From a63e071e83bacae3c57a95fb587c43b5f62490c8 Mon Sep 17 00:00:00 2001 From: trananhkma Date: Thu, 27 Aug 2020 09:28:18 +0700 Subject: [PATCH] update 2020-08-27T09:27:28 --- README.md | 1380 ++++++++++++++++++++++++++++------------------------- 1 file changed, 717 insertions(+), 663 deletions(-) diff --git a/README.md b/README.md index 4a43673..5f7dfd7 100644 --- a/README.md +++ b/README.md @@ -7,15 +7,17 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- - [Awesome Python](#awesome-python) - [Admin Panels](#admin-panels) - [Algorithms and Design Patterns](#algorithms-and-design-patterns) - - [Anti-spam](#anti-spam) - - [Asset Management](#asset-management) + - [ASGI Servers](#asgi-servers) + - [Asynchronous Programming](#asynchronous-programming) - [Audio](#audio) - [Authentication](#authentication) - [Build Tools](#build-tools) + - [Built-in Classes Enhancement](#built-in-classes-enhancement) - [Caching](#caching) - [ChatOps Tools](#chatops-tools) - [CMS](#cms) - - [Code Analysis and Linter](#code-analysis-and-linter) + - [Code Analysis](#code-analysis) + - [Command-line Interface Development](#command-line-interface-development) - [Command-line Tools](#command-line-tools) - [Compatibility](#compatibility) - [Computer Vision](#computer-vision) @@ -31,6 +33,7 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- - [Debugging Tools](#debugging-tools) - [Deep Learning](#deep-learning) - [DevOps Tools](#devops-tools) + - [Distributed Computing](#distributed-computing) - [Distribution](#distribution) - [Documentation](#documentation) - [Downloader](#downloader) @@ -44,30 +47,30 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- - [Functional Programming](#functional-programming) - [Game Development](#game-development) - [Geolocation](#geolocation) - - [GUI](#gui) + - [GUI Development](#gui-development) - [Hardware](#hardware) - - [High Performance](#high-performance) - [HTML Manipulation](#html-manipulation) - - [HTTP](#http) - - [Imagery](#imagery) + - [HTTP Clients](#http-clients) + - [Image Processing](#image-processing) + - [Implementations](#implementations) - [Interactive Interpreter](#interactive-interpreter) - [Internationalization](#internationalization) - [Job Scheduler](#job-scheduler) - [Logging](#logging) - [Machine Learning](#machine-learning) - - [MapReduce](#mapreduce) - [Miscellaneous](#miscellaneous) - [Natural Language Processing](#natural-language-processing) - - [Network Virtualization](#network-virtualization-and-sdn) - - [Networking](#networking) + - [Network Virtualization](#network-virtualization) - [News Feed](#news-feed) - [ORM](#orm) - [Package Management](#package-management) - [Package Repositories](#package-repositories) - [Permissions](#permissions) - [Processes](#processes) - - [Queue](#queue) + - [Recommender Systems](#recommender-systems) + - [Refactoring](#refactoring) - [RESTful API](#restful-api) + - [Robotics](#robotics) - [RPC Servers](#rpc-servers) - [Science](#science) - [Search](#search) @@ -76,110 +79,103 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- - [Specific Formats Processing](#specific-formats-processing) - [Static Site Generator](#static-site-generator) - [Tagging](#tagging) + - [Task Queues](#task-queues) - [Template Engine](#template-engine) - [Testing](#testing) - [Text Processing](#text-processing) - [Third-party APIs](#third-party-apis) - [URL Manipulation](#url-manipulation) - [Video](#video) + - [Web Asset Management](#web-asset-management) - [Web Content Extracting](#web-content-extracting) - [Web Crawling](#web-crawling) - [Web Frameworks](#web-frameworks) - [WebSocket](#websocket) - [WSGI Servers](#wsgi-servers) -- [Services](#services) - - [Code Quality](#code-quality) - - [Continuous Integration](#continuous-integration) - [Resources](#resources) - - [Podcasts](#podcasts) - - [Twitter](#twitter) + - [Books](#books) - [Websites](#websites) - - [Weekly](#weekly) -- [Other Awesome Lists](#other-awesome-lists) + - [Newsletters](#newsletters) + - [Podcasts](#podcasts) - [Contributing](#contributing) -- - - +--- ## Admin Panels *Libraries for administrative interfaces.* -* [:octocat: Ajenti](https://github.com/ajenti/ajenti) - :star: 6083 :fork_and_knife: 744 - The admin panel your servers deserve. -* [:earth_americas: django-suit](http://djangosuit.com/) - Alternative Django Admin-Interface (free only for Non-commercial use). -* [:octocat: django-xadmin](https://github.com/sshwsfc/xadmin) - :star: 4437 :fork_and_knife: 1371 - Drop-in replacement of Django admin comes with lots of goodies. -* [:octocat: flask-admin](https://github.com/flask-admin/flask-admin) - :star: 4354 :fork_and_knife: 1253 - Simple and extensible administrative interface framework for Flask. -* [:octocat: flower](https://github.com/mher/flower) - :star: 4378 :fork_and_knife: 761 - Real-time monitor and web admin for Celery. -* [:earth_americas: Grappelli](http://grappelliproject.com) - A jazzy skin for the Django Admin-Interface. -* [:octocat: Wooey](https://github.com/wooey/wooey) - :star: 1462 :fork_and_knife: 164 - A Django app which creates automatic web UIs for Python scripts. +* [:octocat: ajenti](https://github.com/ajenti/ajenti) - :star: 6088 :fork_and_knife: 748 - The admin panel your servers deserve. +* [:earth_americas: django-grappelli](https://grappelliproject.com/) - A jazzy skin for the Django Admin-Interface. +* [:octocat: django-jet](https://github.com/geex-arts/django-jet) - :star: 2835 :fork_and_knife: 628 - Modern responsive template for the Django admin interface with improved functionality. +* [:earth_americas: django-suit](https://djangosuit.com/) - Alternative Django Admin-Interface (free only for Non-commercial use). +* [:octocat: django-xadmin](https://github.com/sshwsfc/xadmin) - :star: 4440 :fork_and_knife: 1372 - Drop-in replacement of Django admin comes with lots of goodies. +* [:octocat: jet-bridge](https://github.com/jet-admin/jet-bridge) - :star: 764 :fork_and_knife: 68 - Admin panel framework for any application with nice UI (ex Jet Django) +* [:octocat: flask-admin](https://github.com/flask-admin/flask-admin) - :star: 4356 :fork_and_knife: 1254 - Simple and extensible administrative interface framework for Flask. +* [:octocat: flower](https://github.com/mher/flower) - :star: 4387 :fork_and_knife: 764 - Real-time monitor and web admin for Celery. +* [:octocat: wooey](https://github.com/wooey/wooey) - :star: 1463 :fork_and_knife: 165 - A Django app which creates automatic web UIs for Python scripts. ## Algorithms and Design Patterns -*Python implementation of algorithms and design patterns.* +*Python implementation of data structures, algorithms and design patterns.* -* [:octocat: algorithms](https://github.com/nryoung/algorithms) - :star: 2876 :fork_and_knife: 721 - A module of algorithms for Python. -* [:octocat: PyPattyrn](https://github.com/tylerlaberge/PyPattyrn) - :star: 1038 :fork_and_knife: 102 - A simple yet effective library for implementing common design patterns. -* [:octocat: python-patterns](https://github.com/faif/python-patterns) - :star: 25562 :fork_and_knife: 5386 - A collection of design patterns in Python. -* [:earth_americas: sortedcontainers](http://www.grantjenks.com/docs/sortedcontainers/) - Fast, pure-Python implementation of SortedList, SortedDict, and SortedSet types. +* Algorithms + * [:octocat: TheAlgorithms](https://github.com/TheAlgorithms/Python) - :star: 82531 :fork_and_knife: 24518 - All Algorithms implemented in Python. + * [:octocat: algorithms](https://github.com/keon/algorithms) - :star: 17739 :fork_and_knife: 3583 - Minimal examples of data structures and algorithms. + * [:octocat: python-ds](https://github.com/prabhupant/python-ds) - :star: 1055 :fork_and_knife: 351 - A collection of data structure and algorithms for coding interviews. + * [:octocat: sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - :star: 1827 :fork_and_knife: 115 - Fast and pure-Python implementation of sorted collections. +* Design Patterns + * [:octocat: PyPattyrn](https://github.com/tylerlaberge/PyPattyrn) - :star: 1040 :fork_and_knife: 102 - A simple yet effective library for implementing common design patterns. + * [:octocat: python-patterns](https://github.com/faif/python-patterns) - :star: 25612 :fork_and_knife: 5394 - A collection of design patterns in Python. + * [:octocat: transitions](https://github.com/pytransitions/transitions) - :star: 3122 :fork_and_knife: 394 - A lightweight, object-oriented finite state machine implementation. -## Anti-spam +## ASGI Servers -*Libraries for fighting spam.* +*[ASGI](https://asgi.readthedocs.io/en/latest/)-compatible web servers.* -* [:octocat: django-simple-captcha](https://github.com/mbi/django-simple-captcha) - :star: 1083 :fork_and_knife: 289 - A simple and highly customizable Django app to add captcha images to any Django form. -* [:octocat: django-simple-spam-blocker](https://github.com/moqada/django-simple-spam-blocker) - :star: 27 :fork_and_knife: 7 - Simple spam blocker for Django. +* [:octocat: uvicorn](https://github.com/encode/uvicorn) - :star: 2986 :fork_and_knife: 219 - A lightning-fast ASGI server implementation, using uvloop and httptools. +* [:octocat: daphne](https://github.com/django/daphne) - :star: 1334 :fork_and_knife: 170 - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP. -## Asset Management +## Asynchronous Programming -*Tools for managing, compressing and minifying website assets.* - -* [:octocat: django-compressor](https://github.com/django-compressor/django-compressor) - :star: 2354 :fork_and_knife: 558 - Compresses linked and inline JavaScript or CSS into a single cached file. -* [:octocat: django-pipeline](https://github.com/jazzband/django-pipeline) - :star: 1373 :fork_and_knife: 341 - An asset packaging library for Django. -* [:octocat: django-storages](https://github.com/jschneier/django-storages) - :star: 1659 :fork_and_knife: 645 - A collection of custom storage back ends for Django. -* [:earth_americas: fanstatic](http://www.fanstatic.org/en/latest/) - Packages, optimizes, and serves static file dependencies as Python packages. -* [:earth_americas: fileconveyor](https://wimleers.com/fileconveyor/) - A daemon to detect and sync files to CDNs, S3 and FTP. -* [:octocat: flask-assets](https://github.com/miracle2k/flask-assets) - :star: 401 :fork_and_knife: 88 - Helps you integrate webassets into your Flask app. -* [:octocat: jinja-assets-compressor](https://github.com/jaysonsantos/jinja-assets-compressor) - :star: 91 :fork_and_knife: 10 - A Jinja extension to compile and compress your assets. -* [:octocat: webassets](https://github.com/miracle2k/webassets) - :star: 885 :fork_and_knife: 252 - Bundles, optimizes, and manages unique cache-busting URLs for static resources. +* [:earth_americas: asyncio](https://docs.python.org/3/library/asyncio.html) - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks. + - [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio) +* [:octocat: uvloop](https://github.com/MagicStack/uvloop) - :star: 7113 :fork_and_knife: 419 - Ultra fast asyncio event loop. +* [:earth_americas: Twisted](https://twistedmatrix.com/trac/) - An event-driven networking engine. ## Audio -*Libraries for manipulating audio.* +*Libraries for manipulating audio and its metadata.* -* [:octocat: audiolazy](https://github.com/danilobellini/audiolazy) - :star: 554 :fork_and_knife: 69 - Expressive Digital Signal Processing (DSP) package for Python. -* [:octocat: audioread](https://github.com/beetbox/audioread) - :star: 337 :fork_and_knife: 82 - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding. -* [:earth_americas: beets](http://beets.io/) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger. -* [:octocat: dejavu](https://github.com/worldveil/dejavu) - :star: 5091 :fork_and_knife: 1188 - Audio fingerprinting and recognition. -* [:octocat: django-elastic-transcoder](https://github.com/StreetVoice/django-elastic-transcoder) - :star: 62 :fork_and_knife: 35 - Django + [Amazon Elastic Transcoder](http://aws.amazon.com/elastictranscoder/). -* [:earth_americas: eyeD3](http://eyed3.nicfit.net/) - A tool for working with audio files, specifically MP3 files containing ID3 metadata. -* [:earth_americas: id3reader](http://nedbatchelder.com/code/modules/id3reader.py) - A Python module for reading MP3 meta data. -* [:octocat: m3u8](https://github.com/globocom/m3u8) - :star: 895 :fork_and_knife: 288 - A module for parsing m3u8 file. -* [:earth_americas: mingus](http://bspaans.github.io/python-mingus/) - An advanced music theory and notation package with MIDI file and playback support. -* [:earth_americas: mutagen](https://bitbucket.org/lazka/mutagen) - A Python module to handle audio metadata. -* [:octocat: pydub](https://github.com/jiaaro/pydub) - :star: 4662 :fork_and_knife: 646 - Manipulate audio with a simple and easy high level interface. -* [:octocat: pyechonest](https://github.com/echonest/pyechonest) - :star: 640 :fork_and_knife: 941 - Python client for the [Echo Nest](http://developer.echonest.com/) API. -* [:earth_americas: talkbox](http://scikits.appspot.com/talkbox) - A Python library for speech/signal processing. -* [:octocat: TimeSide](https://github.com/Parisson/TimeSide) - :star: 288 :fork_and_knife: 48 - Open web audio processing framework. -* [:octocat: tinytag](https://github.com/devsnd/tinytag) - :star: 398 :fork_and_knife: 78 - A library for reading music meta data of MP3, OGG, FLAC and Wave files. +* Audio + * [:octocat: audioread](https://github.com/beetbox/audioread) - :star: 338 :fork_and_knife: 82 - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding. + * [:octocat: dejavu](https://github.com/worldveil/dejavu) - :star: 5096 :fork_and_knife: 1192 - Audio fingerprinting and recognition. + * [:octocat: matchering](https://github.com/sergree/matchering) - :star: 246 :fork_and_knife: 39 - A library for automated reference audio mastering. + * [:earth_americas: mingus](http://bspaans.github.io/python-mingus/) - An advanced music theory and notation package with MIDI file and playback support. + * [:octocat: pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - :star: 3361 :fork_and_knife: 907 - Audio feature extraction, classification, segmentation and applications. + * [:octocat: pydub](https://github.com/jiaaro/pydub) - :star: 4680 :fork_and_knife: 648 - Manipulate audio with a simple and easy high level interface. + * [:octocat: TimeSide](https://github.com/Parisson/TimeSide) - :star: 289 :fork_and_knife: 48 - Open web audio processing framework. +* Metadata + * [:octocat: beets](https://github.com/beetbox/beets) - :star: 9548 :fork_and_knife: 1597 - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger. + * [:octocat: eyeD3](https://github.com/nicfit/eyeD3) - :star: 243 :fork_and_knife: 37 - A tool for working with audio files, specifically MP3 files containing ID3 metadata. + * [:octocat: mutagen](https://github.com/quodlibet/mutagen) - :star: 649 :fork_and_knife: 90 - A Python module to handle audio metadata. + * [:octocat: tinytag](https://github.com/devsnd/tinytag) - :star: 398 :fork_and_knife: 78 - A library for reading music meta data of MP3, OGG, FLAC and Wave files. ## Authentication *Libraries for implementing authentications schemes.