{"id":30810,"url":"https://github.com/trananhkma/fucking-awesome-python","name":"fucking-awesome-python","description":"awesome-python with :octocat: :star: and :fork_and_knife:","projects_count":725,"last_synced_at":"2026-06-05T06:00:21.625Z","repository":{"id":39617344,"uuid":"42781994","full_name":"trananhkma/fucking-awesome-python","owner":"trananhkma","description":"awesome-python with :octocat: :star: and :fork_and_knife:","archived":false,"fork":false,"pushed_at":"2024-04-15T07:19:01.000Z","size":723,"stargazers_count":2067,"open_issues_count":7,"forks_count":254,"subscribers_count":74,"default_branch":"master","last_synced_at":"2026-05-19T16:58:47.682Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/trananhkma.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2015-09-19T17:10:49.000Z","updated_at":"2026-04-26T10:39:10.000Z","dependencies_parsed_at":"2024-04-25T15:11:42.152Z","dependency_job_id":"78302378-d17b-445a-975f-f12eebda1a3c","html_url":"https://github.com/trananhkma/fucking-awesome-python","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/trananhkma/fucking-awesome-python","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/trananhkma%2Ffucking-awesome-python","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/trananhkma%2Ffucking-awesome-python/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/trananhkma%2Ffucking-awesome-python/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/trananhkma%2Ffucking-awesome-python/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/trananhkma","download_url":"https://codeload.github.com/trananhkma/fucking-awesome-python/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/trananhkma%2Ffucking-awesome-python/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33932040,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-05T02:00:06.157Z","response_time":120,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"created_at":"2024-01-13T12:58:16.422Z","updated_at":"2026-06-05T06:00:21.625Z","primary_language":"Python","list_of_lists":false,"displayable":true,"categories":["Data Visualization","Podcasts","Asynchronous Programming","Code Analysis","Web Frameworks","Machine Learning","Deep Learning","Algorithms and Design Patterns","ORM","Database Drivers","Interactive Interpreter","Editor Plugins and IDEs","Downloader","Admin Panels","ASGI Servers","Build Tools","Built-in Classes Enhancement","CMS","Caching","Command-line Interface Development","Compatibility","Computer Vision","Concurrency and Parallelism","Configuration","Cryptography","Data Analysis","Data Validation","Date and Time","DevOps Tools","Distribution","E-commerce","Files","Foreign Function Interface","GUI Development","Game Development","Geolocation","HTML Manipulation","Hardware","Image Processing","Implementations","Job Scheduler","Logging","Microsoft Windows","Miscellaneous","Natural Language Processing","Package Management","Processes","Refactoring","RESTful API","Robotics","Science","Search","Specific Formats Processing","Template Engine","Testing","Text Processing","Third-party APIs","Web Asset Management","Web Crawling","WSGI Servers","Books","Websites","Newsletters","Environment Management","Command-line Tools","Serverless Frameworks","Audio","Authentication","Distributed Computing","News Feed","Recommender Systems","Debugging Tools","Functional Programming","Penetration Testing","Forms","Database","RPC Servers","Documentation","WebSocket","Permissions","Tagging","Task Queues","Static Site Generator","Video","Serialization","Network Virtualization","Web Content Extracting","HTTP Clients","Package Repositories","URL Manipulation","Email","Internationalization","Shell","GraphQL","ChatOps Tools"],"sub_categories":[],"readme":"# Fucking Awesome Python\n\nA curated list with Github stars and forks stats based on awesome [awesome-python](https://github.com/vinta/awesome-python)\n\nInspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome-go).\n\n- [Awesome Python](#awesome-python)\n    - [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    - [Compatibility](#compatibility)\n    - [Computer Vision](#computer-vision)\n    - [Concurrency and Parallelism](#concurrency-and-parallelism)\n    - [Configuration](#configuration)\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    - [E-commerce](#e-commerce)\n    - [Editor Plugins and IDEs](#editor-plugins-and-ides)\n    - [Email](#email)\n    - [Environment Management](#environment-management)\n    - [Files](#files)\n    - [Foreign Function Interface](#foreign-function-interface)\n    - [Forms](#forms)\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    - [Books](#books)\n    - [Newsletters](#newsletters)\n    - [Podcasts](#podcasts)\n    - [Websites](#websites)\n- [Contributing](#contributing)\n\n---\n\n## Admin Panels\n\n*Libraries for administrative interfaces.*\n\n* [:octocat: ajenti](https://github.com/ajenti/ajenti) - :star: 7157 :fork_and_knife: 832 - The admin panel your servers deserve.\n* [:earth_americas: django-grappelli](https://grappelliproject.com/) - A jazzy skin for the Django Admin-Interface.\n* [:octocat: django-jet](https://github.com/geex-arts/django-jet) - :star: 3445 :fork_and_knife: 786 - Modern responsive template for the Django admin interface with improved functionality.\n* [:earth_americas: django-suit](https://djangosuit.com/) - Alternative Django Admin-Interface (free only for Non-commercial use).\n* [:octocat: django-xadmin](https://github.com/sshwsfc/xadmin) - :star: 4709 :fork_and_knife: 1428 - Drop-in replacement of Django admin comes with lots of goodies.\n* [:octocat: flask-admin](https://github.com/flask-admin/flask-admin) - :star: 5409 :fork_and_knife: 1548 - Simple and extensible administrative interface framework for Flask.\n* [:octocat: flower](https://github.com/mher/flower) - :star: 5764 :fork_and_knife: 1022 - Real-time monitor and web admin for Celery.\n* [:octocat: jet-bridge](https://github.com/jet-admin/jet-bridge) - :star: 1415 :fork_and_knife: 136 - Admin panel framework for any application with nice UI (ex Jet Django)\n* [:octocat: wooey](https://github.com/wooey/wooey) - :star: 1973 :fork_and_knife: 187 - A Django app which creates automatic web UIs for Python scripts.\n\n## Algorithms and Design Patterns\n\n*Python implementation of data structures, algorithms and design patterns. Also see [awesome-algorithms](https://github.com/tayllan/awesome-algorithms).*\n\n* Algorithms\n    * [:octocat: algorithms](https://github.com/keon/algorithms) - :star: 22740 :fork_and_knife: 4501 - Minimal examples of data structures and algorithms.\n    * [:octocat: python-ds](https://github.com/prabhupant/python-ds) - :star: 2141 :fork_and_knife: 540 - A collection of data structure and algorithms for coding interviews.\n    * [:octocat: sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - :star: 2985 :fork_and_knife: 195 - Fast and pure-Python implementation of sorted collections.\n    * [:octocat: TheAlgorithms](https://github.com/TheAlgorithms/Python) - :star: 160888 :fork_and_knife: 40767 - All Algorithms implemented in Python.\n* Design Patterns\n    * [:octocat: PyPattyrn](https://github.com/tylerlaberge/PyPattyrn) - :star: 2015 :fork_and_knife: 143 - A simple yet effective library for implementing common design patterns.\n    * [:octocat: python-patterns](https://github.com/faif/python-patterns) - :star: 37686 :fork_and_knife: 6835 - A collection of design patterns in Python.\n    * [:octocat: transitions](https://github.com/pytransitions/transitions) - :star: 4939 :fork_and_knife: 514 - A lightweight, object-oriented finite state machine implementation.\n\n## ASGI Servers\n\n*[ASGI](https://asgi.readthedocs.io/en/latest/)-compatible web servers.*\n\n* [:octocat: daphne](https://github.com/django/daphne) - :star: 2050 :fork_and_knife: 242 - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.\n* [:octocat: uvicorn](https://github.com/encode/uvicorn) - :star: 6752 :fork_and_knife: 596 - A lightning-fast ASGI server implementation, using uvloop and httptools.\n\n## Asynchronous Programming\n\n* [:earth_americas: asyncio](https://docs.python.org/3/library/asyncio.html) - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.\n    - [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)\n* [:octocat: trio](https://github.com/python-trio/trio) - :star: 5438 :fork_and_knife: 304 - A friendly library for async concurrency and I/O.\n* [:earth_americas: Twisted](https://twistedmatrix.com/trac/) - An event-driven networking engine.\n* [:octocat: uvloop](https://github.com/MagicStack/uvloop) - :star: 9432 :fork_and_knife: 554 - Ultra fast asyncio event loop.\n\n## Audio\n\n*Libraries for manipulating audio and its metadata.*\n\n* Audio\n    * [:octocat: audioread](https://github.com/beetbox/audioread) - :star: 442 :fork_and_knife: 107 - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.\n    * [:octocat: dejavu](https://github.com/worldveil/dejavu) - :star: 6081 :fork_and_knife: 1405 - Audio fingerprinting and recognition.\n    * [:octocat: kapre](https://github.com/keunwoochoi/kapre) - :star: 892 :fork_and_knife: 146 - Keras Audio Preprocessors\n    * [:octocat: librosa](https://github.com/librosa/librosa) - :star: 6052 :fork_and_knife: 888 - Python library for audio and music analysis\n    * [:octocat: matchering](https://github.com/sergree/matchering) - :star: 994 :fork_and_knife: 132 - A library for automated reference audio mastering.\n    * [:earth_americas: mingus](http://bspaans.github.io/python-mingus/) - An advanced music theory and notation package with MIDI file and playback support.\n    * [:octocat: pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - :star: 5352 :fork_and_knife: 1150 - Audio feature extraction, classification, segmentation and applications.\n    * [:octocat: pydub](https://github.com/jiaaro/pydub) - :star: 7435 :fork_and_knife: 952 - Manipulate audio with a simple and easy high level interface.\n    * [:octocat: TimeSide](https://github.com/Parisson/TimeSide) - :star: 351 :fork_and_knife: 62 - Open web audio processing framework.\n* Metadata\n    * [:octocat: beets](https://github.com/beetbox/beets) - :star: 11754 :fork_and_knife: 1808 - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.\n    * [:octocat: eyeD3](https://github.com/nicfit/eyeD3) - :star: 481 :fork_and_knife: 58 - A tool for working with audio files, specifically MP3 files containing ID3 metadata.\n    * [:octocat: mutagen](https://github.com/quodlibet/mutagen) - :star: 1293 :fork_and_knife: 143 - A Python module to handle audio metadata.\n    * [:octocat: tinytag](https://github.com/devsnd/tinytag) - :star: 607 :fork_and_knife: 100 - 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    * [:octocat: authlib](https://github.com/lepture/authlib) - :star: 3841 :fork_and_knife: 377 - JavaScript Object Signing and Encryption draft implementation.\n    * [:octocat: django-allauth](https://github.com/pennersr/django-allauth) - :star: 8066 :fork_and_knife: 2819 - Authentication app for Django that \"just works.\"\n    * [:octocat: django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - :star: 2855 :fork_and_knife: 751 - OAuth 2 goodies for Django.\n    * [:octocat: oauthlib](https://github.com/idan/oauthlib) - :star: 2609 :fork_and_knife: 488 - A generic and thorough implementation of the OAuth request-signing logic.\n    * [:octocat: python-oauth2](https://github.com/joestump/python-oauth2) - :star: 2982 :fork_and_knife: 1046 - A fully tested, abstract interface to creating OAuth clients and servers.\n    * [:octocat: python-social-auth](https://github.com/omab/python-social-auth) - :star: 2834 :fork_and_knife: 1121 - An easy-to-setup social authentication mechanism.\n* JWT\n    * [:octocat: pyjwt](https://github.com/jpadilla/pyjwt) - :star: 4633 :fork_and_knife: 637 - JSON Web Token implementation in Python.