from simple Python datatypes.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;672⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;57🍴\u003c/code\u003e\u003c/b\u003e [pysimdjson](https://github.com/TkTech/pysimdjson)) - A Python bindings for \u003cb\u003e\u003ccode\u003e\u0026nbsp;20058⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1053🍴\u003c/code\u003e\u003c/b\u003e [simdjson](https://github.com/lemire/simdjson)).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;514⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;50🍴\u003c/code\u003e\u003c/b\u003e [python-rapidjson](https://github.com/python-rapidjson/python-rapidjson)) - A Python wrapper around \u003cb\u003e\u003ccode\u003e\u0026nbsp;14633⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3573🍴\u003c/code\u003e\u003c/b\u003e [RapidJSON](https://github.com/Tencent/rapidjson)).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4391⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;368🍴\u003c/code\u003e\u003c/b\u003e [ultrajson](https://github.com/esnme/ultrajson)) - A fast JSON decoder and encoder written in C with Python bindings.\n\n## Serverless Frameworks\n\n*Frameworks for developing serverless Python code.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1505⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;225🍴\u003c/code\u003e\u003c/b\u003e [python-lambda](https://github.com/nficano/python-lambda)) - A toolkit for developing and deploying Python code in AWS Lambda.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3490⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;375🍴\u003c/code\u003e\u003c/b\u003e [Zappa](https://github.com/zappa/Zappa)) - A tool for deploying WSGI applications on AWS Lambda and API Gateway.\n\n## Shell\n\n*Shells based on Python.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [xonsh](https://github.com/xonsh/xonsh/)) - A Python-powered, cross-platform, Unix-gazing shell language and command prompt.\n\n## Specific Formats Processing\n\n*Libraries for parsing and manipulating specific text formats.*\n\n* General\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4685⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;594🍴\u003c/code\u003e\u003c/b\u003e [tablib](https://github.com/jazzband/tablib)) - A module for Tabular Datasets in XLS, CSV, JSON, YAML.\n* Office\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2154⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;401🍴\u003c/code\u003e\u003c/b\u003e [docxtpl](https://github.com/elapouya/python-docx-template)) - Editing a docx document by jinja2 template\n    * 🌎 [openpyxl](openpyxl.readthedocs.io/en/stable/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1236⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;164🍴\u003c/code\u003e\u003c/b\u003e [pyexcel](https://github.com/pyexcel/pyexcel)) - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4942⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1175🍴\u003c/code\u003e\u003c/b\u003e [python-docx](https://github.com/python-openxml/python-docx)) - Reads, queries and modifies Microsoft Word 2007/2008 docx files.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2696⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;561🍴\u003c/code\u003e\u003c/b\u003e [python-pptx](https://github.com/scanny/python-pptx)) - Python library for creating and updating PowerPoint (.pptx) files.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2694⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;375🍴\u003c/code\u003e\u003c/b\u003e [unoconv](https://github.com/unoconv/unoconv)) - Convert between any document format supported by LibreOffice/OpenOffice.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3747⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;644🍴\u003c/code\u003e\u003c/b\u003e [XlsxWriter](https://github.com/jmcnamara/XlsxWriter)) - A Python module for creating Excel .xlsx files.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3121⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;512🍴\u003c/code\u003e\u003c/b\u003e [xlwings](https://github.com/ZoomerAnalytics/xlwings)) - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1043⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;280🍴\u003c/code\u003e\u003c/b\u003e [xlwt](https://github.com/python-excel/xlwt)) / \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2171⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;437🍴\u003c/code\u003e\u003c/b\u003e [xlrd](https://github.com/python-excel/xlrd)) - Writing and reading data and formatting information from Excel files.\n* PDF\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6362⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;961🍴\u003c/code\u003e\u003c/b\u003e [pdfminer.six](https://github.com/pdfminer/pdfminer.six)) - Pdfminer.six is a community maintained fork of the original PDFMiner.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;8932⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1454🍴\u003c/code\u003e\u003c/b\u003e [PyPDF2](https://github.com/mstamy2/PyPDF2)) - A library capable of splitting, merging and transforming PDF pages.\n    * 🌎 [ReportLab](www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.\n* Markdown\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2746⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;257🍴\u003c/code\u003e\u003c/b\u003e [Mistune](https://github.com/lepture/mistune)) - Fastest and full featured pure Python parsers of Markdown.\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3956⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;873🍴\u003c/code\u003e\u003c/b\u003e [Python-Markdown](https://github.com/waylan/Python-Markdown)) - A Python implementation of John Gruber’s Markdown.\n* YAML\n    * [PyYAML](http://pyyaml.org/) - YAML implementations for Python.\n* CSV\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;6147⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;608🍴\u003c/code\u003e\u003c/b\u003e [csvkit](https://github.com/wireservice/csvkit)) - Utilities for converting to and working with CSV.\n* Archive\n    * \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;430⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;56🍴\u003c/code\u003e\u003c/b\u003e [unp](https://github.com/mitsuhiko/unp)) - A command line tool that can unpack archives easily.\n\n## Static Site Generator\n\n*Static site generator is a software that takes some text + templates as input and produces HTML files on the output.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3880⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;314🍴\u003c/code\u003e\u003c/b\u003e [lektor](https://github.com/lektor/lektor)) - An easy to use static CMS and blog engine.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;?🍴\u003c/code\u003e\u003c/b\u003e [mkdocs](https://github.com/mkdocs/mkdocs/)) - Markdown friendly documentation generator.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1836⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;302🍴\u003c/code\u003e\u003c/b\u003e [makesite](https://github.com/sunainapai/makesite)) - Simple, lightweight, and magic-free static site/blog generator (\u003c 130 lines).\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;2658⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;462🍴\u003c/code\u003e\u003c/b\u003e [nikola](https://github.com/getnikola/nikola)) - A static website and blog generator.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;12810⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;1824🍴\u003c/code\u003e\u003c/b\u003e [pelican](https://github.com/getpelican/pelican)) - Static site generator that supports Markdown and reST syntax.\n\n## Tagging\n\n*Libraries for tagging items.*\n\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;3370⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;625🍴\u003c/code\u003e\u003c/b\u003e [django-taggit](https://github.com/jazzband/django-taggit)) - Simple tagging for Django.\n\n## Task Queues\n\n*Libraries for working with task queues.*\n\n* 🌎 [celery](docs.celeryproject.org/en/stable/) - An asynchronous task queue/job queue based on distributed message passing.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;4573⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;328🍴\u003c/code\u003e\u003c/b\u003e [dramatiq](https://github.com/Bogdanp/dramatiq)) - A fast and reliable background task processing library for Python 3.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;5420⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;372🍴\u003c/code\u003e\u003c/b\u003e [huey](https://github.com/coleifer/huey)) - Little multi-threaded task queue.\n* \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;885⭐\u003c/code\u003e\u003c/b\u003e \u003cb\u003e\u003ccode\u003e\u0026nbsp;\u0026nbsp;\u0026nbsp;115🍴\u003c/code\u003e\u003c/b\u003e [mrq](https:/","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcorreia-jpv%2Ffucking-awesome-python","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcorreia-jpv%2Ffucking-awesome-python","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcorreia-jpv%2Ffucking-awesome-python/lists"}