* * OAuth - * [:earth_americas: Authomatic](http://peterhudec.github.io/authomatic/) - Simple but powerful framework agnostic authentication/authorization client. - * [:octocat: django-allauth](https://github.com/pennersr/django-allauth) - :star: 5732 :fork_and_knife: 2039 - Authentication app for Django that "just works." - * [:octocat: django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - :star: 1992 :fork_and_knife: 562 - OAuth 2 goodies for Django. - * [:octocat: Flask-OAuthlib](https://github.com/lepture/flask-oauthlib) - :star: 1388 :fork_and_knife: 443 - OAuth 1.0/a, 2.0 implementation of client and provider for Flask. - * [:octocat: OAuthLib](https://github.com/idan/oauthlib) - :star: 2073 :fork_and_knife: 418 - A generic and thorough implementation of the OAuth request-signing logic. - * [:octocat: python-oauth2](https://github.com/joestump/python-oauth2) - :star: 2920 :fork_and_knife: 1042 - A fully tested, abstract interface to creating OAuth clients and servers. - * [:octocat: python-social-auth](https://github.com/omab/python-social-auth) - :star: 2792 :fork_and_knife: 1139 - An easy-to-setup social authentication mechanism. - * [:octocat: rauth](https://github.com/litl/rauth) - :star: 1564 :fork_and_knife: 169 - A Python library for OAuth 1.0/a, 2.0, and Ofly. - * [:octocat: sanction](https://github.com/demianbrecht/sanction) - :star: 183 :fork_and_knife: 43 - A dead simple OAuth2 client implementation. -* Others - * [:octocat: jose](https://github.com/demonware/jose) - :star: 82 :fork_and_knife: 25 - JavaScript Object Signing and Encryption draft implementation. - * [:octocat: PyJWT](https://github.com/jpadilla/pyjwt) - :star: 3383 :fork_and_knife: 437 - Implementation of the JSON Web Token draft 01. - * [:octocat: python-jws](https://github.com/brianloveswords/python-jws) - :star: 55 :fork_and_knife: 30 - Implementation of JSON Web Signatures draft 02. - * [:octocat: python-jwt](https://github.com/davedoesdev/python-jwt) - :star: 172 :fork_and_knife: 23 - Module for generating and verifying JSON Web Tokens. + * [:octocat: authlib](https://github.com/lepture/authlib) - :star: 1986 :fork_and_knife: 204 - JavaScript Object Signing and Encryption draft implementation. + * [:octocat: django-allauth](https://github.com/pennersr/django-allauth) - :star: 5757 :fork_and_knife: 2048 - Authentication app for Django that "just works." + * [:octocat: django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - :star: 1995 :fork_and_knife: 565 - OAuth 2 goodies for Django. + * [:octocat: oauthlib](https://github.com/idan/oauthlib) - :star: 2075 :fork_and_knife: 418 - A generic and thorough implementation of the OAuth request-signing logic. + * [:octocat: python-oauth2](https://github.com/joestump/python-oauth2) - :star: 2919 :fork_and_knife: 1043 - A fully tested, abstract interface to creating OAuth clients and servers. + * [:octocat: python-social-auth](https://github.com/omab/python-social-auth) - :star: 2790 :fork_and_knife: 1139 - An easy-to-setup social authentication mechanism. +* JWT + * [:octocat: pyjwt](https://github.com/jpadilla/pyjwt) - :star: 3398 :fork_and_knife: 442 - JSON Web Token implementation in Python. + * [:octocat: python-jose](https://github.com/mpdavis/python-jose/) - :star: 690 :fork_and_knife: 126 - A JOSE implementation in Python. + * [:octocat: python-jwt](https://github.com/davedoesdev/python-jwt) - :star: 172 :fork_and_knife: 23 - A module for generating and verifying JSON Web Tokens. ## Build Tools @@ -187,299 +183,354 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * [: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. * [:earth_americas: buildout](http://www.buildout.org/en/latest/) - A build system for creating, assembling and deploying applications from multiple parts. -* [:octocat: PlatformIO](https://github.com/platformio/platformio) - :star: 4283 :fork_and_knife: 542 - A console tool to build code with different development platforms. -* [:octocat: PyBuilder](https://github.com/pybuilder/pybuilder) - :star: 1237 :fork_and_knife: 224 - A continuous build tool written in pure Python. +* [:octocat: PlatformIO](https://github.com/platformio/platformio-core) - :star: 4297 :fork_and_knife: 542 - A console tool to build code with different development platforms. +* [:octocat: pybuilder](https://github.com/pybuilder/pybuilder) - :star: 1238 :fork_and_knife: 224 - A continuous build tool written in pure Python. * [:earth_americas: SCons](http://www.scons.org/) - A software construction tool. +## Built-in Classes Enhancement + +*Libraries for enhancing Python built-in classes.* + +* [:earth_americas: dataclasses](https://docs.python.org/3/library/dataclasses.html) - (Python standard library) Data classes. +* [:octocat: attrs](https://github.com/python-attrs/attrs) - :star: 3191 :fork_and_knife: 221 - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions. +* [:octocat: bidict](https://github.com/jab/bidict) - :star: 623 :fork_and_knife: 35 - Efficient, Pythonic bidirectional map data structures and related functionality.. +* [:octocat: Box](https://github.com/cdgriffith/Box) - :star: 1510 :fork_and_knife: 61 - Python dictionaries with advanced dot notation access. +* [:octocat: DottedDict](https://github.com/carlosescri/DottedDict) - :star: 102 :fork_and_knife: 12 - A library that provides a method of accessing lists and dicts with a dotted path notation. + ## CMS *Content Management Systems.* -* [:earth_americas: django-cms](http://www.django-cms.org/en/) - An Open source enterprise CMS based on the Django. -* [:earth_americas: djedi-cms](http://djedi-cms.org/) - A lightweight but yet powerful Django CMS with plugins, inline editing and performance in mind. -* [:earth_americas: FeinCMS](http://www.feincms.org/) - One of the most advanced Content Management Systems built on Django. -* [:earth_americas: Kotti](http://kotti.pylonsproject.org/) - A high-level, Pythonic web application framework built on Pyramid. -* [:earth_americas: Mezzanine](http://mezzanine.jupo.org/) - A powerful, consistent, and flexible content management platform. -* [:earth_americas: Opps](http://opps.github.io/opps/) - A Django-based CMS for magazines, newspapers websites and portals with high-traffic. -* [:earth_americas: Plone](https://plone.org/) - A CMS built on top of the open source application server Zope. -* [:earth_americas: Quokka](http://quokkaproject.org/) - Flexible, extensible, small CMS powered by Flask and MongoDB. -* [:earth_americas: Wagtail](https://wagtail.io/) - A Django content management system. -* [:earth_americas: Widgy](https://wid.gy/) - Last CMS framework, based on Django. +* [:earth_americas: wagtail](https://wagtail.io/) - A Django content management system. +* [:earth_americas: django-cms](https://www.django-cms.org/en/) - An Open source enterprise CMS based on the Django. +* [:octocat: feincms](https://github.com/feincms/feincms) - :star: 777 :fork_and_knife: 225 - One of the most advanced Content Management Systems built on Django. +* [:octocat: indico](https://github.com/indico/indico) - :star: 1074 :fork_and_knife: 247 - A feature-rich event management system, made @ [CERN](https://en.wikipedia.org/wiki/CERN). +* [:octocat: Kotti](https://github.com/Kotti/Kotti) - :star: 352 :fork_and_knife: 113 - A high-level, Pythonic web application framework built on Pyramid. +* [:octocat: mezzanine](https://github.com/stephenmcd/mezzanine) - :star: 4115 :fork_and_knife: 1489 - A powerful, consistent, and flexible content management platform. +* [:earth_americas: plone](https://plone.org/) - A CMS built on top of the open source application server Zope. +* [:octocat: quokka](https://github.com/rochacbruno/quokka) - :star: 2193 :fork_and_knife: 464 - Flexible, extensible, small CMS powered by Flask and MongoDB. ## Caching *Libraries for caching data.* -* [:octocat: Beaker](https://github.com/bbangert/beaker) - :star: 446 :fork_and_knife: 128 - A library for caching and sessions for use with web applications and stand-alone Python scripts and applications. -* [:earth_americas: DiskCache](http://www.grantjenks.com/docs/diskcache/) - SQLite and file backed cache backend with faster lookups than memcached and redis. -* [:octocat: django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - :star: 790 :fork_and_knife: 159 - Automatic caching and invalidation for Django models. -* [:octocat: django-cacheops](https://github.com/Suor/django-cacheops) - :star: 1279 :fork_and_knife: 164 - A slick ORM cache with automatic granular event-driven invalidation. -* [:octocat: django-viewlet](https://github.com/5monkeys/django-viewlet) - :star: 59 :fork_and_knife: 15 - Render template parts with extended cache control. -* [:earth_americas: dogpile.cache](http://dogpilecache.readthedocs.io/) - dogpile.cache is next generation replacement for Beaker made by same authors. -* [:earth_americas: HermesCache](https://pypi.python.org/pypi/HermesCache) - Python caching library with tag-based invalidation and dogpile effect prevention. -* [:octocat: johnny-cache](https://github.com/jmoiron/johnny-cache) - :star: 296 :fork_and_knife: 94 - A caching framework for django applications. -* [:octocat: pylibmc](https://github.com/lericson/pylibmc) - :star: 436 :fork_and_knife: 120 - A Python wrapper around the [libmemcached](http://libmemcached.org/libMemcached.html) interface. +* [:octocat: beaker](https://github.com/bbangert/beaker) - :star: 447 :fork_and_knife: 128 - A WSGI middleware for sessions and caching. +* [:octocat: django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - :star: 789 :fork_and_knife: 160 - Automatic caching and invalidation for Django models. +* [:octocat: django-cacheops](https://github.com/Suor/django-cacheops) - :star: 1282 :fork_and_knife: 165 - A slick ORM cache with automatic granular event-driven invalidation. +* [:earth_americas: dogpile.cache](http://dogpilecache.readthedocs.io/en/latest/) - dogpile.cache is next generation replacement for Beaker made by same authors. +* [:earth_americas: HermesCache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention. +* [:octocat: pylibmc](https://github.com/lericson/pylibmc) - :star: 436 :fork_and_knife: 120 - A Python wrapper around the [libmemcached](https://libmemcached.org/libMemcached.html) interface. +* [:earth_americas: python-diskcache](http://www.grantjenks.com/docs/diskcache/) - SQLite and file backed cache backend with faster lookups than memcached and redis. ## ChatOps Tools *Libraries for chatbot development.* -* [:earth_americas: Errbot](http://errbot.io/) - The easiest and most popular chatbot to implement ChatOps. +* [:octocat: errbot](https://github.com/errbotio/errbot/) - :star: 2308 :fork_and_knife: 504 - The easiest and most popular chatbot to implement ChatOps. -## Code Analysis and Linter +## Code Analysis -*Libraries and tools for analysing, parsing and manipulation codebases.* +*Tools of static analysis, linters and code quality checkers. Also see [awesome-static-analysis](https://github.com/mre/awesome-static-analysis).* * Code Analysis - * [:earth_americas: coala](http://coala-analyzer.org/) - Language independent and easily extendable code analysis application. - * [:octocat: code2flow](https://github.com/scottrogowski/code2flow) - :star: 759 :fork_and_knife: 129 - Turn your Python and JavaScript code into DOT flowcharts. - * [:octocat: pycallgraph](https://github.com/gak/pycallgraph) - :star: 1458 :fork_and_knife: 250 - A library that visualises the flow (call graph) of your Python application. -* Linter - * [:earth_americas: Flake8](https://pypi.python.org/pypi/flake8) - The modular source code checker: pep8, pyflakes and co. - * [:octocat: pylama](https://github.com/klen/pylama) - :star: 717 :fork_and_knife: 74 - Code audit tool for Python and JavaScript. - * [:earth_americas: Pylint](https://www.pylint.org/) - A Fully customizable source code analyzer. + * [:octocat: coala](https://github.com/coala/coala/) - :star: 3041 :fork_and_knife: 1349 - Language independent and easily extendable code analysis application. + * [:octocat: code2flow](https://github.com/scottrogowski/code2flow) - :star: 760 :fork_and_knife: 129 - Turn your Python and JavaScript code into DOT flowcharts. + * [:octocat: prospector](https://github.com/PyCQA/prospector) - :star: 1292 :fork_and_knife: 112 - A tool to analyse Python code. + * [:octocat: pycallgraph](https://github.com/gak/pycallgraph) - :star: 1457 :fork_and_knife: 250 - A library that visualises the flow (call graph) of your Python application. + * [:octocat: vulture](https://github.com/jendrikseipp/vulture) - :star: 994 :fork_and_knife: 56 - A tool for finding and analysing dead Python code. +* Code Linters + * [:earth_americas: flake8](https://pypi.org/project/flake8/) - A wrapper around `pycodestyle`, `pyflakes` and McCabe. + * [:octocat: awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions) - :star: 372 :fork_and_knife: 16 + * [:earth_americas: pylint](https://www.pylint.org/) - A fully customizable source code analyzer. + * [:octocat: pylama](https://github.com/klen/pylama) - :star: 720 :fork_and_knife: 74 - A code audit tool for Python and JavaScript. + * [:octocat: wemake-python-styleguide](https://github.com/wemake-services/wemake-python-styleguide) - :star: 1120 :fork_and_knife: 215 - The strictest and most opinionated python linter ever. +* Code Formatters + * [:octocat: black](https://github.com/python/black) - :star: 17292 :fork_and_knife: 1067 - The uncompromising Python code formatter. + * [:octocat: yapf](https://github.com/google/yapf) - :star: 10961 :fork_and_knife: 747 - Yet another Python code formatter from Google. +* Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing) + * [:earth_americas: mypy](http://mypy-lang.org/) - Check variable types during compile time. + * [:octocat: typeshed](https://github.com/python/typeshed) - :star: 1788 :fork_and_knife: 894 - Collection of library stubs for Python, with static types. + * [:octocat: pyre-check](https://github.com/facebook/pyre-check) - :star: 4767 :fork_and_knife: 276 - Performant type checking. +* Static Type Annotations Generators + * [:octocat: MonkeyType](https://github.com/Instagram/MonkeyType) - :star: 3067 :fork_and_knife: 116 - A system for Python that generates static type annotations by collecting runtime types + +## Command-line Interface Development + +*Libraries for building command-line applications.* + +* Command-line Application Development + * [:earth_americas: cement](http://builtoncement.com/) - CLI Application Framework for Python. + * [:earth_americas: click](http://click.pocoo.org/dev/) - A package for creating beautiful command line interfaces in a composable way. + * [:earth_americas: cliff](https://docs.openstack.org/developer/cliff/) - A framework for creating command-line programs with multi-level commands. + * [:earth_americas: docopt](http://docopt.org/) - Pythonic command line arguments parser. + * [:octocat: python-fire](https://github.com/google/python-fire) - :star: 17609 :fork_and_knife: 1082 - A library for creating command line interfaces from absolutely any Python object. + * [:octocat: python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit) - :star: 6468 :fork_and_knife: 497 - A library for building powerful interactive command lines. +* Terminal Rendering + * [:octocat: asciimatics](https://github.com/peterbrittain/asciimatics) - :star: 1984 :fork_and_knife: 164 - A package to create full-screen text UIs (from interactive forms to ASCII animations). + * [:octocat: bashplotlib](https://github.com/glamp/bashplotlib) - :star: 1446 :fork_and_knife: 120 - Making basic plots in the terminal. + * [:earth_americas: colorama](https://pypi.org/project/colorama/) - Cross-platform colored terminal text. + * [:octocat: rich](https://github.com/willmcgugan/rich) - :star: 12067 :fork_and_knife: 310 - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler. + * [:octocat: tqdm](https://github.com/tqdm/tqdm) - :star: 15572 :fork_and_knife: 807 - Fast, extensible progress bar for loops and CLI. + * [:octocat: alive-progress](https://github.com/rsalmei/alive-progress) - :star: 742 :fork_and_knife: 27 - A new kind of Progress Bar, with real-time throughput, eta and very cool animations. ## Command-line Tools -*Libraries for building command-line application.* +*Useful CLI-based tools for productivity.