\n    * [:octocat: python-jose](https://github.com/mpdavis/python-jose/) - :star: 1321 :fork_and_knife: 226 - A JOSE implementation in Python.\n    * [:octocat: python-jwt](https://github.com/davedoesdev/python-jwt) - :star: 213 :fork_and_knife: 27 - A module for generating and verifying JSON Web Tokens.\n\n## Build Tools\n\n*Compile software from source code.*\n\n* [:earth_americas: BitBake](http://www.yoctoproject.org/docs/1.6/bitbake-user-manual/bitbake-user-manual.html) - A make-like build tool for embedded Linux.\n* [:earth_americas: buildout](http://www.buildout.org/en/latest/) - A build system for creating, assembling and deploying applications from multiple parts.\n* [:octocat: PlatformIO](https://github.com/platformio/platformio-core) - :star: 6886 :fork_and_knife: 768 - A console tool to build code with different development platforms.\n* [:octocat: pybuilder](https://github.com/pybuilder/pybuilder) - :star: 1555 :fork_and_knife: 257 - A continuous build tool written in pure Python.\n* [:earth_americas: SCons](http://www.scons.org/) - A software construction tool.\n\n## Built-in Classes Enhancement\n\n*Libraries for enhancing Python built-in classes.*\n\n* [:octocat: attrs](https://github.com/python-attrs/attrs) - :star: 4826 :fork_and_knife: 343 - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.\n* [:octocat: bidict](https://github.com/jab/bidict) - :star: 1310 :fork_and_knife: 57 - Efficient, Pythonic bidirectional map data structures and related functionality..\n* [:octocat: Box](https://github.com/cdgriffith/Box) - :star: 2231 :fork_and_knife: 104 - Python dictionaries with advanced dot notation access.\n* [:earth_americas: dataclasses](https://docs.python.org/3/library/dataclasses.html) - (Python standard library) Data classes.\n* [:octocat: DottedDict](https://github.com/carlosescri/DottedDict) - :star: 168 :fork_and_knife: 25 - 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* [:earth_americas: django-cms](https://www.django-cms.org/en/) - An Open source enterprise CMS based on the Django.\n* [:octocat: feincms](https://github.com/feincms/feincms) - :star: 870 :fork_and_knife: 229 - One of the most advanced Content Management Systems built on Django.\n* [:octocat: indico](https://github.com/indico/indico) - :star: 1502 :fork_and_knife: 371 - A feature-rich event management system, made @ [CERN](https://en.wikipedia.org/wiki/CERN).\n* [:octocat: Kotti](https://github.com/Kotti/Kotti) - :star: 401 :fork_and_knife: 116 - A high-level, Pythonic web application framework built on Pyramid.\n* [:octocat: mezzanine](https://github.com/stephenmcd/mezzanine) - :star: 4637 :fork_and_knife: 1636 - A powerful, consistent, and flexible content management platform.\n* [:earth_americas: plone](https://plone.org/) - A CMS built on top of the open source application server Zope.\n* [:octocat: quokka](https://github.com/rochacbruno/quokka) - :star: 2227 :fork_and_knife: 457 - Flexible, extensible, small CMS powered by Flask and MongoDB.\n* [:earth_americas: wagtail](https://wagtail.io/) - A Django content management system.\n\n## Caching\n\n*Libraries for caching data.*\n\n* [:octocat: beaker](https://github.com/bbangert/beaker) - :star: 506 :fork_and_knife: 142 - A WSGI middleware for sessions and caching.\n* [:octocat: django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - :star: 859 :fork_and_knife: 162 - Automatic caching and invalidation for Django models.\n* [:octocat: django-cacheops](https://github.com/Suor/django-cacheops) - :star: 1862 :fork_and_knife: 218 - A slick ORM cache with automatic granular event-driven invalidation.\n* [:earth_americas: dogpile.cache](http://dogpilecache.readthedocs.io/en/latest/) - dogpile.cache is next generation replacement for Beaker made by same authors.\n* [:earth_americas: HermesCache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention.\n* [:octocat: pylibmc](https://github.com/lericson/pylibmc) - :star: 469 :fork_and_knife: 134 - A Python wrapper around the [libmemcached](https://libmemcached.org/libMemcached.html) interface.\n* [:earth_americas: python-diskcache](http://www.grantjenks.com/docs/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* [:octocat: errbot](https://github.com/errbotio/errbot/) - :star: 2946 :fork_and_knife: 605 - 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 [awesome-static-analysis](https://github.com/mre/awesome-static-analysis).*\n\n* Code Analysis\n    * [:octocat: coala](https://github.com/coala/coala/) - :star: 3477 :fork_and_knife: 1346 - Language independent and easily extendable code analysis application.\n    * [:octocat: code2flow](https://github.com/scottrogowski/code2flow) - :star: 3292 :fork_and_knife: 246 - Turn your Python and JavaScript code into DOT flowcharts.\n    * [:octocat: prospector](https://github.com/PyCQA/prospector) - :star: 1830 :fork_and_knife: 170 - A tool to analyse Python code.\n    * [:octocat: pycallgraph](https://github.com/gak/pycallgraph) - :star: 1742 :fork_and_knife: 314 - A library that visualises the flow (call graph) of your Python application.\n    * [:octocat: vulture](https://github.com/jendrikseipp/vulture) - :star: 2634 :fork_and_knife: 125 - A tool for finding and analysing dead Python code.\n* Code Linters\n    * [:earth_americas: flake8](https://pypi.org/project/flake8/) - A wrapper around `pycodestyle`, `pyflakes` and McCabe.\n        * [:octocat: awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions) - :star: 1117 :fork_and_knife: 43\n    * [:octocat: pylama](https://github.com/klen/pylama) - :star: 1003 :fork_and_knife: 102 - A code audit tool for Python and JavaScript.\n    * [:earth_americas: pylint](https://www.pylint.org/) - A fully customizable source code analyzer.\n    * [:octocat: wemake-python-styleguide](https://github.com/wemake-services/wemake-python-styleguide) - :star: 2249 :fork_and_knife: 376 - The strictest and most opinionated python linter ever.\n* Code Formatters\n    * [:octocat: black](https://github.com/python/black) - :star: 32923 :fork_and_knife: 2124 - The uncompromising Python code formatter.\n    * [:octocat: isort](https://github.com/timothycrosley/isort) - :star: 5923 :fork_and_knife: 540 - A Python utility / library to sort imports.\n    * [:octocat: yapf](https://github.com/google/yapf) - :star: 13307 :fork_and_knife: 900 - Yet another Python code formatter from Google.\n* Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing)\n    * [:earth_americas: mypy](http://mypy-lang.org/) - Check variable types during compile time.\n    * [:octocat: pyre-check](https://github.com/facebook/pyre-check) - :star: 6402 :fork_and_knife: 428 - Performant type checking.\n    * [:octocat: typeshed](https://github.com/python/typeshed) - :star: 3682 :fork_and_knife: 1563 - Collection of library stubs for Python, with static types.\n* Static Type Annotations Generators\n    * [:octocat: MonkeyType](https://github.com/Instagram/MonkeyType) - :star: 4297 :fork_and_knife: 159 - A system for Python that generates static type annotations by collecting runtime types.\n    * [:octocat: pyannotate](https://github.com/dropbox/pyannotate) - :star: 1389 :fork_and_knife: 61 - Auto-generate PEP-484 annotations.\n    * [:octocat: pytype](https://github.com/google/pytype) - :star: 4274 :fork_and_knife: 277 - 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    * [:earth_americas: cement](http://builtoncement.com/) - CLI Application Framework for Python.\n    * [:earth_americas: click](http://click.pocoo.org/dev/) - A package for creating beautiful command line interfaces in a composable way.\n    * [:earth_americas: cliff](https://docs.openstack.org/developer/cliff/) - A framework for creating command-line programs with multi-level commands.\n    * [:earth_americas: docopt](http://docopt.org/) - Pythonic command line arguments parser.\n    * [:octocat: python-fire](https://github.com/google/python-fire) - :star: 24846 :fork_and_knife: 1405 - A library for creating command line interfaces from absolutely any Python object.\n    * [:octocat: python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit) - :star: 8451 :fork_and_knife: 687 - A library for building powerful interactive command lines.\n* Terminal Rendering\n    * [:octocat: alive-progress](https://github.com/rsalmei/alive-progress) - :star: 4535 :fork_and_knife: 183 - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.\n    * [:octocat: asciimatics](https://github.com/peterbrittain/asciimatics) - :star: 3354 :fork_and_knife: 242 - A package to create full-screen text UIs (from interactive forms to ASCII animations).\n    * [:octocat: bashplotlib](https://github.com/glamp/bashplotlib) - :star: 1746 :fork_and_knife: 135 - Making basic plots in the terminal.\n    * [:earth_americas: colorama](https://pypi.org/project/colorama/) - Cross-platform colored terminal text.\n    * [:octocat: rich](https://github.com/willmcgugan/rich) - :star: 43909 :fork_and_knife: 1592 - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler.\n    * [:octocat: tqdm](https://github.com/tqdm/tqdm) - :star: 25235 :fork_and_knife: 1284 - 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    * [:octocat: copier](https://github.com/pykong/copier) - :star: 1147 :fork_and_knife: 128 - A library and command-line utility for rendering projects templates.\n    * [:octocat: cookiecutter](https://github.com/audreyr/cookiecutter) - :star: 19920 :fork_and_knife: 1862 - A command-line utility that creates projects from cookiecutters (project templates).\n    * [:octocat: doitlive](https://github.com/sloria/doitlive) - :star: 3306 :fork_and_knife: 100 - A tool for live presentations in the terminal.\n    * [:octocat: howdoi](https://github.com/gleitz/howdoi) - :star: 10134 :fork_and_knife: 866 - Instant coding answers via the command line.\n    * [:octocat: Invoke](https://github.com/pyinvoke/invoke#readme) - :star: 4012 :fork_and_knife: 352 - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.\n    * [:octocat: PathPicker](https://github.com/facebook/PathPicker) - :star: 4931 :fork_and_knife: 311 - Select files out of bash output.\n    * [:octocat: percol](https://github.com/mooz/percol) - :star: 3206 :fork_and_knife: 148 - Adds flavor of interactive selection to the traditional pipe concept on UNIX.\n    * [:octocat: thefuck](https://github.com/nvbn/thefuck) - :star: 78474 :fork_and_knife: 3386 - Correcting your previous console command.\n    * [:octocat: tmuxp](https://github.com/tony/tmuxp) - :star: 3727 :fork_and_knife: 228 - A [tmux](https://github.com/tmux/tmux) session manager.\n    * [:octocat: try](https://github.com/timofurrer/try) - :star: 680 :fork_and_knife: 41 - A dead simple CLI to try out python packages - it's never been easier.\n* CLI Enhancements\n    * [:octocat: httpie](https://github.com/jakubroztocil/httpie) - :star: 28467 :fork_and_knife: 3789 - A command line HTTP client, a user-friendly cURL replacement.\n    * [:octocat: iredis](https://github.com/laixintao/iredis) - :star: 2319 :fork_and_knife: 93 - Redis CLI with autocompletion and syntax highlighting.\n    * [:octocat: kube-shell](https://github.com/cloudnativelabs/kube-shell) - :star: 2306 :fork_and_knife: 176 - An integrated shell for working with the Kubernetes CLI.\n    * [:octocat: litecli](https://github.com/dbcli/litecli) - :star: 1851 :fork_and_knife: 65 - SQLite CLI with autocompletion and syntax highlighting.\n    * [:octocat: mycli](https://github.com/dbcli/mycli) - :star: 10970 :fork_and_knife: 650 - MySQL CLI with autocompletion and syntax highlighting.\n    * [:octocat: pgcli](https://github.com/dbcli/pgcli) - :star: 11172 :fork_and_knife: 518 - PostgreSQL CLI with autocompletion and syntax highlighting.\n    * [:octocat: saws](https://github.com/donnemartin/saws) - :star: 5148 :fork_and_knife: 287 - A Supercharged [aws-cli](https://github.com/aws/aws-cli).\n\n## Compatibility\n\n*Libraries for migrating from Python 2 to 3.