* -* Command-line Application Development - * [:octocat: asciimatics](https://github.com/peterbrittain/asciimatics) - :star: 1958 :fork_and_knife: 162 - Cross-platform, full-screen terminal package (i.e. mouse/keyboard input and coloured, positioned text output) complete with high-level API for complex animations and special effects. - * [:earth_americas: cement](http://builtoncement.com/) - CLI Application Framework for Python. - * [:earth_americas: click](http://click.pocoo.org/dev/) - A package for creating beautiful command line interfaces in a composable way. - * [:earth_americas: cliff](http://docs.openstack.org/developer/cliff/) - A framework for creating command-line programs with multi-level commands. - * [:octocat: clint](https://github.com/kennethreitz/clint) - :star: 21 :fork_and_knife: 3 - Python Command-line Application Tools. - * [:earth_americas: colorama](https://pypi.python.org/pypi/colorama) - Cross-platform colored terminal text. - * [:earth_americas: docopt](http://docopt.org/) - Pythonic command line arguments parser. - * [:octocat: Gooey](https://github.com/chriskiehl/Gooey) - :star: 9084 :fork_and_knife: 542 - Turn command line programs into a full GUI application with one line - * [:octocat: python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit) - :star: 6459 :fork_and_knife: 494 - A Library for building powerful interactive command lines. * Productivity Tools - * [:octocat: aws-cli](https://github.com/aws/aws-cli) - :star: 9964 :fork_and_knife: 2333 - A universal command-line interface for Amazon Web Services. - * [:octocat: bashplotlib](https://github.com/glamp/bashplotlib) - :star: 1444 :fork_and_knife: 118 - Making basic plots in the terminal. - * [:octocat: caniusepython3](https://github.com/brettcannon/caniusepython3) - :star: 416 :fork_and_knife: 61 - Determine what projects are blocking you from porting to Python 3. - * [:octocat: cookiecutter](https://github.com/audreyr/cookiecutter) - :star: 12626 :fork_and_knife: 1329 - A command-line utility that creates projects from cookiecutters (project templates). - * [:octocat: doitlive](https://github.com/sloria/doitlive) - :star: 2817 :fork_and_knife: 88 - A tool for live presentations in the terminal. - * [:octocat: howdoi](https://github.com/gleitz/howdoi) - :star: 8372 :fork_and_knife: 764 - Instant coding answers via the command line. - * [:octocat: httpie](https://github.com/jkbrzt/httpie) - :star: 47861 :fork_and_knife: 3076 - A command line HTTP client, a user-friendly cURL replacement. - * [:octocat: mycli](https://github.com/dbcli/mycli) - :star: 8857 :fork_and_knife: 546 - A Terminal Client for MySQL with AutoCompletion and Syntax Highlighting. - * [:octocat: PathPicker](https://github.com/facebook/PathPicker) - :star: 4442 :fork_and_knife: 273 - Select files out of bash output. - * [:octocat: percol](https://github.com/mooz/percol) - :star: 2940 :fork_and_knife: 147 - Adds flavor of interactive selection to the traditional pipe concept on UNIX. - * [:octocat: pgcli](https://github.com/dbcli/pgcli) - :star: 8874 :fork_and_knife: 410 - Postgres CLI with autocompletion and syntax highlighting. - * [:octocat: SAWS](https://github.com/donnemartin/saws) - :star: 4557 :fork_and_knife: 247 - A Supercharged AWS CLI. - * [:octocat: thefuck](https://github.com/nvbn/thefuck) - :star: 54803 :fork_and_knife: 2733 - Correcting your previous console command. - * [:octocat: try](https://github.com/timofurrer/try) - :star: 554 :fork_and_knife: 29 - A dead simple CLI to try out python packages - It's never been easier. + * [:octocat: cookiecutter](https://github.com/audreyr/cookiecutter) - :star: 12672 :fork_and_knife: 1332 - A command-line utility that creates projects from cookiecutters (project templates). + * [:octocat: doitlive](https://github.com/sloria/doitlive) - :star: 2822 :fork_and_knife: 88 - A tool for live presentations in the terminal. + * [:octocat: howdoi](https://github.com/gleitz/howdoi) - :star: 8386 :fork_and_knife: 763 - Instant coding answers via the command line. + * [:octocat: Invoke](https://github.com/pyinvoke/invoke#readme) - :star: 2951 :fork_and_knife: 261 - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks. + * [:octocat: PathPicker](https://github.com/facebook/PathPicker) - :star: 4443 :fork_and_knife: 274 - Select files out of bash output. + * [:octocat: percol](https://github.com/mooz/percol) - :star: 2942 :fork_and_knife: 147 - Adds flavor of interactive selection to the traditional pipe concept on UNIX. + * [:octocat: thefuck](https://github.com/nvbn/thefuck) - :star: 54999 :fork_and_knife: 2736 - Correcting your previous console command. + * [:octocat: tmuxp](https://github.com/tony/tmuxp) - :star: 2837 :fork_and_knife: 183 - A [tmux](https://github.com/tmux/tmux) session manager. + * [:octocat: try](https://github.com/timofurrer/try) - :star: 556 :fork_and_knife: 29 - A dead simple CLI to try out python packages - it's never been easier. +* CLI Enhancements + * [:octocat: httpie](https://github.com/jakubroztocil/httpie) - :star: 47913 :fork_and_knife: 3075 - A command line HTTP client, a user-friendly cURL replacement. + * [:octocat: kube-shell](https://github.com/cloudnativelabs/kube-shell) - :star: 1683 :fork_and_knife: 137 - An integrated shell for working with the Kubernetes CLI. + * [:octocat: mycli](https://github.com/dbcli/mycli) - :star: 8870 :fork_and_knife: 548 - MySQL CLI with autocompletion and syntax highlighting. + * [:octocat: pgcli](https://github.com/dbcli/pgcli) - :star: 8882 :fork_and_knife: 411 - PostgreSQL CLI with autocompletion and syntax highlighting. + * [:octocat: iredis](https://github.com/laixintao/iredis) - :star: 1185 :fork_and_knife: 42 - Redis CLI with autocompletion and syntax highlighting. + * [:octocat: litecli](https://github.com/dbcli/litecli) - :star: 1186 :fork_and_knife: 35 - SQLite CLI with autocompletion and syntax highlighting. + * [:octocat: saws](https://github.com/donnemartin/saws) - :star: 4566 :fork_and_knife: 247 - A Supercharged [aws-cli](https://github.com/aws/aws-cli). ## Compatibility *Libraries for migrating from Python 2 to 3.* -* [:earth_americas: Python-Future](http://python-future.org/index.html) - The missing compatibility layer between Python 2 and Python 3. -* [:octocat: Python-Modernize](https://github.com/mitsuhiko/python-modernize) - :star: 542 :fork_and_knife: 31 - Modernizes Python code for eventual Python 3 migration. -* [:earth_americas: Six](https://pypi.python.org/pypi/six) - Python 2 and 3 compatibility utilities. +* [:earth_americas: python-future](http://python-future.org/index.html) - The missing compatibility layer between Python 2 and Python 3. +* [:octocat: python-modernize](https://github.com/mitsuhiko/python-modernize) - :star: 542 :fork_and_knife: 31 - Modernizes Python code for eventual Python 3 migration. +* [:earth_americas: six](https://pypi.org/project/six/) - Python 2 and 3 compatibility utilities. ## Computer Vision -*Libraries for computer vision.* +*Libraries for Computer Vision.* -* [:earth_americas: OpenCV](http://opencv.org/) - Open Source Computer Vision Library. -* [:octocat: pyocr](https://github.com/jflesch/pyocr) - :star: 929 :fork_and_knife: 157 - A wrapper for Tesseract and Cuneiform. -* [:octocat: pytesseract](https://github.com/madmaze/pytesseract) - :star: 3086 :fork_and_knife: 472 - Another wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr). -* [:earth_americas: SimpleCV](http://simplecv.org/) - An open source framework for building computer vision applications. +* [:octocat: Kornia](https://github.com/kornia/kornia/) - :star: 2774 :fork_and_knife: 283 - Open Source Differentiable Computer Vision Library for PyTorch. +* [:earth_americas: OpenCV](https://opencv.org/) - Open Source Computer Vision Library. +* [:octocat: pytesseract](https://github.com/madmaze/pytesseract) - :star: 3098 :fork_and_knife: 474 - Another wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr). +* [:octocat: tesserocr](https://github.com/sirfz/tesserocr) - :star: 1292 :fork_and_knife: 178 - A simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR. +* [:octocat: SimpleCV](https://github.com/sightmachine/SimpleCV) - :star: 2428 :fork_and_knife: 762 - An open source framework for building computer vision applications. ## Concurrency and Parallelism -*Libraries for concurrent and parallel execution.* +*Libraries for concurrent and parallel execution. Also see [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio).* +* [:earth_americas: concurrent.futures](https://docs.python.org/3/library/concurrent.futures.html) - (Python standard library) A high-level interface for asynchronously executing callables. +* [:earth_americas: multiprocessing](https://docs.python.org/3/library/multiprocessing.html) - (Python standard library) Process-based parallelism. * [:earth_americas: eventlet](http://eventlet.net/) - Asynchronous framework with WSGI support. -* [:octocat: gevent](http://www.gevent.org/) - :star: 1158 :fork_and_knife: 180 - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet). -* [:earth_americas: multiprocessing](https://docs.python.org/2/library/multiprocessing.html) - (Python standard library) Process-based "threading" interface. -* [:earth_americas: threading](https://docs.python.org/2/library/threading.html) - (Python standard library) Higher-level threading interface. -* [:octocat: Tomorrow](https://github.com/madisonmay/Tomorrow) - :star: 1443 :fork_and_knife: 102 - Magic decorator syntax for asynchronous code. -* [:octocat: uvloop](https://github.com/MagicStack/uvloop) - :star: 7102 :fork_and_knife: 417 - Ultra fast implementation of asyncio event loop on top of libuv. +* [:octocat: gevent](http://www.gevent.org/) - :star: 1160 :fork_and_knife: 180 - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet). +* [:octocat: uvloop](https://github.com/MagicStack/uvloop) - :star: 7113 :fork_and_knife: 419 - Ultra fast implementation of `asyncio` event loop on top of `libuv`. +* [:octocat: scoop](https://github.com/soravux/scoop) - :star: 462 :fork_and_knife: 75 - Scalable Concurrent Operations in Python. ## Configuration *Libraries for storing and parsing configuration options.* -* [:earth_americas: config](https://www.red-dove.com/config-doc/) - Hierarchical config from the author of [logging](https://docs.python.org/2/library/logging.html). -* [:earth_americas: ConfigObj](http://www.voidspace.org.uk/python/configobj.html) - INI file parser with validation. -* [:earth_americas: ConfigParser](https://docs.python.org/2/library/configparser.html) - (Python standard library) INI file parser. -* [:earth_americas: profig](http://profig.readthedocs.org/en/default/) - Config from multiple formats with value conversion. -* [:octocat: python-decouple](https://github.com/henriquebastos/python-decouple) - :star: 1443 :fork_and_knife: 125 - Strict separation of settings from code. +* [:octocat: configobj](https://github.com/DiffSK/configobj) - :star: 232 :fork_and_knife: 53 - INI file parser with validation. +* [:earth_americas: configparser](https://docs.python.org/3/library/configparser.html) - (Python standard library) INI file parser. +* [:earth_americas: profig](https://profig.readthedocs.io/en/latest/) - Config from multiple formats with value conversion. +* [:octocat: python-decouple](https://github.com/henriquebastos/python-decouple) - :star: 1454 :fork_and_knife: 124 - Strict separation of settings from code. +* [:octocat: hydra](https://github.com/facebookresearch/hydra) - :star: 2683 :fork_and_knife: 202 - Hydra is a framework for elegantly configuring complex applications. ## Cryptography * [:earth_americas: cryptography](https://cryptography.io/en/latest/) - A package designed to expose cryptographic primitives and recipes to Python developers. -* [:octocat: hashids](https://github.com/davidaurelio/hashids-python) - :star: 1106 :fork_and_knife: 82 - Implementation of [hashids](http://hashids.org) in Python. -* [:earth_americas: Paramiko](http://www.paramiko.org/) - A Python (2.6+, 3.3+) implementation of the SSHv2 protocol, providing both client and server functionality. -* [:earth_americas: Passlib](https://pythonhosted.org/passlib/) - Secure password storage/hashing library, very high level. -* [:earth_americas: PyCrypto](https://www.dlitz.net/software/pycrypto/) - The Python Cryptography Toolkit. -* [:octocat: PyNacl](https://github.com/pyca/pynacl) - :star: 713 :fork_and_knife: 152 - Python binding to the Networking and Cryptography (NaCl) library. +* [:octocat: paramiko](https://github.com/paramiko/paramiko) - :star: 6432 :fork_and_knife: 1576 - The leading native Python SSHv2 protocol library. +* [:earth_americas: passlib](https://passlib.readthedocs.io/en/stable/) - Secure password storage/hashing library, very high level. +* [:octocat: pynacl](https://github.com/pyca/pynacl) - :star: 715 :fork_and_knife: 152 - Python binding to the Networking and Cryptography (NaCl) library. ## Data Analysis *Libraries for data analyzing.* -* [:octocat: Blaze](https://github.com/blaze/blaze) - :star: 2895 :fork_and_knife: 373 - NumPy and Pandas interface to Big Data. +* [:octocat: Blaze](https://github.com/blaze/blaze) - :star: 2894 :fork_and_knife: 373 - NumPy and Pandas interface to Big Data. * [:octocat: Open Mining](https://github.com/mining/mining) - :star: 1096 :fork_and_knife: 224 - Business Intelligence (BI) in Pandas interface. -* [:earth_americas: Orange](http://orange.biolab.si/) - Data mining, data visualization, analysis and machine learning through visual programming or scripts. -* [:earth_americas: Pandas](http://pandas.pydata.org/) - A library providing high-performance, easy-to-use data structures and data analysis tools. +* [:earth_americas: Orange](https://orange.biolab.si/) - Data mining, data visualization, analysis and machine learning through visual programming or scripts. +* [:octocat: Pandas](https://github.com/pandas-dev/pandas) - :star: 26272 :fork_and_knife: 10752 - A library providing high-performance, easy-to-use data structures and data analysis tools. +* [:octocat: Optimus](https://github.com/ironmussa/Optimus) - :star: 928 :fork_and_knife: 188 - Agile Data Science Workflows made easy with PySpark. +* [:octocat: AWS Data Wrangler](https://github.com/awslabs/aws-data-wrangler) - :star: 966 :fork_and_knife: 154 - Pandas on AWS. ## Data Validation *Libraries for validating data. Used for forms in many cases.* -* [:octocat: Cerberus](https://github.com/nicolaiarocci/cerberus/) - :star: 2158 :fork_and_knife: 196 - A lightweight and extensible data validation library. -* [:earth_americas: colander](http://docs.pylonsproject.org/projects/colander/en/latest/) - Validating and deserializing data obtained via XML, JSON, an HTML form post. -* [:octocat: jsonschema](https://github.com/Julian/jsonschema) - :star: 2888 :fork_and_knife: 434 - An implementation of [JSON Schema](http://json-schema.org/) for Python. -* [:octocat: schema](https://github.com/keleshev/schema) - :star: 2130 :fork_and_knife: 159 - A library for validating Python data structures. -* [:octocat: Schematics](https://github.com/schematics/schematics) - :star: 2367 :fork_and_knife: 287 - Data Structure Validation. +* [:octocat: Cerberus](https://github.com/pyeve/cerberus) - :star: 2163 :fork_and_knife: 197 - A lightweight and extensible data validation library. +* [:earth_americas: colander](https://docs.pylonsproject.org/projects/colander/en/latest/) - Validating and deserializing data obtained via XML, JSON, an HTML form post. +* [:octocat: jsonschema](https://github.com/Julian/jsonschema) - :star: 2897 :fork_and_knife: 436 - An implementation of [JSON Schema](http://json-schema.org/) for Python. +* [:octocat: schema](https://github.com/keleshev/schema) - :star: 2133 :fork_and_knife: 159 - A library for validating Python data structures. +* [:octocat: Schematics](https://github.com/schematics/schematics) - :star: 2366 :fork_and_knife: 287 - Data Structure Validation. * [:octocat: valideer](https://github.com/podio/valideer) - :star: 237 :fork_and_knife: 18 - Lightweight extensible data validation and adaptation library. -* [:octocat: voluptuous](https://github.com/alecthomas/voluptuous) - :star: 1630 :fork_and_knife: 186 - A Python data validation library. +* [:octocat: voluptuous](https://github.com/alecthomas/voluptuous) - :star: 1629 :fork_and_knife: 186 - A Python data validation library. ## Data Visualization -*Libraries for visualizing data. See: [awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization).* +*Libraries for visualizing data. Also see [awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization).* -* [:octocat: Altair](https://github.com/altair-viz/altair) - :star: 5789 :fork_and_knife: 537 - Declarative statistical visualization library for Python. -* [:octocat: Bokeh](https://github.com/bokeh/bokeh) - :star: 13857 :fork_and_knife: 3478 - Interactive Web Plotting for Python. -* [:octocat: ggplot](https://github.com/yhat/ggplot) - :star: 3563 :fork_and_knife: 580 - Same API as ggplot2 for R. +* [:octocat: Altair](https://github.com/altair-viz/altair) - :star: 5809 :fork_and_knife: 538 - Declarative statistical visualization library for Python. +* [:octocat: Bokeh](https://github.com/bokeh/bokeh) - :star: 13879 :fork_and_knife: 3479 - Interactive Web Plotting for Python. +* [:octocat: bqplot](https://github.com/bloomberg/bqplot) - :star: 2877 :fork_and_knife: 416 - Interactive Plotting Library for the Jupyter Notebook +* [:earth_americas: Dash](https://plot.ly/products/dash/) - Built on top of Flask, React and Plotly aimed at analytical web applications. + * [:octocat: awesome-dash](https://github.com/Acrotrend/awesome-dash) - :star: 863 :fork_and_knife: 147 +* [:octocat: diagrams](https://github.com/mingrammer/diagrams) - :star: 5914 :fork_and_knife: 332 - Diagram as Code. +* [:octocat: plotnine](https://github.com/has2k1/plotnine) - :star: 2336 :fork_and_knife: 124 - A grammar of graphics for Python based on ggplot2. * [:earth_americas: Matplotlib](http://matplotlib.org/) - A Python 2D plotting library. * [:earth_americas: Pygal](http://www.pygal.org/en/latest/) - A Python SVG Charts Creator. -* [:earth_americas: PyGraphviz](https://pypi.python.org/pypi/pygraphviz) - Python interface to [Graphviz](http://www.graphviz.org/). +* [:earth_americas: PyGraphviz](https://pypi.org/project/pygraphviz/) - Python interface to [Graphviz](http://www.graphviz.org/). * [:earth_americas: PyQtGraph](http://www.pyqtgraph.org/) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets. -* [:octocat: Seaborn](https://github.com/mwaskom/seaborn) - :star: 7537 :fork_and_knife: 1294 - Statistical data visualization using Matplotlib. -* [:octocat: VisPy](https://github.com/vispy/vispy) - :star: 2412 :fork_and_knife: 524 - High-performance scientific visualization based on OpenGL. +* [:octocat: Seaborn](https://github.com/mwaskom/seaborn) - :star: 7556 :fork_and_knife: 1299 - Statistical data visualization using Matplotlib. +* [:octocat: VisPy](https://github.com/vispy/vispy) - :star: 2420 :fork_and_knife: 525 - High-performance scientific visualization based on OpenGL. ## Database *Databases implemented in Python.* -* [:earth_americas: pickleDB](https://pythonhosted.org/pickleDB/) - A simple and lightweight key-value store for Python. -* [:earth_americas: PipelineDB](https://www.pipelinedb.com/) - The Streaming SQL Database. -* [:octocat: TinyDB](https://github.com/msiemens/tinydb) - :star: 3651 :fork_and_knife: 335 - A tiny, document-oriented database. -* [:earth_americas: ZODB](http://www.zodb.org/en/latest/) - A native object database for Python. A key-value and object graph database. - +* [:octocat: pickleDB](https://github.com/patx/pickledb) - :star: 490 :fork_and_knife: 89 - A simple and lightweight key-value store for Python. +* [:octocat: tinydb](https://github.com/msiemens/tinydb) - :star: 3661 :fork_and_knife: 336 - A tiny, document-oriented database. +* [:octocat: ZODB](https://github.com/zopefoundation/ZODB) - :star: 414 :fork_and_knife: 61 - A native object database for Python. A key-value and object graph database. ## Database Drivers *Libraries for connecting and operating databases.* * MySQL - [awesome-mysql](http://shlomi-noach.github.io/awesome-mysql/) - * [:earth_americas: mysql-python](https://sourceforge.net/projects/mysql-python/) - The MySQL database connector for Python. - * [:octocat: mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - :star: 1783 :fork_and_knife: 301 - mysql-python fork supporting Python 3. - * [:earth_americas: oursql](https://pythonhosted.org/oursql/) - A better MySQL connector with support for native prepared statements and BLOBs. - * [:octocat: PyMySQL](https://github.com/PyMySQL/PyMySQL) - :star: 6092 :fork_and_knife: 1231 - Pure Python MySQL driver compatible to mysql-python. -* PostgreSQL + * [:octocat: mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - :star: 1789 :fork_and_knife: 301 - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork). + * [:octocat: PyMySQL](https://github.com/PyMySQL/PyMySQL) - :star: 6096 :fork_and_knife: 1231 - A pure Python MySQL driver compatible to mysql-python. +* PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres) * [:earth_americas: psycopg2](http://initd.org/psycopg/) - The most popular PostgreSQL adapter for Python. * [:octocat: queries](https://github.com/gmr/queries) - :star: 226 :fork_and_knife: 26 - A wrapper of the psycopg2 library for interacting with PostgreSQL. - * [:octocat: txpostgres](https://github.com/wulczer/txpostgres) - :star: 104 :fork_and_knife: 26 - Twisted based asynchronous driver for PostgreSQL. * Other Relational Databases - * [:earth_americas: apsw](http://rogerbinns.github.io/apsw/) - Another Python SQLite wrapper. - * [:octocat: dataset](https://github.com/pudo/dataset) - :star: 3856 :fork_and_knife: 245 - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL. - * [:earth_americas: pymssql](http://www.pymssql.org/en/latest/) - A simple database interface to Microsoft SQL Server. + * [:earth_americas: pymssql](https://pymssql.readthedocs.io/en/latest/) - A simple database interface to Microsoft SQL Server. + * [:octocat: SuperSQLite](https://github.com/plasticityai/supersqlite) - :star: 647 :fork_and_knife: 16 - A supercharged SQLite library built on top of [apsw](https://github.com/rogerbinns/apsw). * NoSQL Databases - * [:octocat: cassandra-python-driver](https://github.com/datastax/python-driver) - :star: 1165 :fork_and_knife: 439 - Python driver for Cassandra. - * [:octocat: HappyBase](https://github.com/wbolster/happybase) - :star: 540 :fork_and_knife: 151 - A developer-friendly library for Apache HBase. - * [:octocat: Plyvel](https://github.com/wbolster/plyvel) - :star: 336 :fork_and_knife: 52 - A fast and feature-rich Python interface to LevelDB. - * [:earth_americas: py2neo](http://py2neo.org/2.0/) - Python wrapper client for Neo4j's restful interface. - * [:octocat: pycassa](https://github.com/pycassa/pycassa) - :star: 510 :fork_and_knife: 141 - Python Thrift driver for Cassandra. - * [:earth_americas: PyMongo](https://docs.mongodb.org/ecosystem/drivers/python/) - The official Python client for MongoDB. - * [:octocat: redis-py](https://github.com/andymccurdy/redis-py) - :star: 8749 :fork_and_knife: 1866 - The Redis Python Client. - * [:octocat: telephus](https://github.com/driftx/Telephus) - :star: 93 :fork_and_knife: 33 - Twisted based client for Cassandra. - * [:octocat: txRedis](https://github.com/deldotdr/txRedis) - :star: 120 :fork_and_knife: 39 - Twisted based client for Redis. + * [:octocat: cassandra-driver](https://github.com/datastax/python-driver) - :star: 1168 :fork_and_knife: 440 - The Python Driver for Apache Cassandra. + * [:octocat: happybase](https://github.com/wbolster/happybase) - :star: 540 :fork_and_knife: 151 - A developer-friendly library for Apache HBase. + * [:octocat: kafka-python](https://github.com/dpkp/kafka-python) - :star: 3970 :fork_and_knife: 1084 - The Python client for Apache Kafka. + * [:earth_americas: py2neo](https://py2neo.org/) - A client library and toolkit for working with Neo4j. + * [:octocat: pymongo](https://github.com/mongodb/mongo-python-driver) - :star: 3089 :fork_and_knife: 952 - The official Python client for MongoDB. + * [:octocat: redis-py](https://github.com/andymccurdy/redis-py) - :star: 8768 :fork_and_knife: 1869 - The Python client for Redis. +* Asynchronous Clients + * [:octocat: motor](https://github.com/mongodb/motor) - :star: 1522 :fork_and_knife: 139 - The async Python driver for MongoDB. ## Date and Time *Libraries for working with dates and times.* -* [:octocat: arrow](https://github.com/crsmithdev/arrow) - :star: 6229 :fork_and_knife: 531 - Better dates & times for Python. +* [: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. * [:octocat: Chronyk](https://github.com/KoffeinFlummi/Chronyk) - :star: 309 :fork_and_knife: 11 - A Python 3 library for parsing human-written times and dates. -* [:octocat: dateutil](https://github.com/dateutil/dateutil) - :star: 1359 :fork_and_knife: 331 - Extensions to the standard Python [datetime](https://docs.python.org/2/library/datetime.html) module. -* [:octocat: delorean](https://github.com/myusuf3/delorean/) - :star: 1674 :fork_and_knife: 111 - A library for clearing up the inconvenient truths that arise dealing with datetimes. -* [:octocat: moment](https://github.com/zachwill/moment) - :star: 648 :fork_and_knife: 42 - A Python library for dealing with dates/times. Inspired by [Moment.js](http://momentjs.com/). -* [:octocat: Pendulum](https://github.com/sdispater/pendulum) - :star: 4037 :fork_and_knife: 224 - Python datetimes made easy. -* [:octocat: PyTime](https://github.com/shinux/PyTime) - :star: 136 :fork_and_knife: 20 - A easy-use Python module which aims to operate date/time/datetime by string. +* [:octocat: dateutil](https://github.com/dateutil/dateutil) - :star: 1364 :fork_and_knife: 332 - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module. +* [:octocat: delorean](https://github.com/myusuf3/delorean/) - :star: 1675 :fork_and_knife: 111 - A library for clearing up the inconvenient truths that arise dealing with datetimes. +* [:octocat: moment](https://github.com/zachwill/moment) - :star: 647 :fork_and_knife: 42 - A Python library for dealing with dates/times. Inspired by [Moment.js](http://momentjs.com/). +* [:octocat: Pendulum](https://github.com/sdispater/pendulum) - :star: 4042 :fork_and_knife: 225 - Python datetimes made easy. +* [:octocat: PyTime](https://github.com/shinux/PyTime) - :star: 137 :fork_and_knife: 20 - An easy-to-use Python module which aims to operate date/time/datetime by string. * [: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. * [:octocat: when.py](https://github.com/dirn/When.py) - :star: 185 :fork_and_knife: 16 - Providing user-friendly functions to help perform common date and time actions. +* [:octocat: maya](https://github.com/timofurrer/maya) - :star: 3172 :fork_and_knife: 204 - Datetimes for Humans. ## Debugging Tools *Libraries for debugging code.* -* Debugger - * [:octocat: django-debug-toolbar](https://github.com/django-debug-toolbar/django-debug-toolbar) - :star: 6051 :fork_and_knife: 880 - Display various debug information for Django. - * [:octocat: django-devserver](https://github.com/dcramer/django-devserver) - :star: 1255 :fork_and_knife: 166 - A drop-in replacement for Django's runserver. - * [:octocat: flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - :star: 758 :fork_and_knife: 117 - A port of the django-debug-toolbar to flask. - * [:earth_americas: ipdb](https://pypi.python.org/pypi/ipdb) - IPython-enabled [pdb](https://docs.python.org/2/library/pdb.html). - * [:earth_americas: pudb](https://pypi.python.org/pypi/pudb) - A full-screen, console-based Python debugger. +* pdb-like Debugger + * [:octocat: ipdb](https://github.com/gotcha/ipdb) - :star: 1240 :fork_and_knife: 118 - IPython-enabled [pdb](https://docs.python.org/3/library/pdb.html). + * [:octocat: pdb++](https://github.com/antocuni/pdb) - :star: 537 :fork_and_knife: 36 - Another drop-in replacement for pdb. + * [:octocat: pudb](https://github.com/inducer/pudb) - :star: 1829 :fork_and_knife: 164 - A full-screen, console-based Python debugger. + * [:octocat: wdb](https://github.com/Kozea/wdb) - :star: 1485 :fork_and_knife: 98 - An improbable web debugger through WebSockets. +* Tracing + * [:octocat: lptrace](https://github.com/khamidou/lptrace) - :star: 663 :fork_and_knife: 40 - [strace](http://man7.org/linux/man-pages/man1/strace.1.html) for Python programs. + * [:octocat: manhole](https://github.com/ionelmc/python-manhole) - :star: 292 :fork_and_knife: 15 - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt. * [:octocat: pyringe](https://github.com/google/pyringe) - :star: 1581 :fork_and_knife: 68 - Debugger capable of attaching to and injecting code into Python processes. - * [:octocat: wdb](https://github.com/Kozea/wdb) - :star: 1483 :fork_and_knife: 98 - An improbable web debugger through WebSockets. - * [:earth_americas: winpdb](http://winpdb.org/) - A Python Debugger with GUI, capable of remote debugging based on `rpdb2`. + * [:octocat: python-hunter](https://github.com/ionelmc/python-hunter) - :star: 553 :fork_and_knife: 24 - A flexible code tracing toolkit. * Profiler - * [:octocat: line_profiler](https://github.com/rkern/line_profiler) - :star: 3471 :fork_and_knife: 242 - Line-by-line profiling. + * [:octocat: line_profiler](https://github.com/rkern/line_profiler) - :star: 3469 :fork_and_knife: 242 - Line-by-line profiling. * [:octocat: memory_profiler](https://github.com/fabianp/memory_profiler) - :star: 56 :fork_and_knife: 11 - Monitor Memory usage of Python code. - * [:octocat: profiling](https://github.com/what-studio/profiling) - :star: 3006 :fork_and_knife: 118 - An interactive Python profiler. + * [:octocat: profiling](https://github.com/what-studio/profiling) - :star: 3006 :fork_and_knife: 119 - An interactive Python profiler. + * [:octocat: py-spy](https://github.com/benfred/py-spy) - :star: 5812 :fork_and_knife: 222 - A sampling profiler for Python programs. Written in Rust. + * [:octocat: pyflame](https://github.com/uber/pyflame) - :star: 2832 :fork_and_knife: 216 - A ptracing profiler For Python. + * [:octocat: vprof](https://github.com/nvdv/vprof) - :star: 3667 :fork_and_knife: 168 - Visual Python profiler. * Others - * [:octocat: pyelftools](https://github.com/eliben/pyelftools) - :star: 1044 :fork_and_knife: 365 - Parsing and analyzing ELF files and DWARF debugging information. - * [:octocat: python-statsd](https://github.com/WoLpH/python-statsd) - :star: 102 :fork_and_knife: 40 - Python Client for the [statsd](https://github.com/etsy/statsd/) server. + * [:octocat: icecream](https://github.com/gruns/icecream) - :star: 1544 :fork_and_knife: 34 - Inspect variables, expressions, and program execution with a single, simple function call. + * [:octocat: django-debug-toolbar](https://github.com/jazzband/django-debug-toolbar) - :star: 6059 :fork_and_knife: 881 - Display various debug information for Django. + * [:octocat: django-devserver](https://github.com/dcramer/django-devserver) - :star: 1254 :fork_and_knife: 166 - A drop-in replacement for Django's runserver. + * [:octocat: flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - :star: 760 :fork_and_knife: 117 - A port of the django-debug-toolbar to flask. + * [:octocat: pyelftools](https://github.com/eliben/pyelftools) - :star: 1046 :fork_and_knife: 366 - Parsing and analyzing ELF files and DWARF debugging information. ## Deep Learning -*Frameworks for Neural Networks and Deep Learning. See: [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning).* +*Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning).* -* [:octocat: Caffe](https://github.com/BVLC/caffe) - :star: 30717 :fork_and_knife: 18469 - A fast open framework for deep learning.. -* [:octocat: Keras](https://github.com/fchollet/keras) - :star: 49323 :fork_and_knife: 18521 - A high-level neural networks library and capable of running on top of either TensorFlow or Theano. -* [:earth_americas: Neupy](http://neupy.com/pages/home.html) - Running and testing different Artificial Neural Networks algorithms. -* [:octocat: TensorFlow](https://github.com/tensorflow/tensorflow) - :star: 147632 :fork_and_knife: 82457 - The most popular Deep Learning framework created by Google. -* [:octocat: Theano](https://github.com/Theano/Theano) - :star: 9209 :fork_and_knife: 2518 - A library for fast numerical computation. +* [:octocat: caffe](https://github.com/BVLC/caffe) - :star: 30746 :fork_and_knife: 18483 - A fast open framework for deep learning.. +* [:octocat: keras](https://github.com/keras-team/keras) - :star: 49368 :fork_and_knife: 18537 - A high-level neural networks library and capable of running on top of either TensorFlow or Theano. +* [:octocat: mxnet](https://github.com/dmlc/mxnet) - :star: 18930 :fork_and_knife: 6707 - A deep learning framework designed for both efficiency and flexibility. +* [:octocat: pytorch](https://github.com/pytorch/pytorch) - :star: 41333 :fork_and_knife: 10831 - Tensors and Dynamic neural networks in Python with strong GPU acceleration. +* [:octocat: SerpentAI](https://github.com/SerpentAI/SerpentAI) - :star: 5664 :fork_and_knife: 627 - Game agent framework. Use any video game as a deep learning sandbox. +* [:octocat: tensorflow](https://github.com/tensorflow/tensorflow) - :star: 147829 :fork_and_knife: 82517 - The most popular Deep Learning framework created by Google. +* [:octocat: Theano](https://github.com/Theano/Theano) - :star: 9211 :fork_and_knife: 2516 - A library for fast numerical computation. ## DevOps Tools *Software and libraries for DevOps.* -* [:octocat: Ansible](https://github.com/ansible/ansible) - :star: 44419 :fork_and_knife: 19490 - A radically simple IT automation platform. -* [:earth_americas: Cloud-Init](http://cloudinit.readthedocs.io/) - A multi-distribution package that handles early initialization of a cloud instance. -* [:octocat: cuisine](https://github.com/sebastien/cuisine) - :star: 1240 :fork_and_knife: 161 - Chef-like functionality for Fabric. -* [:earth_americas: Docker Compose](https://docs.docker.com/compose/) - Fast, isolated development environments using [Docker](https://www.docker.com/). -* [:earth_americas: Fabric](http://www.fabfile.org/) - A simple, Pythonic tool for remote execution and deployment. -* [:octocat: Fabtools](https://github.com/ronnix/fabtools) - :star: 1235 :fork_and_knife: 217 - Tools for writing awesome Fabric files. -* [:octocat: honcho](https://github.com/nickstenning/honcho) - :star: 1364 :fork_and_knife: 122 - A Python clone of [Foreman](https://github.com/ddollar/foreman), for managing Procfile-based applications. -* [:earth_americas: OpenStack](http://www.openstack.org/) - Open source software for building private and public clouds. -* [:octocat: pexpect](https://github.com/pexpect/pexpect) - :star: 1878 :fork_and_knife: 413 - Controlling interactive programs in a pseudo-terminal like GNU expect. -* [:octocat: psutil](https://github.com/giampaolo/psutil) - :star: 6509 :fork_and_knife: 1024 - A cross-platform process and system utilities module. -* [:octocat: SaltStack](https://github.com/saltstack/salt) - :star: 11185 :fork_and_knife: 4909 - Infrastructure automation and management system. -* [:octocat: supervisor](https://github.com/Supervisor/supervisor) - :star: 6319 :fork_and_knife: 1059 - Supervisor process control system for UNIX. +* [:octocat: ansible](https://github.com/ansible/ansible) - :star: 44494 :fork_and_knife: 19521 - A radically simple IT automation platform. +* [:earth_americas: cloudinit](https://cloudinit.readthedocs.io/en/latest/) - A multi-distribution package that handles early initialization of a cloud instance. +* [:octocat: cuisine](https://github.com/sebastien/cuisine) - :star: 1240 :fork_and_knife: 162 - Chef-like functionality for Fabric. +* [:earth_americas: docker-compose](https://docs.docker.com/compose/) - Fast, isolated development environments using [Docker](https://www.docker.com/). +* [:octocat: fabric](https://github.com/fabric/fabric) - :star: 12427 :fork_and_knife: 1808 - A simple, Pythonic tool for remote execution and deployment. +* [:octocat: fabtools](https://github.com/fabtools/fabtools) - :star: 1235 :fork_and_knife: 217 - Tools for writing awesome Fabric files. +* [:octocat: honcho](https://github.com/nickstenning/honcho) - :star: 1365 :fork_and_knife: 122 - A Python clone of [Foreman](https://github.com/ddollar/foreman), for managing Procfile-based applications. +* [:earth_americas: OpenStack](https://www.openstack.org/) - Open source software for building private and public clouds. +* [:octocat: pexpect](https://github.com/pexpect/pexpect) - :star: 1879 :fork_and_knife: 412 - Controlling interactive programs in a pseudo-terminal like GNU expect. +* [:octocat: psutil](https://github.com/giampaolo/psutil) - :star: 6528 :fork_and_knife: 1025 - A cross-platform process and system utilities module. +* [:octocat: saltstack](https://github.com/saltstack/salt) - :star: 11200 :fork_and_knife: 4908 - Infrastructure automation and management system. +* [:octocat: supervisor](https://github.com/Supervisor/supervisor) - :star: 6327 :fork_and_knife: 1060 - Supervisor process control system for UNIX. + +## Distributed Computing + +*Frameworks and libraries for Distributed Computing.* + +* Batch Processing + * [:earth_americas: PySpark](https://pypi.org/project/pyspark/) - [Apache Spark](https://spark.apache.org/) Python API. + * [:octocat: dask](https://github.com/dask/dask) - :star: 7094 :fork_and_knife: 1138 - A flexible parallel computing library for analytic computing. + * [:octocat: luigi](https://github.com/spotify/luigi) - :star: 13656 :fork_and_knife: 2161 - A module that helps you build complex pipelines of batch jobs. + * [:octocat: mrjob](https://github.com/Yelp/mrjob) - :star: 2500 :fork_and_knife: 588 - Run MapReduce jobs on Hadoop or Amazon Web Services. + * [:octocat: Ray](https://github.com/ray-project/ray/) - :star: 12832 :fork_and_knife: 1968 - A system for parallel and distributed Python that unifies the machine learning ecosystem. +* Stream Processing + * [:octocat: faust](https://github.com/robinhood/faust) - :star: 4825 :fork_and_knife: 394 - A stream processing library, porting the ideas from [Kafka Streams](https://kafka.apache.org/documentation/streams/) to Python. + * [:octocat: streamparse](https://github.com/Parsely/streamparse) - :star: 1415 :fork_and_knife: 218 - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/). ## Distribution *Libraries to create packaged executables for release distribution.* -* [:octocat: dh-virtualenv](https://github.com/spotify/dh-virtualenv) - :star: 1383 :fork_and_knife: 154 - Build and distribute a virtualenv as a Debian package. +* [:octocat: dh-virtualenv](https://github.com/spotify/dh-virtualenv) - :star: 1384 :fork_and_knife: 154 - Build and distribute a virtualenv as a Debian package. * [:earth_americas: Nuitka](http://nuitka.net/) - Compile scripts, modules, packages to an executable or extension module. * [:earth_americas: py2app](http://pythonhosted.org/py2app/) - Freezes Python scripts (Mac OS X). * [:earth_americas: py2exe](http://www.py2exe.org/) - Freezes Python scripts (Windows). -* [:octocat: PyInstaller](https://github.com/pyinstaller/pyinstaller) - :star: 7065 :fork_and_knife: 1507 - Converts Python programs into stand-alone executables (cross-platform). -* [:earth_americas: pynsist](http://pynsist.readthedocs.io/) - A tool to build Windows installers, installers bundle Python itself. +* [:octocat: PyInstaller](https://github.com/pyinstaller/pyinstaller) - :star: 7084 :fork_and_knife: 1505 - Converts Python programs into stand-alone executables (cross-platform). +* [:earth_americas: pynsist](http://pynsist.readthedocs.io/en/latest/) - A tool to build Windows installers, installers bundle Python itself. +* [:octocat: pyarmor](https://github.com/dashingsoft/pyarmor) - :star: 654 :fork_and_knife: 97 - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts. +* [:octocat: shiv](https://github.com/linkedin/shiv) - :star: 1031 :fork_and_knife: 57 - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included. ## Documentation *Libraries for generating project documentation.* -* [:earth_americas: Sphinx](http://www.sphinx-doc.org/en/latest/) - Python Documentation generator. - * [:octocat: awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc) - :star: 661 :fork_and_knife: 58 -* [:earth_americas: MkDocs](http://www.mkdocs.org/) - Markdown friendly documentation generator. -* [:octocat: pdoc](https://github.com/BurntSushi/pdoc) - :star: 667 :fork_and_knife: 96 - Epydoc replacement to auto generate API documentation for Python libraries. -* [:octocat: Pycco](https://github.com/pycco-docs/pycco) - :star: 718 :fork_and_knife: 135 - The literate-programming-style documentation generator. +* [:octocat: sphinx](https://github.com/sphinx-doc/sphinx/) - :star: 3453 :fork_and_knife: 1336 - Python Documentation generator. + * [:octocat: awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc) - :star: 664 :fork_and_knife: 58 +* [:octocat: pdoc](https://github.com/mitmproxy/pdoc) - :star: 668 :fork_and_knife: 96 - Epydoc replacement to auto generate API documentation for Python libraries. +* [:octocat: pycco](https://github.com/pycco-docs/pycco) - :star: 718 :fork_and_knife: 135 - The literate-programming-style documentation generator. ## Downloader *Libraries for downloading.* -* [:octocat: s3cmd](https://github.com/s3tools/s3cmd) - :star: 3401 :fork_and_knife: 796 - A command line tool for managing Amazon S3 and CloudFront. -* [:octocat: s4cmd](https://github.com/bloomreach/s4cmd) - :star: 1017 :fork_and_knife: 174 - Super S3 command line tool, good for higher performance. -* [:earth_americas: you-get](https://www.soimort.org/you-get/) - A YouTube/Youku/Niconico video downloader written in Python 3. -* [:earth_americas: youtube-dl](http://rg3.github.io/youtube-dl/) - A small command-line program to download videos from YouTube. +* [:octocat: s3cmd](https://github.com/s3tools/s3cmd) - :star: 3407 :fork_and_knife: 795 - A command line tool for managing Amazon S3 and CloudFront. +* [:octocat: s4cmd](https://github.com/bloomreach/s4cmd) - :star: 1018 :fork_and_knife: 174 - Super S3 command line tool, good for higher performance. +* [:earth_americas: you-get](https://you-get.org/) - A YouTube/Youku/Niconico video downloader written in Python 3. +* [:earth_americas: youtube-dl](https://rg3.github.io/youtube-dl/) - A small command-line program to download videos from YouTube. +* [:octocat: akshare](https://github.com/jindaxiang/akshare) - :star: 2131 :fork_and_knife: 406 - A financial data interface library, built for human beings! ## E-commerce @@ -488,74 +539,72 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * [:octocat: alipay](https://github.com/lxneng/alipay) - :star: 316 :fork_and_knife: 99 - Unofficial Alipay API for Python. * [:octocat: Cartridge](https://github.com/stephenmcd/cartridge) - :star: 618 :fork_and_knife: 287 - A shopping cart app built using the Mezzanine. * [:earth_americas: django-oscar](http://oscarcommerce.com/) - An open-source e-commerce framework for Django. -* [:octocat: django-shop](https://github.com/awesto/django-shop) - :star: 2275 :fork_and_knife: 830 - A Django based shop system. +* [:octocat: django-shop](https://github.com/awesto/django-shop) - :star: 2279 :fork_and_knife: 830 - A Django based shop system. * [:octocat: merchant](https://github.com/agiliq/merchant) - :star: 951 :fork_and_knife: 170 - A Django app to accept payments from various payment processors. -* [:octocat: money](https://github.com/carlospalol/money) - :star: 186 :fork_and_knife: 25 - Money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution. +* [:octocat: money](https://github.com/carlospalol/money) - :star: 186 :fork_and_knife: 25 - `Money` class with optional CLDR-backed locale-aware formatting and an extensible currency exchange. * [:octocat: python-currencies](https://github.com/Alir3z4/python-currencies) - :star: 44 :fork_and_knife: 7 - Display money format and its filthy currencies. -* [:earth_americas: shoop](https://www.shoop.io/en/) - An open source E-Commerce platform based on Django. +* [:octocat: forex-python](https://github.com/MicroPyramid/forex-python) - :star: 331 :fork_and_knife: 100 - Foreign exchange rates, Bitcoin price index and currency conversion. +* [:earth_americas: saleor](http://getsaleor.com/) - An e-commerce storefront for Django. +* [:earth_americas: shoop](https://www.shuup.com/en/) - An open source E-Commerce platform based on Django. ## Editor Plugins and IDEs * Emacs - * [:octocat: Elpy](https://github.com/jorgenschaefer/elpy) - :star: 1617 :fork_and_knife: 208 - Emacs Python Development Environment. + * [:octocat: elpy](https://github.com/jorgenschaefer/elpy) - :star: 1619 :fork_and_knife: 207 - Emacs Python Development Environment. * Sublime Text - * [:octocat: Anaconda](https://github.com/DamnWidget/anaconda) - :star: 2084 :fork_and_knife: 245 - Anaconda turns your Sublime Text 3 in a full featured Python development IDE. - * [:octocat: SublimeJEDI](https://github.com/srusskih/SublimeJEDI) - :star: 897 :fork_and_knife: 106 - A Sublime Text plugin to the awesome auto-complete library Jedi. + * [:octocat: anaconda](https://github.com/DamnWidget/anaconda) - :star: 2085 :fork_and_knife: 245 - Anaconda turns your Sublime Text 3 in a full featured Python development IDE. + * [:octocat: SublimeJEDI](https://github.com/srusskih/SublimeJEDI) - :star: 899 :fork_and_knife: 106 - A Sublime Text plugin to the awesome auto-complete library Jedi. * Vim - * [:octocat: Jedi-vim](https://github.com/davidhalter/jedi-vim) - :star: 4508 :fork_and_knife: 369 - Vim bindings for the Jedi auto-completion library for Python. - * [:octocat: Python-mode](https://github.com/klen/python-mode) - :star: 5072 :fork_and_knife: 885 - An all in one plugin for turning Vim into a Python IDE. - * [:octocat: YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - :star: 21671 :fork_and_knife: 2510 - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python. + * [:octocat: jedi-vim](https://github.com/davidhalter/jedi-vim) - :star: 4513 :fork_and_knife: 369 - Vim bindings for the Jedi auto-completion library for Python. + * [:octocat: python-mode](https://github.com/python-mode/python-mode) - :star: 5080 :fork_and_knife: 884 - An all in one plugin for turning Vim into a Python IDE. + * [:octocat: YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - :star: 21719 :fork_and_knife: 2519 - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python. * Visual Studio - * [:octocat: PTVS](https://github.com/Microsoft/PTVS) - :star: 2284 :fork_and_knife: 642 - Python Tools for Visual Studio. + * [:octocat: PTVS](https://github.com/Microsoft/PTVS) - :star: 2285 :fork_and_knife: 643 - Python Tools for Visual Studio. * Visual Studio Code - * [:octocat: Python](https://github.com/DonJayamanne/pythonVSCode) - :star: 1958 :fork_and_knife: 861 - An extension with rich support for the Python language, with features including linting, IntelliSense, formatting, refactoring, debugging, unit tests, and jupyter support. + * [:earth_americas: Python](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python. * IDE - * [:earth_americas: LiClipse](http://www.liclipse.com/) - Free polyglot IDE based on Eclipse. Uses PyDev for Python support. * [:earth_americas: PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available. - * [:octocat: Spyder](https://github.com/spyder-ide/spyder) - :star: 5615 :fork_and_knife: 1144 - Open Source Python IDE. + * [:octocat: spyder](https://github.com/spyder-ide/spyder) - :star: 5630 :fork_and_knife: 1145 - Open Source Python IDE. ## Email *Libraries for sending and parsing email.