*\n\n* [:earth_americas: python-future](http://python-future.org/index.html) - The missing compatibility layer between Python 2 and Python 3.\n* [:octocat: modernize](https://github.com/PyCQA/modernize) - :star: 318 :fork_and_knife: 55 - Modernizes Python code for eventual Python 3 migration.\n* [:earth_americas: six](https://pypi.org/project/six/) - Python 2 and 3 compatibility utilities.\n\n## Computer Vision\n\n*Libraries for Computer Vision.*\n\n* [:octocat: EasyOCR](https://github.com/JaidedAI/EasyOCR) - :star: 18816 :fork_and_knife: 2669 - Ready-to-use OCR with 40+ languages supported.\n* [:octocat: Face Recognition](https://github.com/ageitgey/face_recognition) - :star: 48796 :fork_and_knife: 13016 - Simple facial recognition library.\n* [:octocat: Kornia](https://github.com/kornia/kornia/) - :star: 8362 :fork_and_knife: 851 - Open Source Differentiable Computer Vision Library for PyTorch.\n* [:earth_americas: OpenCV](https://opencv.org/) - Open Source Computer Vision Library.\n* [:octocat: pytesseract](https://github.com/madmaze/pytesseract) - :star: 4944 :fork_and_knife: 661 - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).\n* [:octocat: SimpleCV](https://github.com/sightmachine/SimpleCV) - :star: 2616 :fork_and_knife: 814 - An open source framework for building computer vision applications.\n* [:octocat: tesserocr](https://github.com/sirfz/tesserocr) - :star: 1813 :fork_and_knife: 251 - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR.\n\n## Concurrency and Parallelism\n\n*Libraries for concurrent and parallel execution. Also see [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio).*\n\n* [:earth_americas: concurrent.futures](https://docs.python.org/3/library/concurrent.futures.html) - (Python standard library) A high-level interface for asynchronously executing callables.\n* [:earth_americas: eventlet](http://eventlet.net/) - Asynchronous framework with WSGI support.\n* [:octocat: gevent](http://www.gevent.org/) - :star: 1492 :fork_and_knife: 230 - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).\n* [:earth_americas: multiprocessing](https://docs.python.org/3/library/multiprocessing.html) - (Python standard library) Process-based parallelism.\n* [:octocat: scoop](https://github.com/soravux/scoop) - :star: 595 :fork_and_knife: 89 - Scalable Concurrent Operations in Python.\n* [:octocat: uvloop](https://github.com/MagicStack/uvloop) - :star: 9432 :fork_and_knife: 554 - Ultra fast implementation of `asyncio` event loop on top of `libuv`.\n\n## Configuration\n\n*Libraries for storing and parsing configuration options.*\n\n* [:octocat: configobj](https://github.com/DiffSK/configobj) - :star: 295 :fork_and_knife: 70 - INI file parser with validation.\n* [:earth_americas: configparser](https://docs.python.org/3/library/configparser.html) - (Python standard library) INI file parser.\n* [:octocat: hydra](https://github.com/facebookresearch/hydra) - :star: 7315 :fork_and_knife: 594 - Hydra is a framework for elegantly configuring complex applications.\n* [:earth_americas: profig](https://profig.readthedocs.io/en/latest/) - Config from multiple formats with value conversion.\n* [:octocat: python-decouple](https://github.com/henriquebastos/python-decouple) - :star: 2460 :fork_and_knife: 178 - Strict separation of settings from code.\n\n## Cryptography\n\n* [:earth_americas: cryptography](https://cryptography.io/en/latest/) - A package designed to expose cryptographic primitives and recipes to Python developers.\n* [:octocat: paramiko](https://github.com/paramiko/paramiko) - :star: 8410 :fork_and_knife: 1933 - The leading native Python SSHv2 protocol library.\n* [:earth_americas: passlib](https://passlib.readthedocs.io/en/stable/) - Secure password storage/hashing library, very high level.\n* [:octocat: pynacl](https://github.com/pyca/pynacl) - :star: 982 :fork_and_knife: 225 - Python binding to the Networking and Cryptography (NaCl) library.\n\n## Data Analysis\n\n*Libraries for data analyzing.*\n\n* [:octocat: AWS Data Wrangler](https://github.com/awslabs/aws-data-wrangler) - :star: 3526 :fork_and_knife: 624 - Pandas on AWS.\n* [:octocat: Blaze](https://github.com/blaze/blaze) - :star: 3154 :fork_and_knife: 390 - NumPy and Pandas interface to Big Data.\n* [:octocat: Open Mining](https://github.com/mining/mining) - :star: 1230 :fork_and_knife: 241 - Business Intelligence (BI) in Pandas interface.\n* [:octocat: Optimus](https://github.com/ironmussa/Optimus) - :star: 1389 :fork_and_knife: 233 - Agile Data Science Workflows made easy with PySpark.\n* [:earth_americas: Orange](https://orange.biolab.si/) - Data mining, data visualization, analysis and machine learning through visual programming or scripts.\n* [:earth_americas: Pandas](http://pandas.pydata.org/) - A library providing high-performance, easy-to-use data structures and data analysis tools.\n\n## Data Validation\n\n*Libraries for validating data. Used for forms in many cases.*\n\n* [:octocat: Cerberus](https://github.com/pyeve/cerberus) - :star: 2995 :fork_and_knife: 237 - A lightweight and extensible data validation library.\n* [:earth_americas: colander](https://docs.pylonsproject.org/projects/colander/en/latest/) - Validating and deserializing data obtained via XML, JSON, an HTML form post.\n* [:octocat: jsonschema](https://github.com/Julian/jsonschema) - :star: 4186 :fork_and_knife: 563 - An implementation of [JSON Schema](http://json-schema.org/) for Python.\n* [:octocat: schema](https://github.com/keleshev/schema) - :star: 2762 :fork_and_knife: 197 - A library for validating Python data structures.\n* [:octocat: Schematics](https://github.com/schematics/schematics) - :star: 2560 :fork_and_knife: 291 - Data Structure Validation.\n* [:octocat: valideer](https://github.com/podio/valideer) - :star: 262 :fork_and_knife: 24 - Lightweight extensible data validation and adaptation library.\n* [:octocat: voluptuous](https://github.com/alecthomas/voluptuous) - :star: 1773 :fork_and_knife: 208 - A Python data validation library.\n\n## Data Visualization\n\n*Libraries for visualizing data. Also see [awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization).*\n\n* [:octocat: Altair](https://github.com/altair-viz/altair) - :star: 8368 :fork_and_knife: 737 - Declarative statistical visualization library for Python.\n* [:octocat: Bokeh](https://github.com/bokeh/bokeh) - :star: 17747 :fork_and_knife: 4112 - Interactive Web Plotting for Python.\n* [:octocat: bqplot](https://github.com/bloomberg/bqplot) - :star: 3451 :fork_and_knife: 474 - Interactive Plotting Library for the Jupyter Notebook\n* [:octocat: Cartopy](https://github.com/SciTools/cartopy) - :star: 1244 :fork_and_knife: 348 - A cartographic python library with matplotlib support\n* [:earth_americas: Dash](https://plot.ly/products/dash/) - Built on top of Flask, React and Plotly aimed at analytical web applications.\n    * [:octocat: awesome-dash](https://github.com/Acrotrend/awesome-dash) - :star: 1883 :fork_and_knife: 243\n* [:octocat: diagrams](https://github.com/mingrammer/diagrams) - :star: 30222 :fork_and_knife: 1918 - Diagram as Code.\n* [:earth_americas: Matplotlib](http://matplotlib.org/) - A Python 2D plotting library.\n* [:octocat: plotnine](https://github.com/has2k1/plotnine) - :star: 3510 :fork_and_knife: 203 - A grammar of graphics for Python based on ggplot2.\n* [:earth_americas: Pygal](http://www.pygal.org/en/latest/) - A Python SVG Charts Creator.\n* [:earth_americas: PyGraphviz](https://pypi.org/project/pygraphviz/) - Python interface to [Graphviz](http://www.graphviz.org/).\n* [:earth_americas: PyQtGraph](http://www.pyqtgraph.org/) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.\n* [:octocat: Seaborn](https://github.com/mwaskom/seaborn) - :star: 10907 :fork_and_knife: 1738 - Statistical data visualization using Matplotlib.\n* [:octocat: VisPy](https://github.com/vispy/vispy) - :star: 3084 :fork_and_knife: 606 - High-performance scientific visualization based on OpenGL.\n\n## Database\n\n*Databases implemented in Python.*\n\n* [:octocat: pickleDB](https://github.com/patx/pickledb) - :star: 795 :fork_and_knife: 123 - A simple and lightweight key-value store for Python.\n* [:octocat: tinydb](https://github.com/msiemens/tinydb) - :star: 5967 :fork_and_knife: 510 - A tiny, document-oriented database.\n* [:octocat: ZODB](https://github.com/zopefoundation/ZODB) - :star: 614 :fork_and_knife: 87 - 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    * [:octocat: mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - :star: 2273 :fork_and_knife: 412 - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).\n    * [:octocat: PyMySQL](https://github.com/PyMySQL/PyMySQL) - :star: 7328 :fork_and_knife: 1409 - A pure Python MySQL driver compatible to mysql-python.\n* PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres)\n    * [:earth_americas: psycopg2](http://initd.org/psycopg/) - The most popular PostgreSQL adapter for Python.\n    * [:octocat: queries](https://github.com/gmr/queries) - :star: 258 :fork_and_knife: 34 - A wrapper of the psycopg2 library for interacting with PostgreSQL.\n* Other Relational Databases\n    * [:earth_americas: pymssql](https://pymssql.readthedocs.io/en/latest/) - A simple database interface to Microsoft SQL Server.\n    * [:octocat: SuperSQLite](https://github.com/plasticityai/supersqlite) - :star: 713 :fork_and_knife: 24 - A supercharged SQLite library built on top of [apsw](https://github.com/rogerbinns/apsw).\n* NoSQL Databases\n    * [:octocat: cassandra-driver](https://github.com/datastax/python-driver) - :star: 1342 :fork_and_knife: 522 - The Python Driver for Apache Cassandra.\n    * [:octocat: happybase](https://github.com/wbolster/happybase) - :star: 603 :fork_and_knife: 165 - A developer-friendly library for Apache HBase.\n    * [:octocat: kafka-python](https://github.com/dpkp/kafka-python) - :star: 5231 :fork_and_knife: 1358 - The Python client for Apache Kafka.\n    * [:earth_americas: py2neo](https://py2neo.org/) - A client library and toolkit for working with Neo4j.\n    * [:octocat: pymongo](https://github.com/mongodb/mongo-python-driver) - :star: 3882 :fork_and_knife: 1116 - The official Python client for MongoDB.\n    * [:octocat: redis-py](https://github.com/andymccurdy/redis-py) - :star: 11629 :fork_and_knife: 2386 - The Python client for Redis.\n* Asynchronous Clients\n    * [:octocat: motor](https://github.com/mongodb/motor) - :star: 2183 :fork_and_knife: 200 - The async Python driver for MongoDB.\n\n## Date and Time\n\n*Libraries for working with dates and times.*\n\n* [:earth_americas: Arrow](https://arrow.readthedocs.io/en/latest/) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.\n* [:octocat: Chronyk](https://github.com/KoffeinFlummi/Chronyk) - :star: 341 :fork_and_knife: 16 - A Python 3 library for parsing human-written times and dates.\n* [:octocat: dateutil](https://github.com/dateutil/dateutil) - :star: 2095 :fork_and_knife: 439 - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.\n* [:octocat: delorean](https://github.com/myusuf3/delorean/) - :star: 1844 :fork_and_knife: 133 - A library for clearing up the inconvenient truths that arise dealing with datetimes.\n* [:octocat: maya](https://github.com/timofurrer/maya) - :star: 3385 :fork_and_knife: 222 - Datetimes for Humans.\n* [:octocat: moment](https://github.com/zachwill/moment) - :star: 716 :fork_and_knife: 49 - A Python library for dealing with dates/times. Inspired by [Moment.js](http://momentjs.com/).\n* [:octocat: Pendulum](https://github.com/sdispater/pendulum) - :star: 5519 :fork_and_knife: 336 - Python datetimes made easy.\n* [:octocat: PyTime](https://github.com/shinux/PyTime) - :star: 151 :fork_and_knife: 26 - An easy-to-use Python module which aims to operate date/time/datetime by string.\n* [:earth_americas: pytz](https://launchpad.net/pytz) - World timezone definitions, modern and historical. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.