* -* [:earth_americas: envelopes](http://tomekwojcik.github.io/envelopes/) - Mailing for human beings. -* [:octocat: flanker](https://github.com/mailgun/flanker) - :star: 1413 :fork_and_knife: 175 - A email address and Mime parsing library. -* [:octocat: imbox](https://github.com/martinrusev/imbox) - :star: 931 :fork_and_knife: 152 - Python IMAP for Humans. -* [:octocat: inbox.py](https://github.com/kennethreitz/inbox.py) - :star: 1482 :fork_and_knife: 130 - Python SMTP Server for Humans. -* [:octocat: lamson](https://github.com/zedshaw/lamson) - :star: 698 :fork_and_knife: 201 - Pythonic SMTP Application Server. -* [:octocat: Marrow Mailer](https://github.com/marrow/mailer) - :star: 201 :fork_and_knife: 43 - High-performance extensible mail delivery framework. -* [:octocat: modoboa](https://github.com/tonioo/modoboa) - :star: 1601 :fork_and_knife: 239 - A mail hosting and management platform including a modern and simplified Web UI. -* [:octocat: Nylas Sync Engine](https://github.com/nylas/sync-engine) - :star: 3498 :fork_and_knife: 371 - Providing a RESTful API on top of a powerful email sync platform. -* [:octocat: yagmail](https://github.com/kootenpv/yagmail) - :star: 1818 :fork_and_knife: 200 - Yet another Gmail/SMTP client. +* Mail Servers + * [:octocat: modoboa](https://github.com/modoboa/modoboa) - :star: 1604 :fork_and_knife: 240 - A mail hosting and management platform including a modern Web UI. + * [:octocat: salmon](https://github.com/moggers87/salmon) - :star: 440 :fork_and_knife: 47 - A Python Mail Server. +* Clients + * [:octocat: imbox](https://github.com/martinrusev/imbox) - :star: 937 :fork_and_knife: 152 - Python IMAP for Humans. + * [:octocat: yagmail](https://github.com/kootenpv/yagmail) - :star: 1821 :fork_and_knife: 200 - Yet another Gmail/SMTP client. +* Others + * [:octocat: flanker](https://github.com/mailgun/flanker) - :star: 1413 :fork_and_knife: 175 - An email address and Mime parsing library. + * [:octocat: mailer](https://github.com/marrow/mailer) - :star: 202 :fork_and_knife: 43 - High-performance extensible mail delivery framework. ## Environment Management -*Libraries for Python version and environment management.* +*Libraries for Python version and virtual environment management.* -* [:octocat: p](https://github.com/qw3rtman/p) - :star: 755 :fork_and_knife: 48 - Dead simple interactive Python version management. -* [:octocat: pyenv](https://github.com/yyuu/pyenv) - :star: 20434 :fork_and_knife: 1795 - Simple Python version management. -* [:earth_americas: venv](https://docs.python.org/3/library/venv.html) - (Python standard library in Python 3.3+) Creating lightweight virtual environments. -* [:earth_americas: virtualenv](https://pypi.python.org/pypi/virtualenv) - A tool to create isolated Python environments. -* [:earth_americas: virtualenvwrapper](https://pypi.python.org/pypi/virtualenvwrapper) - A set of extensions to virtualenv. +* [:octocat: pyenv](https://github.com/pyenv/pyenv) - :star: 20515 :fork_and_knife: 1797 - Simple Python version management. +* [:octocat: virtualenv](https://github.com/pypa/virtualenv) - :star: 3655 :fork_and_knife: 855 - A tool to create isolated Python environments. ## Files *Libraries for file manipulation and MIME type detection.* -* [:earth_americas: imghdr](https://docs.python.org/2/library/imghdr.html) - (Python standard library) Determine the type of an image. -* [:earth_americas: mimetypes](https://docs.python.org/2/library/mimetypes.html) - (Python standard library) Map filenames to MIME types. -* [:octocat: path.py](https://github.com/jaraco/path.py) - :star: 914 :fork_and_knife: 124 - A module wrapper for [os.path](https://docs.python.org/2/library/os.path.html). -* [:earth_americas: pathlib](https://pathlib.readthedocs.org/en/pep428/) - (Python standard library in Python 3.4+) An cross-platform, object-oriented path library. -* [:octocat: python-magic](https://github.com/ahupp/python-magic) - :star: 1646 :fork_and_knife: 206 - A Python interface to the libmagic file type identification library. +* [:earth_americas: mimetypes](https://docs.python.org/3/library/mimetypes.html) - (Python standard library) Map filenames to MIME types. +* [:octocat: path.py](https://github.com/jaraco/path.py) - :star: 917 :fork_and_knife: 124 - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html). +* [:earth_americas: pathlib](https://docs.python.org/3/library/pathlib.html) - (Python standard library) An cross-platform, object-oriented path library. +* [:octocat: PyFilesystem2](https://github.com/pyfilesystem/pyfilesystem2) - :star: 1122 :fork_and_knife: 112 - Python's filesystem abstraction layer. +* [:octocat: python-magic](https://github.com/ahupp/python-magic) - :star: 1649 :fork_and_knife: 206 - A Python interface to the libmagic file type identification library. * [:octocat: Unipath](https://github.com/mikeorr/Unipath) - :star: 489 :fork_and_knife: 37 - An object-oriented approach to file/directory operations. -* [:octocat: watchdog](https://github.com/gorakhargosh/watchdog) - :star: 4214 :fork_and_knife: 517 - API and shell utilities to monitor file system events. +* [:octocat: watchdog](https://github.com/gorakhargosh/watchdog) - :star: 4257 :fork_and_knife: 520 - API and shell utilities to monitor file system events. ## Foreign Function Interface *Libraries for providing foreign function interface.* -* [:earth_americas: cffi](https://pypi.python.org/pypi/cffi) - Foreign Function Interface for Python calling C code. -* [:earth_americas: ctypes](https://docs.python.org/2/library/ctypes.html) - (Python standard library) Foreign Function Interface for Python calling C code. +* [:earth_americas: cffi](https://pypi.org/project/cffi/) - Foreign Function Interface for Python calling C code. +* [:earth_americas: ctypes](https://docs.python.org/3/library/ctypes.html) - (Python standard library) Foreign Function Interface for Python calling C code. * [:earth_americas: PyCUDA](https://mathema.tician.de/software/pycuda/) - A Python wrapper for Nvidia's CUDA API. * [:earth_americas: SWIG](http://www.swig.org/Doc1.3/Python.html) - Simplified Wrapper and Interface Generator. @@ -563,135 +612,159 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for working with forms.* -* [:octocat: Deform](https://github.com/Pylons/deform) - :star: 333 :fork_and_knife: 151 - Python HTML form generation library influenced by the formish form generation library. +* [:octocat: Deform](https://github.com/Pylons/deform) - :star: 335 :fork_and_knife: 152 - Python HTML form generation library influenced by the formish form generation library. * [:octocat: django-bootstrap3](https://github.com/dyve/django-bootstrap3) - :star: 2194 :fork_and_knife: 691 - Bootstrap 3 integration with Django. -* [:octocat: django-crispy-forms](https://github.com/maraujop/django-crispy-forms) - :star: 3952 :fork_and_knife: 668 - A Django app which lets you create beautiful forms in a very elegant and DRY way. -* [:octocat: django-remote-forms](https://github.com/WiserTogether/django-remote-forms) - :star: 199 :fork_and_knife: 101 - A platform independent Django form serializer. -* [:octocat: WTForms](https://github.com/wtforms/wtforms) - :star: 1142 :fork_and_knife: 330 - A flexible forms validation and rendering library. +* [:octocat: django-bootstrap4](https://github.com/zostera/django-bootstrap4) - :star: 784 :fork_and_knife: 192 - Bootstrap 4 integration with Django. +* [:octocat: django-crispy-forms](https://github.com/django-crispy-forms/django-crispy-forms) - :star: 3958 :fork_and_knife: 668 - A Django app which lets you create beautiful forms in a very elegant and DRY way. +* [:octocat: django-remote-forms](https://github.com/WiserTogether/django-remote-forms) - :star: 199 :fork_and_knife: 102 - A platform independent Django form serializer. +* [:octocat: WTForms](https://github.com/wtforms/wtforms) - :star: 1144 :fork_and_knife: 329 - A flexible forms validation and rendering library. ## Functional Programming *Functional Programming with Python.* -* [:octocat: CyToolz](https://github.com/pytoolz/cytoolz/) - :star: 727 :fork_and_knife: 54 - Cython implementation of Toolz: High performance functional utilities. -* [:octocat: fn.py](https://github.com/kachayev/fn.py) - :star: 3029 :fork_and_knife: 190 - Functional programming in Python: implementation of missing features to enjoy FP. -* [:octocat: funcy](https://github.com/Suor/funcy) - :star: 2344 :fork_and_knife: 115 - A fancy and practical functional tools. -* [:octocat: Toolz](https://github.com/pytoolz/toolz) - :star: 2881 :fork_and_knife: 204 - A collection of functional utilities for iterators, functions, and dictionaries. +* [:octocat: Coconut](https://github.com/evhub/coconut) - :star: 2979 :fork_and_knife: 99 - A variant of Python built for simple, elegant, Pythonic functional programming. +* [:octocat: fn.py](https://github.com/kachayev/fn.py) - :star: 3027 :fork_and_knife: 191 - Functional programming in Python: implementation of missing features to enjoy FP. +* [:octocat: funcy](https://github.com/Suor/funcy) - :star: 2346 :fork_and_knife: 115 - A fancy and practical functional tools. +* [:octocat: more-itertools](https://github.com/erikrose/more-itertools) - :star: 1495 :fork_and_knife: 141 - More routines for operating on iterables, beyond `itertools`. +* [:octocat: returns](https://github.com/dry-python/returns) - :star: 1294 :fork_and_knife: 44 - A set of type-safe monads, tranformers, and composition utilities. +* [:octocat: Toolz](https://github.com/pytoolz/toolz) - :star: 2891 :fork_and_knife: 205 - A collection of functional utilities for iterators, functions, and dictionaries. +* [:octocat: CyToolz](https://github.com/pytoolz/cytoolz/) - :star: 730 :fork_and_knife: 54 - Cython implementation of `Toolz`: High performance functional utilities. -## GUI +## GUI Development *Libraries for working with graphical user interface applications.* -* [:earth_americas: curses](https://docs.python.org/2/library/curses.html#module-curses) - Built-in wrapper for [ncurses](http://www.gnu.org/software/ncurses/) used to create terminal GUI applications. -* [:octocat: enaml](https://github.com/nucleic/enaml) - :star: 933 :fork_and_knife: 99 - Creating beautiful user-interfaces with Declaratic Syntax like QML. -* [:octocat: Flexx](https://github.com/zoofIO/flexx) - :star: 2382 :fork_and_knife: 225 - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering. +* [: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. +* [:octocat: Eel](https://github.com/ChrisKnott/Eel) - :star: 3779 :fork_and_knife: 357 - A library for making simple Electron-like offline HTML/JS GUI apps. +* [:octocat: enaml](https://github.com/nucleic/enaml) - :star: 935 :fork_and_knife: 99 - Creating beautiful user-interfaces with Declarative Syntax like QML. +* [:octocat: Flexx](https://github.com/zoofIO/flexx) - :star: 2384 :fork_and_knife: 226 - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering. +* [:octocat: Gooey](https://github.com/chriskiehl/Gooey) - :star: 9401 :fork_and_knife: 552 - Turn command line programs into a full GUI application with one line. * [:earth_americas: kivy](https://kivy.org/) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS. * [:earth_americas: pyglet](https://bitbucket.org/pyglet/pyglet/wiki/Home) - A cross-platform windowing and multimedia library for Python. -* [:earth_americas: PyGObject](https://wiki.gnome.org/Projects/PyGObject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3) -* [:earth_americas: PyQt](https://riverbankcomputing.com/software/pyqt/intro) - Python bindings for the [Qt](http://www.qt.io/) cross-platform application and UI framework, with support for both Qt v4 and Qt v5 frameworks. -* [:earth_americas: PySide](https://wiki.qt.io/PySide) - Python bindings for the [Qt](http://www.qt.io/) cross-platform application and UI framework, supporting the Qt v4 framework. +* [:earth_americas: PyGObject](https://wiki.gnome.org/Projects/PyGObject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3). +* [:earth_americas: PyQt](https://riverbankcomputing.com/software/pyqt/intro) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework. +* [:octocat: PySimpleGUI](https://github.com/PySimpleGUI/PySimpleGUI) - :star: 4370 :fork_and_knife: 683 - Wrapper for tkinter, Qt, WxPython and Remi. +* [:octocat: pywebview](https://github.com/r0x0r/pywebview/) - :star: 1969 :fork_and_knife: 256 - A lightweight cross-platform native wrapper around a webview component. * [:earth_americas: Tkinter](https://wiki.python.org/moin/TkInter) - Tkinter is Python's de-facto standard GUI package. -* [:octocat: Toga](https://github.com/pybee/toga) - :star: 2370 :fork_and_knife: 423 - A Python native, OS native GUI toolkit. +* [:octocat: Toga](https://github.com/pybee/toga) - :star: 2375 :fork_and_knife: 426 - A Python native, OS native GUI toolkit. * [:earth_americas: urwid](http://urwid.org/) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc. -* [:earth_americas: wxPython](http://wxpython.org/) - A blending of the wxWidgets C++ class library with the Python. +* [:earth_americas: wxPython](https://wxpython.org/) - A blending of the wxWidgets C++ class library with the Python. + +## GraphQL + +*Libraries for working with GraphQL.* + +* [:earth_americas: tartiflette](https://tartiflette.io) - SDL-first GraphQL engine implementation for Python 3.6+ and asyncio. +* [:octocat: tartiflette-aiohttp](https://github.com/tartiflette/tartiflette-aiohttp/) - :star: 44 :fork_and_knife: 5 - An `aiohttp`-based wrapper for Tartiflette to expose GraphQL APIs over HTTP. +* [:octocat: tartiflette-asgi](https://github.com/tartiflette/tartiflette-asgi/) - :star: 67 :fork_and_knife: 9 - ASGI support for the Tartiflette GraphQL engine. ## Game Development *Awesome game development libraries.* -* [:earth_americas: Cocos2d](http://cocos2d.org/) - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications. It is based on pyglet. -* [:earth_americas: Harfang3D](https://www.harfang3d.com/) - HARFANG is a software framework for 3D, VR and multimedia application development. Written in C++, bound to Python and Lua. -* [:earth_americas: Panda3D](https://www.panda3d.org/) - 3D game engine developed by Disney and maintained by Carnegie Mellon's Entertainment Technology Center. Written in C++, completely wrapped in Python. +* [:earth_americas: Cocos2d](http://cocos2d.org/) - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications. +* [:earth_americas: Harfang3D](http://www.harfang3d.com) - Python framework for 3D, VR and game development. +* [:earth_americas: Panda3D](https://www.panda3d.org/) - 3D game engine developed by Disney. * [:earth_americas: Pygame](http://www.pygame.org/news.html) - Pygame is a set of Python modules designed for writing games. * [: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. * [:earth_americas: PyOpenGL](http://pyopengl.sourceforge.net/) - Python ctypes bindings for OpenGL and it's related APIs. -* [:earth_americas: PySDL2](http://pysdl2.readthedocs.io/) - A ctypes based wrapper for the SDL2 library. +* [:earth_americas: PySDL2](https://pysdl2.readthedocs.io) - A ctypes based wrapper for the SDL2 library. * [:earth_americas: RenPy](https://www.renpy.org/) - A Visual Novel engine. ## Geolocation *Libraries for geocoding addresses and working with latitudes and longitudes.