\n* [:octocat: when.py](https://github.com/dirn/When.py) - :star: 190 :fork_and_knife: 20 - Providing user-friendly functions to help perform common date and time actions.\n\n## Debugging Tools\n\n*Libraries for debugging code.*\n\n* pdb-like Debugger\n    * [:octocat: ipdb](https://github.com/gotcha/ipdb) - :star: 1726 :fork_and_knife: 147 - IPython-enabled [pdb](https://docs.python.org/3/library/pdb.html).\n    * [:octocat: pdb++](https://github.com/antocuni/pdb) - :star: 1128 :fork_and_knife: 64 - Another drop-in replacement for pdb.\n    * [:octocat: pudb](https://github.com/inducer/pudb) - :star: 2706 :fork_and_knife: 217 - A full-screen, console-based Python debugger.\n    * [:octocat: wdb](https://github.com/Kozea/wdb) - :star: 1565 :fork_and_knife: 117 - An improbable web debugger through WebSockets.\n* Tracing\n    * [:octocat: lptrace](https://github.com/khamidou/lptrace) - :star: 691 :fork_and_knife: 42 - [strace](http://man7.org/linux/man-pages/man1/strace.1.html) for Python programs.\n    * [:octocat: manhole](https://github.com/ionelmc/python-manhole) - :star: 342 :fork_and_knife: 21 - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt.\n    * [:octocat: pyringe](https://github.com/google/pyringe) - :star: 1638 :fork_and_knife: 81 - Debugger capable of attaching to and injecting code into Python processes.\n    * [:octocat: python-hunter](https://github.com/ionelmc/python-hunter) - :star: 739 :fork_and_knife: 43 - A flexible code tracing toolkit.\n* Profiler\n    * [:octocat: line_profiler](https://github.com/rkern/line_profiler) - :star: 3600 :fork_and_knife: 258 - Line-by-line profiling.\n    * [:octocat: memory_profiler](https://github.com/fabianp/memory_profiler) - :star: 81 :fork_and_knife: 13 - Monitor Memory usage of Python code.\n    * [:octocat: profiling](https://github.com/what-studio/profiling) - :star: 2972 :fork_and_knife: 121 - An interactive Python profiler.\n    * [:octocat: py-spy](https://github.com/benfred/py-spy) - :star: 10589 :fork_and_knife: 376 - A sampling profiler for Python programs. Written in Rust.\n    * [:octocat: pyflame](https://github.com/uber/pyflame) - :star: 2973 :fork_and_knife: 240 - A ptracing profiler For Python.\n    * [:octocat: vprof](https://github.com/nvdv/vprof) - :star: 3926 :fork_and_knife: 170 - Visual Python profiler.\n* Others\n    * [:octocat: django-debug-toolbar](https://github.com/jazzband/django-debug-toolbar) - :star: 7564 :fork_and_knife: 1020 - Display various debug information for Django.\n    * [:octocat: django-devserver](https://github.com/dcramer/django-devserver) - :star: 1274 :fork_and_knife: 167 - A drop-in replacement for Django's runserver.\n    * [:octocat: flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - :star: 876 :fork_and_knife: 131 - A port of the django-debug-toolbar to flask.\n    * [:octocat: icecream](https://github.com/gruns/icecream) - :star: 6848 :fork_and_knife: 143 - Inspect variables, expressions, and program execution with a single, simple function call.\n    * [:octocat: pyelftools](https://github.com/eliben/pyelftools) - :star: 1701 :fork_and_knife: 486 - Parsing and analyzing ELF files and DWARF debugging information.\n\n## Deep Learning\n\n*Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning).*\n\n* [:octocat: caffe](https://github.com/BVLC/caffe) - :star: 33468 :fork_and_knife: 18994 - A fast open framework for deep learning..\n* [:octocat: keras](https://github.com/keras-team/keras) - :star: 58844 :fork_and_knife: 19379 - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.\n* [:octocat: mxnet](https://github.com/dmlc/mxnet) - :star: 20486 :fork_and_knife: 6882 - A deep learning framework designed for both efficiency and flexibility.\n* [:octocat: pytorch](https://github.com/pytorch/pytorch) - :star: 68879 :fork_and_knife: 18847 - Tensors and Dynamic neural networks in Python with strong GPU acceleration.\n* [:octocat: SerpentAI](https://github.com/SerpentAI/SerpentAI) - :star: 6529 :fork_and_knife: 774 - Game agent framework. Use any video game as a deep learning sandbox.\n* [:octocat: tensorflow](https://github.com/tensorflow/tensorflow) - :star: 176201 :fork_and_knife: 88687 - The most popular Deep Learning framework created by Google.\n* [:octocat: Theano](https://github.com/Theano/Theano) - :star: 9756 :fork_and_knife: 2511 - A library for fast numerical computation.\n\n## DevOps Tools\n\n*Software and libraries for DevOps.*\n\n* Configuration Management\n    * [:octocat: ansible](https://github.com/ansible/ansible) - :star: 57982 :fork_and_knife: 23510 - A radically simple IT automation platform.\n    * [:earth_americas: cloudinit](https://cloudinit.readthedocs.io/en/latest/) - A multi-distribution package that handles early initialization of a cloud instance.\n    * [:earth_americas: OpenStack](https://www.openstack.org/) - Open source software for building private and public clouds.\n    * [:octocat: pyinfra](https://github.com/Fizzadar/pyinfra) - :star: 2350 :fork_and_knife: 306 - A versatile CLI tools and python libraries to automate infrastructure.\n    * [:octocat: saltstack](https://github.com/saltstack/salt) - :star: 13353 :fork_and_knife: 5440 - Infrastructure automation and management system.\n* SSH-style Deployment\n    * [:octocat: cuisine](https://github.com/sebastien/cuisine) - :star: 1259 :fork_and_knife: 163 - Chef-like functionality for Fabric.\n    * [:octocat: fabric](https://github.com/fabric/fabric) - :star: 14132 :fork_and_knife: 1927 - A simple, Pythonic tool for remote execution and deployment.\n    * [:octocat: fabtools](https://github.com/fabtools/fabtools) - :star: 1256 :fork_and_knife: 210 - Tools for writing awesome Fabric files.\n* Process Management\n    * [:octocat: honcho](https://github.com/nickstenning/honcho) - :star: 1534 :fork_and_knife: 143 - A Python clone of [Foreman](https://github.com/ddollar/foreman), for managing Procfile-based applications.\n    * [:octocat: supervisor](https://github.com/Supervisor/supervisor) - :star: 7830 :fork_and_knife: 1219 - Supervisor process control system for UNIX.\n* Monitoring\n    * [:octocat: psutil](https://github.com/giampaolo/psutil) - :star: 9402 :fork_and_knife: 1344 - A cross-platform process and system utilities module.\n* Backup\n    * [:earth_americas: BorgBackup](https://www.borgbackup.org/) - A deduplicating archiver with compression and encryption.\n* Others\n    * [:earth_americas: docker-compose](https://docs.docker.com/compose/) - Fast, isolated development environments using [Docker](https://www.docker.com/).\n\n## Distributed Computing\n\n*Frameworks and libraries for Distributed Computing.*\n\n* Batch Processing\n    * [:octocat: dask](https://github.com/dask/dask) - :star: 11203 :fork_and_knife: 1633 - A flexible parallel computing library for analytic computing.\n    * [:octocat: luigi](https://github.com/spotify/luigi) - :star: 16648 :fork_and_knife: 2376 - A module that helps you build complex pipelines of batch jobs.\n    * [:octocat: mrjob](https://github.com/Yelp/mrjob) - :star: 2604 :fork_and_knife: 606 - Run MapReduce jobs on Hadoop or Amazon Web Services.\n    * [:earth_americas: PySpark](https://pypi.org/project/pyspark/) - [Apache Spark](https://spark.apache.org/) Python API.\n    * [:octocat: Ray](https://github.com/ray-project/ray/) - :star: 26613 :fork_and_knife: 4606 - A system for parallel and distributed Python that unifies the machine learning ecosystem.\n* Stream Processing\n    * [:octocat: faust](https://github.com/robinhood/faust) - :star: 6572 :fork_and_knife: 551 - A stream processing library, porting the ideas from [Kafka Streams](https://kafka.apache.org/documentation/streams/) to Python.\n    * [:octocat: streamparse](https://github.com/Parsely/streamparse) - :star: 1482 :fork_and_knife: 220 - 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* [:octocat: dh-virtualenv](https://github.com/spotify/dh-virtualenv) - :star: 1571 :fork_and_knife: 191 - Build and distribute a virtualenv as a Debian package.\n* [:earth_americas: Nuitka](http://nuitka.net/) - Compile scripts, modules, packages to an executable or extension module.\n* [:earth_americas: py2app](http://pythonhosted.org/py2app/) - Freezes Python scripts (Mac OS X).\n* [:earth_americas: py2exe](http://www.py2exe.org/) - Freezes Python scripts (Windows).\n* [:octocat: pyarmor](https://github.com/dashingsoft/pyarmor) - :star: 2327 :fork_and_knife: 234 - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.\n* [:octocat: PyInstaller](https://github.com/pyinstaller/pyinstaller) - :star: 10446 :fork_and_knife: 1892 - Converts Python programs into stand-alone executables (cross-platform).\n* [:earth_americas: pynsist](http://pynsist.readthedocs.io/en/latest/) - A tool to build Windows installers, installers bundle Python itself.\n* [:octocat: shiv](https://github.com/linkedin/shiv) - :star: 1609 :fork_and_knife: 85 - 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* [:octocat: sphinx](https://github.com/sphinx-doc/sphinx/) - :star: 5521 :fork_and_knife: 1947 - Python Documentation generator.\n    * [:octocat: awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc) - :star: 872 :fork_and_knife: 70\n* [:octocat: pdoc](https://github.com/mitmproxy/pdoc) - :star: 1588 :fork_and_knife: 177 - Epydoc replacement to auto generate API documentation for Python libraries.\n* [:octocat: pycco](https://github.com/pycco-docs/pycco) - :star: 827 :fork_and_knife: 148 - The literate-programming-style documentation generator.\n\n## Downloader\n\n*Libraries for downloading.*\n\n* [:octocat: akshare](https://github.com/jindaxiang/akshare) - :star: 6813 :fork_and_knife: 1504 - A financial data interface library, built for human beings!\n* [:octocat: s3cmd](https://github.com/s3tools/s3cmd) - :star: 4208 :fork_and_knife: 898 - A command line tool for managing Amazon S3 and CloudFront.\n* [:octocat: s4cmd](https://github.com/bloomreach/s4cmd) - :star: 1301 :fork_and_knife: 207 - Super S3 command line tool, good for higher performance.\n* [:earth_americas: you-get](https://you-get.org/) - A YouTube/Youku/Niconico video downloader written in Python 3.\n* [:earth_americas: youtube-dl](https://rg3.github.io/youtube-dl/) - A small command-line program to download videos from YouTube.\n\n## E-commerce\n\n*Frameworks and libraries for e-commerce and payments.*\n\n* [:octocat: alipay](https://github.com/lxneng/alipay) - :star: 325 :fork_and_knife: 98 - Unofficial Alipay API for Python.\n* [:octocat: Cartridge](https://github.com/stephenmcd/cartridge) - :star: 692 :fork_and_knife: 302 - A shopping cart app built using the Mezzanine.\n* [:earth_americas: django-oscar](http://oscarcommerce.com/) - An open-source e-commerce framework for Django.\n* [:octocat: django-shop](https://github.com/awesto/django-shop) - :star: 3018 :fork_and_knife: 1019 - A Django based shop system.\n* [:octocat: forex-python](https://github.com/MicroPyramid/forex-python) - :star: 586 :fork_and_knife: 176 - Foreign exchange rates, Bitcoin price index and currency conversion.\n* [:octocat: merchant](https://github.com/agiliq/merchant) - :star: 1013 :fork_and_knife: 175 - A Django app to accept payments from various payment processors.\n* [:octocat: money](https://github.com/carlospalol/money) - :star: 224 :fork_and_knife: 30 - `Money` class with optional CLDR-backed locale-aware formatting and an extensible currency exchange.\n* [:octocat: python-currencies](https://github.com/Alir3z4/python-currencies) - :star: 69 :fork_and_knife: 12 - Display money format and its filthy currencies.\n* [:earth_americas: saleor](http://getsaleor.com/) - An e-commerce storefront for Django.\n* [:earth_americas: shoop](https://www.shuup.com/en/) - An open source E-Commerce platform based on Django.\n\n## Editor Plugins and IDEs\n\n* Emacs\n    * [:octocat: elpy](https://github.com/jorgenschaefer/elpy) - :star: 1848 :fork_and_knife: 255 - Emacs Python Development Environment.