* -* [:octocat: django-countries](https://github.com/SmileyChris/django-countries) - :star: 853 :fork_and_knife: 206 - A Django app that provides country choices for use with forms, flag icons static files, and a country field for models. +* [:octocat: django-countries](https://github.com/SmileyChris/django-countries) - :star: 853 :fork_and_knife: 207 - A Django app that provides a country field for models and forms. * [:earth_americas: GeoDjango](https://docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework. * [:octocat: GeoIP](https://github.com/maxmind/geoip-api-python) - :star: 207 :fork_and_knife: 62 - Python API for MaxMind GeoIP Legacy Database. -* [:octocat: geojson](https://github.com/frewsxcv/python-geojson) - :star: 561 :fork_and_knife: 73 - Python bindings and utilities for GeoJSON. -* [:octocat: geopy](https://github.com/geopy/geopy) - :star: 2970 :fork_and_knife: 508 - Python Geocoding Toolbox. -* [:octocat: pygeoip](https://github.com/appliedsec/pygeoip) - :star: 481 :fork_and_knife: 109 - Pure Python GeoIP API. +* [:octocat: geojson](https://github.com/frewsxcv/python-geojson) - :star: 563 :fork_and_knife: 73 - Python bindings and utilities for GeoJSON. +* [:octocat: geopy](https://github.com/geopy/geopy) - :star: 2978 :fork_and_knife: 508 - Python Geocoding Toolbox. +* [:octocat: pygeoip](https://github.com/appliedsec/pygeoip) - :star: 482 :fork_and_knife: 109 - Pure Python GeoIP API. ## HTML Manipulation *Libraries for working with HTML and XML.* * [:earth_americas: BeautifulSoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML. -* [:octocat: bleach](https://github.com/mozilla/bleach) - :star: 1961 :fork_and_knife: 214 - A whitelist-based HTML sanitization and text linkification library. -* [:earth_americas: cssutils](https://pypi.python.org/pypi/cssutils/) - A CSS library for Python. -* [:octocat: html5lib](https://github.com/html5lib/html5lib-python) - :star: 853 :fork_and_knife: 246 - A standards-compliant library for parsing and serializing HTML documents and fragments. +* [:octocat: bleach](https://github.com/mozilla/bleach) - :star: 1962 :fork_and_knife: 214 - A whitelist-based HTML sanitization and text linkification library. +* [:earth_americas: cssutils](https://pypi.org/project/cssutils/) - A CSS library for Python. +* [:octocat: html5lib](https://github.com/html5lib/html5lib-python) - :star: 855 :fork_and_knife: 246 - A standards-compliant library for parsing and serializing HTML documents and fragments. * [:earth_americas: lxml](http://lxml.de/) - A very fast, easy-to-use and versatile library for handling HTML and XML. -* [:octocat: MarkupSafe](https://github.com/pallets/markupsafe) - :star: 341 :fork_and_knife: 89 - Implements a XML/HTML/XHTML Markup safe string for Python. -* [:octocat: pyquery](https://github.com/gawel/pyquery) - :star: 1882 :fork_and_knife: 160 - A jQuery-like library for parsing HTML. -* [:octocat: untangle](https://github.com/stchris/untangle) - :star: 473 :fork_and_knife: 66 - Converts XML documents to Python objects for easy access. +* [:octocat: MarkupSafe](https://github.com/pallets/markupsafe) - :star: 342 :fork_and_knife: 90 - Implements a XML/HTML/XHTML Markup safe string for Python. +* [:octocat: pyquery](https://github.com/gawel/pyquery) - :star: 1883 :fork_and_knife: 160 - A jQuery-like library for parsing HTML. +* [:octocat: untangle](https://github.com/stchris/untangle) - :star: 474 :fork_and_knife: 66 - Converts XML documents to Python objects for easy access. * [:earth_americas: WeasyPrint](http://weasyprint.org) - A visual rendering engine for HTML and CSS that can export to PDF. -* [:earth_americas: xmldataset](https://xmldataset.readthedocs.io) - Simple XML Parsing. -* [:octocat: xmltodict](https://github.com/martinblech/xmltodict) - :star: 4059 :fork_and_knife: 391 - Working with XML feel like you are working with JSON. +* [:earth_americas: xmldataset](https://xmldataset.readthedocs.io/en/latest/) - Simple XML Parsing. +* [:octocat: xmltodict](https://github.com/martinblech/xmltodict) - :star: 4065 :fork_and_knife: 391 - Working with XML feel like you are working with JSON. -## HTTP +## HTTP Clients *Libraries for working with HTTP.* -* [:octocat: grequests](https://github.com/kennethreitz/grequests) - :star: 3472 :fork_and_knife: 308 - requests + gevent for asynchronous HTTP requests. -* [:octocat: httplib2](https://github.com/jcgregorio/httplib2) - :star: 387 :fork_and_knife: 188 - Comprehensive HTTP client library. -* [:earth_americas: requests](http://docs.python-requests.org/en/latest/) - HTTP Requests for Humans™. -* [:octocat: treq](https://github.com/twisted/treq) - :star: 504 :fork_and_knife: 137 - Python requests like API built on top of Twisted's HTTP client. -* [:octocat: urllib3](https://github.com/shazow/urllib3) - :star: 2400 :fork_and_knife: 769 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly. +* [:octocat: grequests](https://github.com/spyoungtech/grequests) - :star: 3482 :fork_and_knife: 308 - requests + gevent for asynchronous HTTP requests. +* [:octocat: httplib2](https://github.com/httplib2/httplib2) - :star: 377 :fork_and_knife: 128 - Comprehensive HTTP client library. +* [:octocat: httpx](https://github.com/encode/httpx) - :star: 5478 :fork_and_knife: 347 - A next generation HTTP client for Python. +* [:octocat: requests](https://github.com/psf/requests) - :star: 43356 :fork_and_knife: 7857 - HTTP Requests for Humans. +* [:octocat: treq](https://github.com/twisted/treq) - :star: 505 :fork_and_knife: 137 - Python requests like API built on top of Twisted's HTTP client. +* [:octocat: urllib3](https://github.com/shazow/urllib3) - :star: 2409 :fork_and_knife: 773 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly. ## Hardware *Libraries for programming with hardware.* * [:earth_americas: ino](http://inotool.org/) - Command line toolkit for working with [Arduino](https://www.arduino.cc/). +* [:octocat: keyboard](https://github.com/boppreh/keyboard) - :star: 2032 :fork_and_knife: 238 - Hook and simulate global keyboard events on Windows and Linux. +* [:octocat: mouse](https://github.com/boppreh/mouse) - :star: 339 :fork_and_knife: 54 - Hook and simulate global mouse events on Windows and Linux. * [:earth_americas: Pingo](http://www.pingo.io/) - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc. -* [:earth_americas: Pyro](http://pyrorobotics.com/) - Python Robotics. -* [:octocat: PyUserInput](https://github.com/SavinaRoja/PyUserInput) - :star: 927 :fork_and_knife: 234 - A module for cross-platform control of the mouse and keyboard. -* [:octocat: scapy](https://github.com/secdev/scapy) - :star: 5507 :fork_and_knife: 1260 - A brilliant packet manipulation library. +* [:octocat: PyUserInput](https://github.com/SavinaRoja/PyUserInput) - :star: 928 :fork_and_knife: 234 - A module for cross-platform control of the mouse and keyboard. +* [:octocat: scapy](https://github.com/secdev/scapy) - :star: 5526 :fork_and_knife: 1270 - A brilliant packet manipulation library. * [:octocat: wifi](https://github.com/rockymeza/wifi) - :star: 266 :fork_and_knife: 139 - A Python library and command line tool for working with WiFi on Linux. -## High Performance - -*Libraries for making Python faster.* - -* [:earth_americas: Cython](http://cython.org/) - Optimizing Static Compiler for Python. Uses type mixins to compile Python into C or C++ modules resulting in large performance gains. -* [:earth_americas: Numba](http://numba.pydata.org/) - Python JIT complier to LLVM aimed at scientific Python. -* [:octocat: PeachPy](https://github.com/Maratyszcza/PeachPy) - :star: 1433 :fork_and_knife: 125 - x86-64 assembler embedded in Python. Can be used as inline assembler for Python or as a stand-alone assembler for Windows, Linux, OS X, Native Client and Go. -* [:earth_americas: PyPy](http://pypy.org/) - An implementation of Python in Python. The interpreter uses black magic to make Python very fast without having to add in additional type information. -* [:octocat: Pyston](https://github.com/dropbox/pyston) - :star: 4537 :fork_and_knife: 305 - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance. -* [:octocat: Pyjion](https://github.com/Microsoft/Pyjion) - :star: 1348 :fork_and_knife: 70 - A JIT for Python based upon CoreCLR -* [:earth_americas: Stackless Python](https://bitbucket.org/stackless-dev/stackless/overview) - An enhanced version of the Python. - -## Imagery +## Image Processing *Libraries for manipulating images.* -* [:octocat: hmap](https://github.com/rossgoodwin/hmap) - :star: 175 :fork_and_knife: 21 - Image histogram remapping. +* [:octocat: hmap](https://github.com/rossgoodwin/hmap) - :star: 177 :fork_and_knife: 21 - Image histogram remapping. * [:earth_americas: imgSeek](https://sourceforge.net/projects/imgseek/) - A project for searching a collection of images using visual similarity. -* [:octocat: nude.py](https://github.com/hhatto/nude.py) - :star: 739 :fork_and_knife: 124 - Nudity detection. -* [:octocat: pagan](https://github.com/daboth/pagan) - :star: 192 :fork_and_knife: 22 - Retro identicon (Avatar) generation based on input string and hash. -* [:octocat: pillow](https://github.com/python-pillow/Pillow) - :star: 7630 :fork_and_knife: 1500 - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork. +* [:octocat: nude.py](https://github.com/hhatto/nude.py) - :star: 740 :fork_and_knife: 124 - Nudity detection. +* [:octocat: pagan](https://github.com/daboth/pagan) - :star: 196 :fork_and_knife: 23 - Retro identicon (Avatar) generation based on input string and hash. +* [:octocat: pillow](https://github.com/python-pillow/Pillow) - :star: 7650 :fork_and_knife: 1502 - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork. * [:earth_americas: pyBarcode](https://pythonhosted.org/pyBarcode/) - Create barcodes in Python without needing PIL. * [:octocat: pygram](https://github.com/ajkumar25/pygram) - :star: 94 :fork_and_knife: 12 - Instagram-like image filters. -* [:octocat: python-qrcode](https://github.com/lincolnloop/python-qrcode) - :star: 2191 :fork_and_knife: 403 - A pure Python QR Code generator. -* [:octocat: Quads](https://github.com/fogleman/Quads) - :star: 945 :fork_and_knife: 106 - Computer art based on quadtrees. +* [:octocat: python-qrcode](https://github.com/lincolnloop/python-qrcode) - :star: 2195 :fork_and_knife: 402 - A pure Python QR Code generator. +* [:octocat: Quads](https://github.com/fogleman/Quads) - :star: 947 :fork_and_knife: 105 - Computer art based on quadtrees. * [:earth_americas: scikit-image](http://scikit-image.org/) - A Python library for (scientific) image processing. -* [:octocat: thumbor](https://github.com/thumbor/thumbor) - :star: 7898 :fork_and_knife: 682 - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images. -* [:octocat: wand](https://github.com/dahlia/wand) - :star: 1009 :fork_and_knife: 184 - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick. +* [:octocat: thumbor](https://github.com/thumbor/thumbor) - :star: 7914 :fork_and_knife: 682 - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images. +* [:octocat: wand](https://github.com/dahlia/wand) - :star: 1011 :fork_and_knife: 184 - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick. + +## Implementations + +*Implementations of Python.* + +* [:octocat: CPython](https://github.com/python/cpython) - :star: 33192 :fork_and_knife: 15865 - **Default, most widely used implementation of the Python programming language written in C.** +* [:earth_americas: Cython](http://cython.org/) - Optimizing Static Compiler for Python. +* [:octocat: CLPython](https://github.com/metawilm/cl-python) - :star: 301 :fork_and_knife: 34 - Implementation of the Python programming language written in Common Lisp. +* [:octocat: Grumpy](https://github.com/google/grumpy) - :star: 10141 :fork_and_knife: 650 - More compiler than interpreter as more powerful CPython2.7 replacement (alpha). +* [:octocat: IronPython](https://github.com/IronLanguages/ironpython3) - :star: 1190 :fork_and_knife: 154 - Implementation of the Python programming language written in C#. +* [:earth_americas: Jython](https://hg.python.org/jython) - Implementation of Python programming language written in Java for the JVM. +* [:octocat: MicroPython](https://github.com/micropython/micropython) - :star: 11034 :fork_and_knife: 3610 - A lean and efficient Python programming language implementation. +* [:earth_americas: Numba](http://numba.pydata.org/) - Python JIT compiler to LLVM aimed at scientific Python. +* [:octocat: PeachPy](https://github.com/Maratyszcza/PeachPy) - :star: 1438 :fork_and_knife: 125 - x86-64 assembler embedded in Python. +* [:octocat: Pyjion](https://github.com/Microsoft/Pyjion) - :star: 1347 :fork_and_knife: 70 - A JIT for Python based upon CoreCLR. +* [:earth_americas: PyPy](https://foss.heptapod.net/pypy/pypy) - A very fast and compliant implementation of the Python language. +* [:octocat: Pyston](https://github.com/dropbox/pyston) - :star: 4536 :fork_and_knife: 305 - A Python implementation using JIT techniques. +* [:octocat: Stackless Python](https://github.com/stackless-dev/stackless) - :star: 631 :fork_and_knife: 46 - An enhanced version of the Python programming language. ## Interactive Interpreter *Interactive Python interpreters (REPL).* -* [:octocat: bpython](https://github.com/bpython/bpython) - :star: 1549 :fork_and_knife: 178 - A fancy interface to the Python interpreter. +* [:octocat: bpython](https://github.com/bpython/bpython) - :star: 1555 :fork_and_knife: 178 - A fancy interface to the Python interpreter. * [:earth_americas: Jupyter Notebook (IPython)](https://jupyter.org) - A rich toolkit to help you make the most out of using Python interactively. -* [:octocat: ptpython](https://github.com/jonathanslenders/ptpython) - :star: 3724 :fork_and_knife: 205 - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit). + * [:octocat: awesome-jupyter](https://github.com/markusschanta/awesome-jupyter) - :star: 1809 :fork_and_knife: 226 +* [:octocat: ptpython](https://github.com/jonathanslenders/ptpython) - :star: 3728 :fork_and_knife: 205 - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit). ## Internationalization @@ -704,47 +777,37 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for scheduling jobs.* -* [:earth_americas: APScheduler](http://apscheduler.readthedocs.io/) - A light but powerful in-process task scheduler that lets you schedule functions. +* [:earth_americas: APScheduler](http://apscheduler.readthedocs.io/en/latest/) - A light but powerful in-process task scheduler that lets you schedule functions. * [:octocat: django-schedule](https://github.com/thauber/django-schedule) - :star: 778 :fork_and_knife: 288 - A calendaring app for Django. * [:earth_americas: doit](http://pydoit.org/) - A task runner and build tool. * [:octocat: gunnery](https://github.com/gunnery/gunnery) - :star: 718 :fork_and_knife: 76 - Multipurpose task execution tool for distributed systems with web-based interface. -* [:earth_americas: Joblib](http://pythonhosted.org/joblib/index.html) - A set of tools to provide lightweight pipelining in Python. -* [:octocat: Plan](https://github.com/fengsp/plan) - :star: 1111 :fork_and_knife: 94 - Writing crontab file in Python like a charm. -* [:octocat: schedule](https://github.com/dbader/schedule) - :star: 7619 :fork_and_knife: 707 - Python job scheduling for humans. -* [:octocat: Spiff](https://github.com/knipknap/SpiffWorkflow) - :star: 898 :fork_and_knife: 221 - A powerful workflow engine implemented in pure Python. -* [:earth_americas: TaskFlow](http://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable. +* [:earth_americas: Joblib](https://joblib.readthedocs.io/) - A set of tools to provide lightweight pipelining in Python. +* [:octocat: Plan](https://github.com/fengsp/plan) - :star: 1113 :fork_and_knife: 94 - Writing crontab file in Python like a charm. +* [:octocat: schedule](https://github.com/dbader/schedule) - :star: 7634 :fork_and_knife: 706 - Python job scheduling for humans. +* [:octocat: Spiff](https://github.com/knipknap/SpiffWorkflow) - :star: 899 :fork_and_knife: 222 - A powerful workflow engine implemented in pure Python. +* [:earth_americas: TaskFlow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable. +* [:earth_americas: Airflow](https://airflow.apache.org/) - Airflow is a platform to programmatically author, schedule and monitor workflows. ## Logging *Libraries for generating and working with logs.