\n* Sublime Text\n    * [:octocat: anaconda](https://github.com/DamnWidget/anaconda) - :star: 2192 :fork_and_knife: 264 - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.\n    * [:octocat: SublimeJEDI](https://github.com/srusskih/SublimeJEDI) - :star: 940 :fork_and_knife: 113 - A Sublime Text plugin to the awesome auto-complete library Jedi.\n* Vim\n    * [:octocat: jedi-vim](https://github.com/davidhalter/jedi-vim) - :star: 5185 :fork_and_knife: 377 - Vim bindings for the Jedi auto-completion library for Python.\n    * [:octocat: python-mode](https://github.com/python-mode/python-mode) - :star: 5417 :fork_and_knife: 893 - An all in one plugin for turning Vim into a Python IDE.\n    * [:octocat: YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - :star: 24841 :fork_and_knife: 2821 - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.\n* Visual Studio\n    * [:octocat: PTVS](https://github.com/Microsoft/PTVS) - :star: 2466 :fork_and_knife: 700 - Python Tools for Visual Studio.\n* Visual Studio Code\n    * [:earth_americas: Python](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.\n* IDE\n    * [:earth_americas: PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.\n    * [:octocat: spyder](https://github.com/spyder-ide/spyder) - :star: 7681 :fork_and_knife: 1552 - Open Source Python IDE.\n\n## Email\n\n*Libraries for sending and parsing email.*\n\n* Mail Servers\n    * [:octocat: modoboa](https://github.com/modoboa/modoboa) - :star: 2609 :fork_and_knife: 353 - A mail hosting and management platform including a modern Web UI.\n    * [:octocat: salmon](https://github.com/moggers87/salmon) - :star: 608 :fork_and_knife: 62 - A Python Mail Server.\n* Clients\n    * [:octocat: imbox](https://github.com/martinrusev/imbox) - :star: 1143 :fork_and_knife: 185 - Python IMAP for Humans.\n    * [:octocat: yagmail](https://github.com/kootenpv/yagmail) - :star: 2501 :fork_and_knife: 270 - Yet another Gmail/SMTP client.\n* Others\n    * [:octocat: flanker](https://github.com/mailgun/flanker) - :star: 1598 :fork_and_knife: 204 - An email address and Mime parsing library.\n    * [:octocat: mailer](https://github.com/marrow/mailer) - :star: 263 :fork_and_knife: 61 - High-performance extensible mail delivery framework.\n\n## Environment Management\n\n*Libraries for Python version and virtual environment management.*\n\n* [:octocat: pyenv](https://github.com/pyenv/pyenv) - :star: 32557 :fork_and_knife: 2819 - Simple Python version management.\n* [:octocat: virtualenv](https://github.com/pypa/virtualenv) - :star: 4501 :fork_and_knife: 1014 - A tool to create isolated Python environments.\n\n## Files\n\n*Libraries for file manipulation and MIME type detection.*\n\n* [:earth_americas: mimetypes](https://docs.python.org/3/library/mimetypes.html) - (Python standard library) Map filenames to MIME types.\n* [:octocat: path.py](https://github.com/jaraco/path.py) - :star: 1057 :fork_and_knife: 141 - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html).\n* [:earth_americas: pathlib](https://docs.python.org/3/library/pathlib.html) - (Python standard library) An cross-platform, object-oriented path library.\n* [:octocat: PyFilesystem2](https://github.com/pyfilesystem/pyfilesystem2) - :star: 1867 :fork_and_knife: 176 - Python's filesystem abstraction layer.\n* [:octocat: python-magic](https://github.com/ahupp/python-magic) - :star: 2361 :fork_and_knife: 264 - A Python interface to the libmagic file type identification library.\n* [:octocat: Unipath](https://github.com/mikeorr/Unipath) - :star: 514 :fork_and_knife: 39 - An object-oriented approach to file/directory operations.\n* [:octocat: watchdog](https://github.com/gorakhargosh/watchdog) - :star: 5886 :fork_and_knife: 680 - API and shell utilities to monitor file system events.\n\n## Foreign Function Interface\n\n*Libraries for providing foreign function interface.*\n\n* [:earth_americas: cffi](https://pypi.org/project/cffi/) - Foreign Function Interface for Python calling C code.\n* [:earth_americas: ctypes](https://docs.python.org/3/library/ctypes.html) - (Python standard library) Foreign Function Interface for Python calling C code.\n* [:earth_americas: PyCUDA](https://mathema.tician.de/software/pycuda/) - A Python wrapper for Nvidia's CUDA API.\n* [:earth_americas: SWIG](http://www.swig.org/Doc1.3/Python.html) - Simplified Wrapper and Interface Generator.\n\n## Forms\n\n*Libraries for working with forms.*\n\n* [:octocat: Deform](https://github.com/Pylons/deform) - :star: 398 :fork_and_knife: 162 - Python HTML form generation library influenced by the formish form generation library.\n* [:octocat: django-bootstrap3](https://github.com/dyve/django-bootstrap3) - :star: 2317 :fork_and_knife: 694 - Bootstrap 3 integration with Django.\n* [:octocat: django-bootstrap4](https://github.com/zostera/django-bootstrap4) - :star: 1002 :fork_and_knife: 257 - Bootstrap 4 integration with Django.\n* [:octocat: django-crispy-forms](https://github.com/django-crispy-forms/django-crispy-forms) - :star: 4739 :fork_and_knife: 733 - A Django app which lets you create beautiful forms in a very elegant and DRY way.\n* [:octocat: django-remote-forms](https://github.com/WiserTogether/django-remote-forms) - :star: 222 :fork_and_knife: 113 - A platform independent Django form serializer.\n* [:octocat: WTForms](https://github.com/wtforms/wtforms) - :star: 1405 :fork_and_knife: 386 - A flexible forms validation and rendering library.\n\n## Functional Programming\n\n*Functional Programming with Python.*\n\n* [:octocat: Coconut](https://github.com/evhub/coconut) - :star: 3767 :fork_and_knife: 112 - A variant of Python built for simple, elegant, Pythonic functional programming.\n* [:octocat: CyToolz](https://github.com/pytoolz/cytoolz/) - :star: 927 :fork_and_knife: 67 - Cython implementation of `Toolz`: High performance functional utilities.\n* [:octocat: fn.py](https://github.com/kachayev/fn.py) - :star: 3301 :fork_and_knife: 200 - Functional programming in Python: implementation of missing features to enjoy FP.\n* [:octocat: funcy](https://github.com/Suor/funcy) - :star: 3104 :fork_and_knife: 141 - A fancy and practical functional tools.\n* [:octocat: more-itertools](https://github.com/erikrose/more-itertools) - :star: 3124 :fork_and_knife: 251 - More routines for operating on iterables, beyond `itertools`.\n* [:octocat: returns](https://github.com/dry-python/returns) - :star: 2827 :fork_and_knife: 98 - A set of type-safe monads, transformers, and composition utilities.\n* [:octocat: Toolz](https://github.com/pytoolz/toolz) - :star: 4280 :fork_and_knife: 251 - 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* [:earth_americas: curses](https://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* [:octocat: Eel](https://github.com/ChrisKnott/Eel) - :star: 5709 :fork_and_knife: 558 - A library for making simple Electron-like offline HTML/JS GUI apps.\n* [:octocat: enaml](https://github.com/nucleic/enaml) - :star: 1486 :fork_and_knife: 132 - Creating beautiful user-interfaces with Declarative Syntax like QML.\n* [:octocat: Flexx](https://github.com/zoofIO/flexx) - :star: 3139 :fork_and_knife: 262 - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.\n* [:octocat: Gooey](https://github.com/chriskiehl/Gooey) - :star: 17711 :fork_and_knife: 945 - Turn command line programs into a full GUI application with one line.\n* [:earth_americas: kivy](https://kivy.org/) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.\n* [:octocat: pyglet](https://github.com/pyglet/pyglet) - :star: 1529 :fork_and_knife: 268 - A cross-platform windowing and multimedia library for Python.\n* [:earth_americas: PyGObject](https://wiki.gnome.org/Projects/PyGObject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).\n* [:earth_americas: PyQt](https://riverbankcomputing.com/software/pyqt/intro) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.\n* [:octocat: PySimpleGUI](https://github.com/PySimpleGUI/PySimpleGUI) - :star: 11811 :fork_and_knife: 1746 - Wrapper for tkinter, Qt, WxPython and Remi.\n* [:octocat: pywebview](https://github.com/r0x0r/pywebview/) - :star: 3664 :fork_and_knife: 477 - A lightweight cross-platform native wrapper around a webview component.\n* [:earth_americas: Tkinter](https://wiki.python.org/moin/TkInter) - Tkinter is Python's de-facto standard GUI package.\n* [:octocat: Toga](https://github.com/pybee/toga) - :star: 3542 :fork_and_knife: 598 - A Python native, OS native GUI toolkit.\n* [:earth_americas: urwid](http://urwid.org/) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.\n* [:earth_americas: wxPython](https://wxpython.org/) - A blending of the wxWidgets C++ class library with the Python.\n* [:octocat: DearPyGui](https://github.com/RaylockLLC/DearPyGui/) - :star: 10714 :fork_and_knife: 586 - A Simple GPU accelerated Python GUI framework\n\n## GraphQL\n\n*Libraries for working with GraphQL.*\n\n* [:octocat: graphene](https://github.com/graphql-python/graphene/) - :star: 7728 :fork_and_knife: 829 - GraphQL framework for Python.\n* [:octocat: tartiflette-aiohttp](https://github.com/tartiflette/tartiflette-aiohttp/) - :star: 60 :fork_and_knife: 9 - An `aiohttp`-based wrapper for Tartiflette to expose GraphQL APIs over HTTP.\n* [:octocat: tartiflette-asgi](https://github.com/tartiflette/tartiflette-asgi/) - :star: 100 :fork_and_knife: 16 - ASGI support for the Tartiflette GraphQL engine.\n* [:earth_americas: tartiflette](https://tartiflette.io) - SDL-first GraphQL engine implementation for Python 3.6+ and asyncio.\n\n## Game Development\n\n*Awesome game development libraries.*\n\n* [:earth_americas: Arcade](https://arcade.academy/index.html) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.\n* [:earth_americas: Cocos2d](http://cocos2d.org/) - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.\n* [:earth_americas: Harfang3D](http://www.harfang3d.com) - Python framework for 3D, VR and game development.\n* [:earth_americas: Panda3D](https://www.panda3d.org/) - 3D game engine developed by Disney.\n* [:earth_americas: Pygame](http://www.pygame.org/news.html) - Pygame is a set of Python modules designed for writing games.\n* [:earth_americas: PyOgre](http://www.ogre3d.org/tikiwiki/PyOgre) - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.\n* [:earth_americas: PyOpenGL](http://pyopengl.sourceforge.net/) - Python ctypes bindings for OpenGL and it's related APIs.\n* [:earth_americas: PySDL2](https://pysdl2.readthedocs.io) - A ctypes based wrapper for the SDL2 library.\n* [:earth_americas: RenPy](https://www.renpy.org/) - A Visual Novel engine.\n\n## Geolocation\n\n*Libraries for geocoding addresses and working with latitudes and longitudes.*\n\n* [:octocat: django-countries](https://github.com/SmileyChris/django-countries) - :star: 1289 :fork_and_knife: 257 - A Django app that provides a country field for models and forms.\n* [:earth_americas: GeoDjango](https://docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework.\n* [:octocat: GeoIP](https://github.com/maxmind/geoip-api-python) - :star: 232 :fork_and_knife: 63 - Python API for MaxMind GeoIP Legacy Database.\n* [:octocat: geojson](https://github.com/frewsxcv/python-geojson) - :star: 823 :fork_and_knife: 118 - Python bindings and utilities for GeoJSON.\n* [:octocat: geopy](https://github.com/geopy/geopy) - :star: 4008 :fork_and_knife: 614 - Python Geocoding Toolbox.\n* [:octocat: pygeoip](https://github.com/appliedsec/pygeoip) - :star: 484 :fork_and_knife: 113 - Pure Python GeoIP API.\n\n## HTML Manipulation\n\n*Libraries for working with HTML and XML.*\n\n* [:earth_americas: BeautifulSoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.\n* [:octocat: bleach](https://github.com/mozilla/bleach) - :star: 2528 :fork_and_knife: 253 - A whitelist-based HTML sanitization and text linkification library.\n* [:earth_americas: cssutils](https://pypi.org/project/cssutils/) - A CSS library for Python.\n* [:octocat: html5lib](https://github.com/html5lib/html5lib-python) - :star: 1041 :fork_and_knife: 279 - A standards-compliant library for parsing and serializing HTML documents and fragments.\n* [:earth_americas: lxml](http://lxml.de/) - A very fast, easy-to-use and versatile library for handling HTML and XML.\n* [:octocat: MarkupSafe](https://github.com/pallets/markupsafe) - :star: 538 :fork_and_knife: 147 - Implements a XML/HTML/XHTML Markup safe string for Python.\n* [:octocat: pyquery](https://github.com/gawel/pyquery) - :star: 2216 :fork_and_knife: 183 - A jQuery-like library for parsing HTML.\n* [:octocat: untangle](https://github.com/stchris/untangle) - :star: 597 :fork_and_knife: 83 - Converts XML documents to Python objects for easy access.\n* [:earth_americas: WeasyPrint](http://weasyprint.org) - A visual rendering engine for HTML and CSS that can export to PDF.\n* [:earth_americas: xmldataset](https://xmldataset.readthedocs.io/en/latest/) - Simple XML Parsing.\n* [:octocat: xmltodict](https://github.com/martinblech/xmltodict) - :star: 5173 :fork_and_knife: 469 - Working with XML feel like you are working with JSON.\n\n## HTTP Clients\n\n*Libraries for working with HTTP.*\n\n* [:octocat: grequests](https://github.com/spyoungtech/grequests) - :star: 4272 :fork_and_knife: 334 - requests + gevent for asynchronous HTTP requests.\n* [:octocat: httplib2](https://github.com/httplib2/httplib2) - :star: 469 :fork_and_knife: 196 - Comprehensive HTTP client library.\n* [:octocat: httpx](https://github.com/encode/httpx) - :star: 10783 :fork_and_knife: 709 - A next generation HTTP client for Python.\n* [:octocat: requests](https://github.com/psf/requests) - :star: 49914 :fork_and_knife: 9140 - HTTP Requests for Humans.\n* [:octocat: treq](https://github.com/twisted/treq) - :star: 556 :fork_and_knife: 142 - Python requests like API built on top of Twisted's HTTP client.\n* [:octocat: urllib3](https://github.com/shazow/urllib3) - :star: 3447 :fork_and_knife: 1080 - 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* [:earth_americas: ino](http://inotool.org/) - Command line toolkit for working with [Arduino](https://www.arduino.cc/).\n* [:octocat: keyboard](https://github.com/boppreh/keyboard) - :star: 3439 :fork_and_knife: 406 - Hook and simulate global keyboard events on Windows and Linux.\n* [:octocat: mouse](https://github.com/boppreh/mouse) - :star: 776 :fork_and_knife: 123 - Hook and simulate global mouse events on Windows and Linux.\n* [:earth_americas: Pingo](http://www.pingo.io/) - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc.\n* [:octocat: PyUserInput](https://github.com/SavinaRoja/PyUserInput) - :star: 1066 :fork_and_knife: 248 - A module for cross-platform control of the mouse and keyboard.\n* [:octocat: scapy](https://github.com/secdev/scapy) - :star: 8986 :fork_and_knife: 1883 - A brilliant packet manipulation library.\n* [:octocat: wifi](https://github.com/rockymeza/wifi) - :star: 291 :fork_and_knife: 166 - A Python library and command line tool for working with WiFi on Linux.\n\n## Image Processing\n\n*Libraries for manipulating images.*\n\n* [:octocat: hmap](https://github.com/rossgoodwin/hmap) - :star: 203 :fork_and_knife: 24 - Image histogram remapping.\n* [:earth_americas: imgSeek](https://sourceforge.net/projects/imgseek/) - A project for searching a collection of images using visual similarity.\n* [:octocat: nude.py](https://github.com/hhatto/nude.py) - :star: 914 :fork_and_knife: 134 - Nudity detection.\n* [:octocat: pagan](https://github.com/daboth/pagan) - :star: 297 :fork_and_knife: 43 - Retro identicon (Avatar) generation based on input string and hash.\n* [:octocat: pillow](https://github.com/python-pillow/Pillow) - :star: 10982 :fork_and_knife: 2076 - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.\n* [:octocat: python-barcode](https://github.com/WhyNotHugo/python-barcode) - :star: 474 :fork_and_knife: 113 - Create barcodes in Python with no extra dependencies.\n* [:earth_americas: PyMatting](http://github.com/pymatting/pymatting) - A library for alpha matting.\n* [:octocat: python-qrcode](https://github.com/lincolnloop/python-qrcode) - :star: 3761 :fork_and_knife: 600 - A pure Python QR Code generator.\n* [:octocat: pywal](https://github.com/dylanaraps/pywal) - :star: 7370 :fork_and_knife: 293 - A tool that generates color schemes from images.\n* [:octocat: pyvips](https://github.com/libvips/pyvips) - :star: 525 :fork_and_knife: 48 - A fast image processing library with low memory needs.\n* [:octocat: Quads](https://github.com/fogleman/Quads) - :star: 1145 :fork_and_knife: 146 - Computer art based on quadtrees.\n* [:earth_americas: scikit-image](http://scikit-image.org/) - A Python library for (scientific) image processing.\n* [:octocat: thumbor](https://github.com/thumbor/thumbor) - :star: 9558 :fork_and_knife: 818 - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.\n* [:octocat: wand](https://github.com/dahlia/wand) - :star: 1295 :fork_and_knife: 195 - 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* [:octocat: CLPython](https://github.com/metawilm/cl-python) - :star: 356 :fork_and_knife: 36 - Implementation of the Python programming language written in Common Lisp.\n* [:octocat: CPython](https://github.com/python/cpython) - :star: 54512 :fork_and_knife: 27255 - **Default, most widely used implementation of the Python programming language written in C.**\n* [:earth_americas: Cython](http://cython.org/) - Optimizing Static Compiler for Python.\n* [:octocat: Grumpy](https://github.com/google/grumpy) - :star: 10579 :fork_and_knife: 673 - More compiler than interpreter as more powerful CPython2.7 replacement (alpha).\n* [:octocat: IronPython](https://github.com/IronLanguages/ironpython3) - :star: 2168 :fork_and_knife: 261 - Implementation of the Python programming language written in C#.\n* [:earth_americas: Jython](https://hg.python.org/jython) - Implementation of Python programming language written in Java for the JVM.\n* [:octocat: MicroPython](https://github.com/micropython/micropython) - :star: 16880 :fork_and_knife: 6617 - A lean and efficient Python programming language implementation.\n* [:earth_americas: Numba](http://numba.pydata.org/) - Python JIT compiler to LLVM aimed at scientific Python.\n* [:octocat: PeachPy](https://github.com/Maratyszcza/PeachPy) - :star: 1778 :fork_and_knife: 161 - x86-64 assembler embedded in Python.\n* [:octocat: Pyjion](https://github.com/Microsoft/Pyjion) - :star: 1579 :fork_and_knife: 132 - A JIT for Python based upon CoreCLR.\n* [:earth_americas: PyPy](https://foss.heptapod.net/pypy/pypy) - A very fast and compliant implementation of the Python language.\n* [:octocat: Pyston](https://github.com/dropbox/pyston) - :star: 4923 :fork_and_knife: 304 - A Python implementation using JIT techniques.\n* [:octocat: Stackless Python](https://github.com/stackless-dev/stackless) - :star: 940 :fork_and_knife: 61 - An enhanced version of the Python programming language.\n\n## Interactive Interpreter\n\n*Interactive Python interpreters (REPL).*\n\n* [:octocat: bpython](https://github.com/bpython/bpython) - :star: 2397 :fork_and_knife: 232 - A fancy interface to the Python interpreter.\n* [:earth_americas: Jupyter Notebook (IPython)](https://jupyter.org) - A rich toolkit to help you make the most out of using Python interactively.\n    * [:octocat: awesome-jupyter](https://github.com/markusschanta/awesome-jupyter) - :star: 3434 :fork_and_knife: 409\n* [:octocat: ptpython](https://github.com/jonathanslenders/ptpython) - :star: 4789 :fork_and_knife: 265 - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).\n\n## Internationalization\n\n*Libraries for working with i18n.*\n\n* [:earth_americas: Babel](http://babel.pocoo.org/en/latest/) - An internationalization library for Python.\n* [:octocat: PyICU](https://github.com/ovalhub/pyicu) - :star: 130 :fork_and_knife: 50 - 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* [:earth_americas: Airflow](https://airflow.apache.org/) - Airflow is a platform to programmatically author, schedule and monitor workflows.\n* [:earth_americas: APScheduler](http://apscheduler.readthedocs.io/en/latest/) - A light but powerful in-process task scheduler that lets you schedule functions.\n* [:octocat: django-schedule](https://github.com/thauber/django-schedule) - :star: 826 :fork_and_knife: 287 - A calendaring app for Django.\n* [:earth_americas: doit](http://pydoit.org/) - A task runner and build tool.\n* [:octocat: gunnery](https://github.com/gunnery/gunnery) - :star: 753 :fork_and_knife: 77 - Multipurpose task execution tool for distributed systems with web-based interface.\n* [:earth_americas: Joblib](https://joblib.readthedocs.io/) - A set of tools to provide lightweight pipelining in Python.\n* [:octocat: Plan](https://github.com/fengsp/plan) - :star: 1170 :fork_and_knife: 96 - Writing crontab file in Python like a charm.\n* [:octocat: Prefect](https://github.com/PrefectHQ/prefect) - :star: 12331 :fork_and_knife: 1286 - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.\n* [:octocat: schedule](https://github.com/dbader/schedule) - :star: 10929 :fork_and_knife: 935 - Python job scheduling for humans.\n* [:octocat: Spiff](https://github.com/knipknap/SpiffWorkflow) - :star: 1459 :fork_and_knife: 301 - A powerful workflow engine implemented in pure Python.\n* [:earth_americas: TaskFlow](https://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* [:earth_americas: logbook](http://logbook.readthedocs.io/en/stable/) - Logging replacement for Python.\n* [:earth_americas: logging](https://docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python.\n* [:octocat: loguru](https://github.com/Delgan/loguru) - :star: 15349 :fork_and_knife: 626 - Library which aims to bring enjoyable logging in Python.\n* [:octocat: sentry-python](https://github.com/getsentry/sentry-python) - :star: 1566 :fork_and_knife: 394 - Sentry SDK for Python.\n* [:earth_americas: structlog](https://www.structlog.org/en/stable/) - Structured logging made easy.\n\n## Machine Learning\n\n*Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python).*\n\n* [:octocat: gym](https://github.com/openai/gym) - :star: 32370 :fork_and_knife: 8538 - A toolkit for developing and comparing reinforcement learning algorithms.\n* [:octocat: H2O](https://github.com/h2oai/h2o-3) - :star: 6383 :fork_and_knife: 1984 - Open Source Fast Scalable Machine Learning Platform.\n* [:octocat: Metrics](https://github.com/benhamner/Metrics) - :star: 1594 :fork_and_knife: 453 - Machine learning evaluation metrics.\n* [:octocat: NuPIC](https://github.com/numenta/nupic) - :star: 6325 :fork_and_knife: 1583 - Numenta Platform for Intelligent Computing.\n* [:earth_americas: scikit-learn](http://scikit-learn.org/) - The most popular Python library for Machine Learning.\n* [:earth_americas: Spark ML](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library.\n* [:octocat: vowpal_porpoise](https://github.com/josephreisinger/vowpal_porpoise) - :star: 164 :fork_and_knife: 30 - A lightweight Python wrapper for [Vowpal Wabbit](https://github.com/JohnLangford/vowpal_wabbit/).\n* [:octocat: xgboost](https://github.com/dmlc/xgboost) - :star: 24378 :fork_and_knife: 8624 - A scalable, portable, and distributed gradient boosting library.\n* [:octocat: MindsDB](https://github.com/mindsdb/mindsdb) - :star: 17267 :fork_and_knife: 2206 - 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* [:earth_americas: Python(x,y)](http://python-xy.github.io/) - Scientific-applications-oriented Python Distribution based on Qt and Spyder.\n* [:earth_americas: pythonlibs](http://www.lfd.uci.edu/~gohlke/pythonlibs/) - Unofficial Windows binaries for Python extension packages.\n* [:octocat: PythonNet](https://github.com/pythonnet/pythonnet) - :star: 3847 :fork_and_knife: 645 - Python Integration with the .NET Common Language Runtime (CLR).\n* [:octocat: PyWin32](https://github.com/mhammond/pywin32) - :star: 4432 :fork_and_knife: 771 - Python Extensions for Windows.\n* [:earth_americas: WinPython](https://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* [:octocat: blinker](https://github.com/jek/blinker) - :star: 1538 :fork_and_knife: 177 - A fast Python in-process signal/event dispatching system.\n* [:octocat: boltons](https://github.com/mahmoud/boltons) - :star: 6232 :fork_and_knife: 345 - A set of pure-Python utilities.\n* [:octocat: itsdangerous](https://github.com/pallets/itsdangerous) - :star: 2700 :fork_and_knife: 219 - Various helpers to pass trusted data to untrusted environments.\n* [:octocat: magenta](https://github.com/magenta/magenta) - :star: 18574 :fork_and_knife: 3753 - A tool to generate music and art using artificial intelligence.\n* [:octocat: pluginbase](https://github.com/mitsuhiko/pluginbase) - :star: 1063 :fork_and_knife: 145 - A simple but flexible plugin system for Python.\n* [:earth_americas: 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    * [:octocat: gensim](https://github.com/RaRe-Technologies/gensim) - :star: 14499 :fork_and_knife: 4369 - Topic Modeling for Humans.\n    * [:octocat: langid.py](https://github.com/saffsd/langid.py) - :star: 2109 :fork_and_knife: 304 - Stand-alone language identification system.\n    * [:earth_americas: nltk](http://www.nltk.org/) - A leading platform for building Python programs to work with human language data.\n    * [:octocat: pattern](https://github.com/clips/pattern) - :star: 8519 :fork_and_knife: 1600 - A web mining module.\n    * [:octocat: polyglot](https://github.com/aboSamoor/polyglot) - :star: 2188 :fork_and_knife: 332 - Natural language pipeline supporting hundreds of languages.\n    * [:octocat: pytext](https://github.com/facebookresearch/pytext) - :star: 6358 :fork_and_knife: 826 - A natural language modeling framework based on PyTorch.\n    * [:octocat: PyTorch-NLP](https://github.com/PetrochukM/PyTorch-NLP) - :star: 2186 :fork_and_knife: 260 - A toolkit enabling rapid deep learning NLP prototyping for research.\n    * [:earth_americas: spacy](https://spacy.io/) - A library for industrial-strength natural language processing in Python and Cython.\n    * [:octocat: Stanza](https://github.com/stanfordnlp/stanza) - :star: 6699 :fork_and_knife: 858 - The Stanford NLP Group's official Python library, supporting 60+ languages.\n- Chinese\n    * [:octocat: funNLP](https://github.com/fighting41love/funNLP) - :star: 52697 :fork_and_knife: 12982 - A collection of tools and datasets for Chinese NLP.\n    * [:octocat: jieba](https://github.com/fxsjy/jieba) - :star: 30917 :fork_and_knife: 6699 - The most popular Chinese text segmentation library.\n    * [:octocat: pkuseg-python](https://github.com/lancopku/pkuseg-python) - :star: 6197 :fork_and_knife: 972 - A toolkit for Chinese word segmentation in various domains.\n    * [:octocat: snownlp](https://github.com/isnowfy/snownlp) - :star: 6131 :fork_and_knife: 1360 - 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* [:octocat: mininet](https://github.com/mininet/mininet) - :star: 4864 :fork_and_knife: 1717 - A popular network emulator and API written in Python.\n* [:octocat: napalm](https://github.com/napalm-automation/napalm) - :star: 2081 :fork_and_knife: 545 - Cross-vendor API to manipulate network devices.\n* [:octocat: pox](https://github.com/noxrepo/pox) - :star: 602 :fork_and_knife: 465 - 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* [:octocat: django-activity-stream](https://github.com/justquick/django-activity-stream) - :star: 2222 :fork_and_knife: 490 - Generating generic activity streams from the actions on your site.\n* [:octocat: Stream Framework](https://github.com/tschellenbach/Stream-Framework) - :star: 4694 :fork_and_knife: 569 - 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    * [:earth_americas: Django Models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.\n    * [:earth_americas: SQLAlchemy](https://www.sqlalchemy.org/) - The Python SQL Toolkit and Object Relational Mapper.\n        * [:octocat: awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy) - :star: 2627 :fork_and_knife: 147\n    * [:octocat: dataset](https://github.com/pudo/dataset) - :star: 4589 :fork_and_knife: 296 - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.\n    * [:octocat: orator](https://github.com/sdispater/orator) - :star: 1405 :fork_and_knife: 168 -  The Orator ORM provides a simple yet beautiful ActiveRecord implementation.\n    * [:octocat: orm](https://github.com/encode/orm) - :star: 1737 :fork_and_knife: 99 - An async ORM.\n    * [:octocat: peewee](https://github.com/coleifer/peewee) - :star: 10193 :fork_and_knife: 1371 - A small, expressive ORM.\n    * [:octocat: pony](https://github.com/ponyorm/pony/) - :star: 3270 :fork_and_knife: 237 - ORM that provides a generator-oriented interface to SQL.\n    * [:octocat: pydal](https://github.com/web2py/pydal/) - :star: 456 :fork_and_knife: 135 - A pure Python Database Abstraction Layer.\n* NoSQL Databases\n    * [:octocat: hot-redis](https://github.com/stephenmcd/hot-redis) - :star: 284 :fork_and_knife: 31 - Rich Python data types for Redis.\n    * [:octocat: mongoengine](https://github.com/MongoEngine/mongoengine) - :star: 4025 :fork_and_knife: 1223 - A Python Object-Document-Mapper for working with MongoDB.\n    * [:octocat: PynamoDB](https://github.com/pynamodb/PynamoDB) - :star: 2216 :fork_and_knife: 422 - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).\n    * [:octocat: redisco](https://github.com/kiddouk/redisco) - :star: 436 :fork_and_knife: 80 - 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* [:earth_americas: pip](https://pip.pypa.io/en/stable/) - The package installer for Python.\n    * [:octocat: pip-tools](https://github.com/jazzband/pip-tools) - :star: 6945 :fork_and_knife: 585 - A set of tools to keep your pinned Python dependencies fresh.\n    * [:earth_americas: PyPI](https://pypi.org/)\n    * [:octocat: pipx](https://github.com/pypa/pipx) - :star: 6659 :fork_and_knife: 307 - A package manager exclusive for python CLIs built on top of pip.\n* [:octocat: conda](https://github.com/conda/conda/) - :star: 5576 :fork_and_knife: 1392 - Cross-platform, Python-agnostic binary package manager.\n* [:octocat: poetry](https://github.com/sdispater/poetry) - :star: 25742 :fork_and_knife: 2003 - Python dependency management and packaging made easy.\n\n## Package Repositories\n\n*Local PyPI repository server and proxies.*\n\n* [:octocat: bandersnatch](https://github.com/pypa/bandersnatch/) - :star: 374 :fork_and_knife: 142 - PyPI mirroring tool provided by Python Packaging Authority (PyPA).\n* [:octocat: devpi](https://github.com/devpi/devpi) - :star: 720 :fork_and_knife: 122 - PyPI server and packaging/testing/release tool.\n* [:octocat: localshop](https://github.com/jazzband/localshop) - :star: 391 :fork_and_knife: 114 - Local PyPI server (custom packages and auto-mirroring of pypi).\n* [:octocat: warehouse](https://github.com/pypa/warehouse) - :star: 3312 :fork_and_knife: 963 - Next generation Python Package Repository (PyPI).\n\n## Penetration Testing\n\n*Frameworks and tools for penetration testing.*\n\n* [:octocat: fsociety](https://github.com/Manisso/fsociety) - :star: 8686 :fork_and_knife: 1847 - A Penetration testing framework.\n* [:octocat: setoolkit](https://github.com/trustedsec/social-engineer-toolkit) - :star: 9097 :fork_and_knife: 2533 - A toolkit for social engineering.\n* [:octocat: sqlmap](https://github.com/sqlmapproject/sqlmap) - :star: 27518 :fork_and_knife: 5332 - 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* [:octocat: django-guardian](https://github.com/django-guardian/django-guardian) - :star: 3400 :fork_and_knife: 554 - Implementation of per object permissions for Django 1.2+\n* [:octocat: django-rules](https://github.com/dfunckt/django-rules) - :star: 1642 :fork_and_knife: 135 - 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* [:octocat: delegator.py](https://github.com/amitt001/delegator.py) - :star: 1665 :fork_and_knife: 96 - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0.\n* [:earth_americas: sarge](https://sarge.readthedocs.io/en/latest/) - Yet another wrapper for subprocess.\n* [:octocat: sh](https://github.com/amoffat/sh) - :star: 6656 :fork_and_knife: 499 - A full-fledged subprocess replacement for Python.\n\n## Recommender Systems\n\n*Libraries for building recommender systems.*\n\n* [:octocat: annoy](https://github.com/spotify/annoy) - :star: 11607 :fork_and_knife: 1109 - Approximate Nearest Neighbors in C++/Python optimized for memory usage.\n* [:octocat: fastFM](https://github.com/ibayer/fastFM) - :star: 1039 :fork_and_knife: 206 - A library for Factorization Machines.\n* [:octocat: implicit](https://github.com/benfred/implicit) - :star: 3220 :fork_and_knife: 601 - A fast Python implementation of collaborative filtering for implicit datasets.\n* [:octocat: libffm](https://github.com/guestwalk/libffm) - :star: 1577 :fork_and_knife: 464 - A library for Field-aware Factorization Machine (FFM).\n* [:octocat: lightfm](https://github.com/lyst/lightfm) - :star: 4383 :fork_and_knife: 673 - A Python implementation of a number of popular recommendation algorithms.\n* [:octocat: spotlight](https://github.com/maciejkula/spotlight) - :star: 2881 :fork_and_knife: 419 - Deep recommender models using PyTorch.\n* [:octocat: Surprise](https://github.com/NicolasHug/Surprise) - :star: 5874 :fork_and_knife: 987 - A scikit for building and analyzing recommender systems.\n* [:octocat: tensorrec](https://github.com/jfkirk/tensorrec) - :star: 1236 :fork_and_knife: 224 - A Recommendation Engine Framework in TensorFlow.\n\n## Refactoring\n\n*Refactoring tools and libraries for Python*\n\n * [:earth_americas: Bicycle Repair Man](http://bicyclerepair.sourceforge.net/) - Bicycle Repair Man, a refactoring tool for Python.\n * [:earth_americas: Bowler](https://pybowler.io/) - Safe code refactoring for modern Python.\n * [:octocat: Rope](https://github.com/python-rope/rope) - :star: 1645 :fork_and_knife: 163 -  Rope is a python refactoring library.\n\n## RESTful API\n\n*Libraries for building RESTful APIs.*\n\n* Django\n    * [:earth_americas: django-rest-framework](http://www.django-rest-framework.org/) - A powerful and flexible toolkit to build web APIs.\n    * [:earth_americas: django-tastypie](http://tastypieapi.org/) - Creating delicious APIs for Django apps.\n* Flask\n    * [:octocat: eve](https://github.com/pyeve/eve) - :star: 6618 :fork_and_knife: 756 - REST API framework powered by Flask, MongoDB and good intentions.\n    * [:octocat: flask-api](https://github.com/flask-api/flask-api) - :star: 1383 :fork_and_knife: 185 - Browsable Web APIs for Flask.\n    * [:octocat: flask-restful](https://github.com/flask-restful/flask-restful) - :star: 6625 :fork_and_knife: 1028 - Quickly building REST APIs for Flask.\n* Pyramid\n    * [:octocat: cornice](https://github.com/Cornices/cornice) - :star: 374 :fork_and_knife: 153 - A RESTful framework for Pyramid.\n* Framework agnostic\n    * [:octocat: apistar](https://github.com/encode/apistar) - :star: 5601 :fork_and_knife: 427 - A smart Web API framework, designed for Python 3.\n    * [:octocat: falcon](https://github.com/falconry/falcon) - :star: 9190 :fork_and_knife: 917 - A high-performance framework for building cloud APIs and web app backends.\n    * [:octocat: fastapi](https://github.com/tiangolo/fastapi) - :star: 60384 :fork_and_knife: 5059 - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.\n    * [:octocat: hug](https://github.com/hugapi/hug) - :star: 6729 :fork_and_knife: 388 - A Python 3 framework for cleanly exposing APIs.\n    * [:octocat: sandman2](https://github.com/jeffknupp/sandman2) - :star: 1953 :fork_and_knife: 216 - Automated REST APIs for existing database-driven systems.\n    * [:octocat: sanic](https://github.com/huge-success/sanic) - :star: 17185 :fork_and_knife: 1523 - A Python 3.6+ web server and web framework that's written to go fast.\n    * [:earth_americas: vibora](https://vibora.io/) - Fast, efficient and asynchronous Web framework inspired by Flask.\n\n## Robotics\n\n*Libraries for robotics.*\n\n* [:octocat: PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - :star: 19218 :fork_and_knife: 5937 - This is a compilation of various robotics algorithms with visualizations.\n* [:earth_americas: 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* [:octocat: RPyC](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - :star: 1414 :fork_and_knife: 237 - A transparent and symmetric RPC library for Python\n* [:octocat: zeroRPC](https://github.com/0rpc/zerorpc-python) - :star: 3086 :fork_and_knife: 388 - 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 [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists).*\n\n* [:earth_americas: astropy](http://www.astropy.org/) - A community Python library for Astronomy.\n* [:octocat: bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - :star: 940 :fork_and_knife: 357 - Providing best-practice pipelines for fully automated high throughput sequencing analysis.\n* [:octocat: bccb](https://github.com/chapmanb/bcbb) - :star: 572 :fork_and_knife: 239 - Collection of useful code related to biological analysis.\n* [:earth_americas: Biopython](http://biopython.org/wiki/Main_Page) - Biopython is a set of freely available tools for biological computation.\n* [:earth_americas: cclib](http://cclib.github.io/) - A library for parsing and interpreting the results of computational chemistry packages.\n* [:earth_americas: Colour](http://colour-science.org/) - Implementing a comprehensive number of colour theory transformations and algorithms.\n* [:octocat: Karate Club](https://github.com/benedekrozemberczki/karateclub) - :star: 1931 :fork_and_knife: 231 - Unsupervised machine learning toolbox for graph structured data.\n* [:earth_americas: NetworkX](https://networkx.github.io/) - A high-productivity software for complex networks.\n* [:earth_americas: NIPY](http://nipy.org) - A collection of neuroimaging toolkits.\n* [:earth_americas: NumPy](http://www.numpy.org/) - A fundamental package for scientific computing with Python.\n* [:octocat: ObsPy](https://github.com/obspy/obspy/wiki/) - :star: 1046 :fork_and_knife: 520 - A Python toolbox for seismology.\n* [:earth_americas: Open Babel](http://openbabel.org/wiki/Main_Page) - A chemical toolbox designed to speak the many languages of chemical data.\n* [:earth_americas: PyDy](http://www.pydy.org/) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.\n* [:octocat: PyMC](https://github.com/pymc-devs/pymc3) - :star: 7663 :fork_and_knife: 1797 - Markov Chain Monte Carlo sampling toolkit.\n* [:earth_americas: QuTiP](http://qutip.org/) - Quantum Toolbox in Python.\n* [:earth_americas: RDKit](http://www.rdkit.org/) - Cheminformatics and Machine Learning Software.\n* [:earth_americas: SciPy](https://www.scipy.org/) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.\n* [:earth_americas: SimPy](https://gitlab.com/team-simpy/simpy) -  A process-based discrete-event simulation framework.\n* [:octocat: statsmodels](https://github.com/statsmodels/statsmodels) - :star: 8679 :fork_and_knife: 2735 - Statistical modeling and econometrics in Python.\n* [:octocat: SymPy](https://github.com/sympy/sympy) - :star: 11056 :fork_and_knife: 3991 - A Python library for symbolic mathematics.\n* [:octocat: Zipline](https://github.com/quantopian/zipline) - :star: 16305 :fork_and_knife: 4606 - A Pythonic algorithmic trading library.\n\n## Search\n\n*Libraries and software for indexing and performing search queries on data.*\n\n* [:octocat: django-haystack](https://github.com/django-haystack/django-haystack) - :star: 3441 :fork_and_knife: 1314 - Modular search for Django.\n* [:octocat: elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - :star: 3678 :fork_and_knife: 794 - The official high-level Python client for Elasticsearch.\n* [:earth_americas: elasticsearch-py](https://www.elastic.co/guide/en/elasticsearch/client/python-api/current/index.html) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).\n* [:octocat: pysolr](https://github.com/django-haystack/pysolr) - :star: 641 :fork_and_knife: 331 - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/).\n* [:earth_americas: 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* [:octocat: marshmallow](https://github.com/marshmallow-code/marshmallow) - :star: 6602 :fork_and_knife: 628 - A lightweight library for converting complex objects to and from simple Python datatypes.\n* [:octocat: pysimdjson](https://github.com/TkTech/pysimdjson) - :star: 592 :fork_and_knife: 49 - A Python bindings for [simdjson](https://github.com/lemire/simdjson).\n* [:octocat: python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - :star: 481 :fork_and_knife: 43 - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson).\n* [:octocat: ultrajson](https://github.com/esnme/ultrajson) - :star: 4103 :fork_and_knife: 368 - 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* [:octocat: python-lambda](https://github.com/nficano/python-lambda) - :star: 1442 :fork_and_knife: 232 - A toolkit for developing and deploying Python code in AWS Lambda.\n* [:octocat: Zappa](https://github.com/Miserlou/Zappa) - :star: 11901 :fork_and_knife: 1253 - A tool for deploying WSGI applications on AWS Lambda and API Gateway.\n\n## Shell\n\n*Shells based on Python.*\n\n* [:octocat: xonsh](https://github.com/xonsh/xonsh/) - :star: 7119 :fork_and_knife: 612 - 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    * [:octocat: tablib](https://github.com/jazzband/tablib) - :star: 4257 :fork_and_knife: 578 - A module for Tabular Datasets in XLS, CSV, JSON, YAML.\n* Office\n    * [:octocat: docxtpl](https://github.com/elapouya/python-docx-template) - :star: 1610 :fork_and_knife: 346 - Editing a docx document by jinja2 template\n    * [:earth_americas: openpyxl](https://openpyxl.readthedocs.io/en/stable/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.\n    * [:octocat: pyexcel](https://github.com/pyexcel/pyexcel) - :star: 1129 :fork_and_knife: 163 - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.\n    * [:octocat: python-docx](https://github.com/python-openxml/python-docx) - :star: 3688 :fork_and_knife: 979 - Reads, queries and modifies Microsoft Word 2007/2008 docx files.\n    * [:octocat: python-pptx](https://github.com/scanny/python-pptx) - :star: 1835 :fork_and_knife: 434 - Python library for creating and updating PowerPoint (.pptx) files.\n    * [:octocat: unoconv](https://github.com/unoconv/unoconv) - :star: 2428 :fork_and_knife: 404 - Convert between any document format supported by LibreOffice/OpenOffice.\n    * [:octocat: XlsxWriter](https://github.com/jmcnamara/XlsxWriter) - :star: 3286 :fork_and_knife: 612 - A Python module for creating Excel .xlsx files.\n    * [:octocat: xlwings](https://github.com/ZoomerAnalytics/xlwings) - :star: 2638 :fork_and_knife: 472 - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.\n    * [:octocat: xlwt](https://github.com/python-excel/xlwt) / [xlrd](https://github.com/python-excel/xlrd) - :star: 1025 :fork_and_knife: 295 - Writing and reading data and formatting information from Excel files.\n* PDF\n    * [:octocat: PDFMiner](https://github.com/euske/pdfminer) - :star: 5051 :fork_and_knife: 1135 - A tool for extracting information from PDF documents.\n    * [:octocat: PyPDF2](https://github.com/mstamy2/PyPDF2) - :star: 5911 :fork_and_knife: 1236 - A library capable of splitting, merging and transforming PDF pages.\n    * [:earth_americas: ReportLab](https://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.\n* Markdown\n    * [:octocat: Mistune](https://github.com/lepture/mistune) - :star: 2296 :fork_and_knife: 237 - Fastest and full featured pure Python parsers of Markdown.\n    * [:octocat: Python-Markdown](https://github.com/waylan/Python-Markdown) - :star: 3284 :fork_and_knife: 838 - A Python implementation of John Gruber’s Markdown.\n* YAML\n    * [:earth_americas: PyYAML](http://pyyaml.org/) - YAML implementations for Python.\n* CSV\n    * [:octocat: csvkit](https://github.com/wireservice/csvkit) - :star: 5513 :fork_and_knife: 595 - Utilities for converting to and working with CSV.\n* Archive\n    * [:octocat: unp](https://github.com/mitsuhiko/unp) - :star: 407 :fork_and_knife: 57 - 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* [:octocat: lektor](https://github.com/lektor/lektor) - :star: 3682 :fork_and_knife: 314 - An easy to use static CMS and blog engine.\n* [:octocat: mkdocs](https://github.com/mkdocs/mkdocs/) - :star: 16735 :fork_and_knife: 2276 - Markdown friendly documentation generator.\n* [:octocat: makesite](https://github.com/sunainapai/makesite) - :star: 1725 :fork_and_knife: 285 - Simple, lightweight, and magic-free static site/blog generator (\u003c 130 lines).\n* [:octocat: nikola](https://github.com/getnikola/nikola) - :star: 2460 :fork_and_knife: 444 - A static website and blog generator.\n* [:octocat: pelican](https://github.com/getpelican/pelican) - :star: 11660 :fork_and_knife: 1820 - Static site generator that supports Markdown and reST syntax.\n\n## Tagging\n\n*Libraries for tagging items.*\n\n* [:octocat: django-taggit](https://github.com/jazzband/django-taggit) - :star: 3063 :fork_and_knife: 615 - Simple tagging for Django.\n\n## Task Queues\n\n*Libraries for working with task queues.*\n\n* [:earth_americas: celery](https://docs.celeryproject.org/en/stable/) - An asynchronous task queue/job queue based on distributed message passing.\n* [:octocat: daramatiq](https://github.com/Bogdanp/dramatiq) - :star: 3651 :fork_and_knife: 258 - A fast and reliable background task processing library for Python 3.\n* [:octocat: huey](https://github.com/coleifer/huey) - :star: 4540 :fork_and_knife: 365 - Little multi-threaded task queue.\n* [:octocat: mrq](https://github.com/pricingassistant/mrq) - :star: 874 :fork_and_knife: 121 - A distributed worker task queue in Python using Redis \u0026 gevent.\n* [:octocat: rq](https://github.com/rq/rq) - :star: 9004 :fork_and_knife: 1360 - Simple job queues for Python.\n\n## Template Engine\n\n*Libraries and tools for templating and lexing.*\n\n* [:earth_americas: Genshi](https://genshi.edgewall.org/) - Python templating toolkit for generation of web-aware output.\n* [:octocat: Jinja2](https://github.com/pallets/jinja) - :star: 9369 :fork_and_knife: 1569 - A modern and designer friendly templating language.\n* [:earth_americas: Mako](http://www.makotemplates.org/) - Hyperfast and lightweight templating for the Python platform.\n\n## Testing\n\n*Libraries for testing codebases and generating test data.*\n\n* Testing Frameworks\n    * [:octocat: hypothesis](https://github.com/HypothesisWorks/hypothesis) - :star: 6797 :fork_and_knife: 565 - Hypothesis is an advanced Quickcheck style property based testing library.\n    * [:octocat: nose2](https://github.com/nose-devs/nose2) - :star: 757 :fork_and_knife: 137 - The successor to `nose`, based on `unittest2.\n    * [:earth_americas: pytest](https://docs.pytest.org/en/latest/) - A mature full-featured Python testing tool.\n    * [:octocat: Robot Framework](https://github.com/robotframework/robotframework) - :star: 8197 :fork_and_knife: 2148 - A generic test automation framework.\n    * [:earth_americas: unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework.\n* Test Runners\n    * [:octocat: green](https://github.com/CleanCut/green) - :star: 770 :fork_and_knife: 80 - A clean, colorful test runner.\n    * [:earth_americas: mamba](http://nestorsalceda.github.io/mamba/) - The definitive testing tool for Python. Born under the banner of BDD.\n    * [:earth_americas: tox](https://tox.readthedocs.io/en/latest/) - Auto builds and tests distributions in multiple Python versions\n* GUI / Web Testing\n    * [:octocat: locust](https://gi","projects_url":"https://awesome.ecosyste.ms/api/v1/lists/trananhkma%2Ffucking-awesome-python/projects"}