* -* [:octocat: Eliot](https://github.com/ClusterHQ/eliot) - :star: 795 :fork_and_knife: 52 - Logging for complex & distributed systems. -* [:earth_americas: logbook](http://pythonhosted.org/Logbook/) - Logging replacement for Python. -* [:earth_americas: logging](https://docs.python.org/2/library/logging.html) - (Python standard library) Logging facility for Python. -* [:octocat: Raven](https://github.com/getsentry/raven-python) - :star: 1667 :fork_and_knife: 799 - The Python client for Sentry. -* [:earth_americas: Sentry](https://pypi.python.org/pypi/sentry) - A realtime logging and aggregation server. +* [:octocat: Eliot](https://github.com/ScatterHQ/eliot) - :star: 799 :fork_and_knife: 52 - Logging for complex & distributed systems. +* [:earth_americas: logbook](http://logbook.readthedocs.io/en/stable/) - Logging replacement for Python. +* [:earth_americas: logging](https://docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python. +* [:octocat: raven](https://github.com/getsentry/raven-python) - :star: 1667 :fork_and_knife: 799 - Python client for Sentry, a log/error tracking, crash reporting and aggregation platform for web applications. ## Machine Learning -*Libraries for Machine Learning. See: [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python).* +*Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python).* -* [:octocat: gensim](https://github.com/piskvorky/gensim) - :star: 11081 :fork_and_knife: 3798 - Topic Modelling for Humans. -* [:earth_americas: MLlib](http://spark.apache.org/mllib/) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library. -* [:octocat: NuPIC](https://github.com/numenta/nupic) - :star: 6118 :fork_and_knife: 1581 - Numenta Platform for Intelligent Computing. -* [:octocat: Pylearn2](https://github.com/lisa-lab/pylearn2) - :star: 2705 :fork_and_knife: 1110 - A Machine Learning library based on [Theano](https://github.com/Theano/Theano). +* [:octocat: H2O](https://github.com/h2oai/h2o-3) - :star: 4947 :fork_and_knife: 1768 - Open Source Fast Scalable Machine Learning Platform. +* [:octocat: Metrics](https://github.com/benhamner/Metrics) - :star: 1349 :fork_and_knife: 418 - Machine learning evaluation metrics. +* [:octocat: NuPIC](https://github.com/numenta/nupic) - :star: 6122 :fork_and_knife: 1582 - Numenta Platform for Intelligent Computing. * [:earth_americas: scikit-learn](http://scikit-learn.org/) - The most popular Python library for Machine Learning. +* [:earth_americas: Spark ML](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library. * [:octocat: vowpal_porpoise](https://github.com/josephreisinger/vowpal_porpoise) - :star: 156 :fork_and_knife: 30 - A lightweight Python wrapper for [Vowpal Wabbit](https://github.com/JohnLangford/vowpal_wabbit/). - -## MapReduce - -*Frameworks and libraries for MapReduce.* - -* [:octocat: dpark](https://github.com/douban/dpark) - :star: 2606 :fork_and_knife: 554 - Python clone of Spark, a MapReduce alike framework in Python. -* [:octocat: dumbo](https://github.com/klbostee/dumbo) - :star: 1042 :fork_and_knife: 157 - Python module that allows one to easily write and run Hadoop programs. -* [:octocat: luigi](https://github.com/spotify/luigi) - :star: 13639 :fork_and_knife: 2160 - A module that helps you build complex pipelines of batch jobs. -* [:octocat: mrjob](https://github.com/Yelp/mrjob) - :star: 2498 :fork_and_knife: 588 - Run MapReduce jobs on Hadoop or Amazon Web Services. -* [:earth_americas: PySpark](http://spark.apache.org/docs/latest/programming-guide.html) - The Spark Python API. -* [:octocat: streamparse](https://github.com/Parsely/streamparse) - :star: 1415 :fork_and_knife: 218 - Run Python code against real-time streams of data. Integrates with [Apache Storm](http://storm.apache.org/). +* [:octocat: xgboost](https://github.com/dmlc/xgboost) - :star: 19649 :fork_and_knife: 7682 - A scalable, portable, and distributed gradient boosting library. ## Microsoft Windows @@ -752,233 +815,244 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- * [:earth_americas: Python(x,y)](http://python-xy.github.io/) - Scientific-applications-oriented Python Distribution based on Qt and Spyder. * [:earth_americas: pythonlibs](http://www.lfd.uci.edu/~gohlke/pythonlibs/) - Unofficial Windows binaries for Python extension packages. -* [:octocat: PythonNet](https://github.com/pythonnet/pythonnet) - :star: 2222 :fork_and_knife: 415 - Python Integration with the .NET Common Language Runtime (CLR). -* [:earth_americas: PyWin32](https://sourceforge.net/projects/pywin32/) - Python Extensions for Windows. +* [:octocat: PythonNet](https://github.com/pythonnet/pythonnet) - :star: 2238 :fork_and_knife: 418 - Python Integration with the .NET Common Language Runtime (CLR). +* [:octocat: PyWin32](https://github.com/mhammond/pywin32) - :star: 2488 :fork_and_knife: 505 - Python Extensions for Windows. * [:earth_americas: WinPython](https://winpython.github.io/) - Portable development environment for Windows 7/8. ## Miscellaneous *Useful libraries or tools that don't fit in the categories above.* -* [:octocat: blinker](https://github.com/jek/blinker) - :star: 1102 :fork_and_knife: 142 - A fast Python in-process signal/event dispatching system. -* [:octocat: itsdangerous](https://github.com/pallets/itsdangerous) - :star: 2046 :fork_and_knife: 172 - Various helpers to pass trusted data to untrusted environments. -* [:octocat: pluginbase](https://github.com/mitsuhiko/pluginbase) - :star: 900 :fork_and_knife: 135 - A simple but flexible plugin system for Python. -* [:octocat: Pychievements](https://github.com/PacketPerception/pychievements) - :star: 112 :fork_and_knife: 7 - A framework for creating and tracking achievements. -* [:earth_americas: Tryton](http://www.tryton.org/) - A general purpose business framework. +* [:octocat: blinker](https://github.com/jek/blinker) - :star: 1105 :fork_and_knife: 141 - A fast Python in-process signal/event dispatching system. +* [:octocat: boltons](https://github.com/mahmoud/boltons) - :star: 5224 :fork_and_knife: 280 - A set of pure-Python utilities. +* [:octocat: itsdangerous](https://github.com/pallets/itsdangerous) - :star: 2047 :fork_and_knife: 172 - Various helpers to pass trusted data to untrusted environments. +* [:octocat: pluginbase](https://github.com/mitsuhiko/pluginbase) - :star: 901 :fork_and_knife: 135 - A simple but flexible plugin system for Python. +* [:earth_americas: tryton](http://www.tryton.org/) - A general purpose business framework. ## Natural Language Processing *Libraries for working with human languages.* -* [:octocat: Jieba](https://github.com/fxsjy/jieba) - :star: 23874 :fork_and_knife: 5864 - Chinese text segmentation. -* [:octocat: langid.py](https://github.com/saffsd/langid.py) - :star: 1634 :fork_and_knife: 268 - Stand-alone language identification system. -* [:earth_americas: NLTK](http://www.nltk.org/) - A leading platform for building Python programs to work with human language data. -* [:earth_americas: Pattern](http://www.clips.ua.ac.be/pattern) - A web mining module for the Python. -* [:octocat: SnowNLP](https://github.com/isnowfy/snownlp) - :star: 4906 :fork_and_knife: 1197 - A library for processing Chinese text. -* [:earth_americas: spaCy](https://spacy.io/) - A library for industrial-strength natural language processing in Python and Cython. -* [:octocat: TextBlob](https://github.com/sloria/TextBlob) - :star: 7200 :fork_and_knife: 960 - Providing a consistent API for diving into common NLP tasks. -* [:octocat: TextGrocery](https://github.com/2shou/TextGrocery) - :star: 661 :fork_and_knife: 207 - A simple, efficient short-text classification tool based on LibLinear and Jieba. +- General + * [:octocat: gensim](https://github.com/RaRe-Technologies/gensim) - :star: 11100 :fork_and_knife: 3804 - Topic Modeling for Humans. + * [:octocat: langid.py](https://github.com/saffsd/langid.py) - :star: 1637 :fork_and_knife: 268 - Stand-alone language identification system. + * [:earth_americas: nltk](http://www.nltk.org/) - A leading platform for building Python programs to work with human language data. + * [:octocat: pattern](https://github.com/clips/pattern) - :star: 7551 :fork_and_knife: 1493 - A web mining module. + * [:octocat: polyglot](https://github.com/aboSamoor/polyglot) - :star: 1651 :fork_and_knife: 283 - Natural language pipeline supporting hundreds of languages. + * [:octocat: pytext](https://github.com/facebookresearch/pytext) - :star: 5967 :fork_and_knife: 740 - A natural language modeling framework based on PyTorch. + * [:octocat: PyTorch-NLP](https://github.com/PetrochukM/PyTorch-NLP) - :star: 1777 :fork_and_knife: 211 - A toolkit enabling rapid deep learning NLP prototyping for research. + * [:earth_americas: spacy](https://spacy.io/) - A library for industrial-strength natural language processing in Python and Cython. + * [:octocat: Stanza](https://github.com/stanfordnlp/stanza) - :star: 4585 :fork_and_knife: 588 - The Stanford NLP Group's official Python library, supporting 60+ languages. +- Chinese + * [:octocat: jieba](https://github.com/fxsjy/jieba) - :star: 23916 :fork_and_knife: 5867 - The most popular Chinese text segmentation library. + * [:octocat: pkuseg-python](https://github.com/lancopku/pkuseg-python) - :star: 5005 :fork_and_knife: 795 - A toolkit for Chinese word segmentation in various domains. + * [:octocat: snownlp](https://github.com/isnowfy/snownlp) - :star: 4911 :fork_and_knife: 1202 - A library for processing Chinese text. + * [:octocat: funNLP](https://github.com/fighting41love/funNLP) - :star: 23513 :fork_and_knife: 7117 - A collection of tools and datasets for Chinese NLP. ## Network Virtualization *Tools and libraries for Virtual Networking and SDN (Software Defined Networking).* -* [:earth_americas: Mininet](http://mininet.org/) - A popular network emulator and API written in Python. -* [:octocat: POX](https://github.com/noxrepo/pox) - :star: 495 :fork_and_knife: 433 - An open source development platform for Python-based Software Defined Networking (SDN) control applications, such as OpenFlow SDN controllers. -* [:earth_americas: Pyretic](http://frenetic-lang.org/pyretic/) - A member of the Frenetic family of SDN programming languages that provides powerful abstractions over network switches or emulators. -* [:octocat: SDX Platform](https://github.com/sdn-ixp/internet2award) - :star: 15 :fork_and_knife: 5 - SDN based IXP implementation that leverages Mininet, POX and Pyretic. - -## Networking - -*Libraries for networking programming.* - -* [:earth_americas: asyncio](https://docs.python.org/3/library/asyncio.html) - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks. -* [:octocat: diesel](https://github.com/dieseldev/diesel) - :star: 576 :fork_and_knife: 59 - Greenlet-based event I/O Framework for Python. -* [:octocat: pulsar](https://github.com/quantmind/pulsar) - :star: 1857 :fork_and_knife: 161 - Event-driven concurrent framework for Python. -* [:earth_americas: pyzmq](http://zeromq.github.io/pyzmq/) - A Python wrapper for the ZeroMQ message library. -* [:earth_americas: Twisted](https://twistedmatrix.com/trac/) - An event-driven networking engine. -* [:octocat: txZMQ](https://github.com/smira/txZMQ) - :star: 148 :fork_and_knife: 50 - Twisted based wrapper for the ZeroMQ message library. +* [:octocat: mininet](https://github.com/mininet/mininet) - :star: 3501 :fork_and_knife: 1402 - A popular network emulator and API written in Python. +* [:octocat: napalm](https://github.com/napalm-automation/napalm) - :star: 1538 :fork_and_knife: 435 - Cross-vendor API to manipulate network devices. +* [:octocat: pox](https://github.com/noxrepo/pox) - :star: 497 :fork_and_knife: 433 - A Python-based SDN control applications, such as OpenFlow SDN controllers. ## News Feed *Libraries for building user's activities.* -* [:octocat: django-activity-stream](https://github.com/justquick/django-activity-stream) - :star: 1785 :fork_and_knife: 452 - Generating generic activity streams from the actions on your site. -* [:octocat: Stream-Framework](https://github.com/tschellenbach/Stream-Framework) - :star: 4356 :fork_and_knife: 542 - Building newsfeed and notification systems using Cassandra and Redis. +* [:octocat: django-activity-stream](https://github.com/justquick/django-activity-stream) - :star: 1787 :fork_and_knife: 452 - Generating generic activity streams from the actions on your site. +* [:octocat: Stream Framework](https://github.com/tschellenbach/Stream-Framework) - :star: 4360 :fork_and_knife: 542 - Building news feed and notification systems using Cassandra and Redis. ## ORM *Libraries that implement Object-Relational Mapping or data mapping techniques.* * Relational Databases - * [:earth_americas: Django Models](https://docs.djangoproject.com/en/dev/topics/db/models/) - A part of Django. - * [:earth_americas: SQLAlchemy](http://www.sqlalchemy.org/) - The Python SQL Toolkit and Object Relational Mapper. - * [:octocat: awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy) - :star: 2110 :fork_and_knife: 127 - * [:octocat: Peewee](https://github.com/coleifer/peewee) - :star: 7750 :fork_and_knife: 1229 - A small, expressive ORM. - * [:earth_americas: PonyORM](https://ponyorm.com/) - ORM that provides a generator-oriented interface to SQL. - * [:earth_americas: python-sql](https://pypi.python.org/pypi/python-sql) - Write SQL queries pythonically. + * [:earth_americas: Django Models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM. + * [:earth_americas: SQLAlchemy](https://www.sqlalchemy.org/) - The Python SQL Toolkit and Object Relational Mapper. + * [:octocat: awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy) - :star: 2112 :fork_and_knife: 128 + * [:octocat: dataset](https://github.com/pudo/dataset) - :star: 3862 :fork_and_knife: 246 - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL. + * [:octocat: orator](https://github.com/sdispater/orator) - :star: 1115 :fork_and_knife: 141 - The Orator ORM provides a simple yet beautiful ActiveRecord implementation. + * [:octocat: orm](https://github.com/encode/orm) - :star: 1030 :fork_and_knife: 51 - An async ORM. + * [:octocat: peewee](https://github.com/coleifer/peewee) - :star: 7769 :fork_and_knife: 1230 - A small, expressive ORM. + * [:octocat: pony](https://github.com/ponyorm/pony/) - :star: 2287 :fork_and_knife: 175 - ORM that provides a generator-oriented interface to SQL. + * [:octocat: pydal](https://github.com/web2py/pydal/) - :star: 325 :fork_and_knife: 112 - A pure Python Database Abstraction Layer. * NoSQL Databases - * [:octocat: django-mongodb-engine](https://github.com/django-nonrel/mongodb-engine) - :star: 843 :fork_and_knife: 210 - Django MongoDB Backend. - * [:octocat: flywheel](https://github.com/mathcamp/flywheel) - :star: 121 :fork_and_knife: 26 - Object mapper for Amazon DynamoDB. - * [:octocat: hot-redis](https://github.com/stephenmcd/hot-redis) - :star: 262 :fork_and_knife: 25 - Rich Python data types for Redis. - * [:earth_americas: MongoEngine](http://mongoengine.org/) - A Python Object-Document-Mapper for working with MongoDB. - * [:octocat: PynamoDB](https://github.com/jlafon/PynamoDB) - :star: 1306 :fork_and_knife: 323 - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/). + * [:octocat: hot-redis](https://github.com/stephenmcd/hot-redis) - :star: 263 :fork_and_knife: 25 - Rich Python data types for Redis. + * [:octocat: mongoengine](https://github.com/MongoEngine/mongoengine) - :star: 3239 :fork_and_knife: 1107 - A Python Object-Document-Mapper for working with MongoDB. + * [:octocat: PynamoDB](https://github.com/pynamodb/PynamoDB) - :star: 1314 :fork_and_knife: 326 - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/). * [:octocat: redisco](https://github.com/kiddouk/redisco) - :star: 432 :fork_and_knife: 85 - A Python Library for Simple Models and Containers Persisted in Redis. -* Others - * [:octocat: butterdb](https://github.com/Widdershin/butterdb) - :star: 347 :fork_and_knife: 14 - A Python ORM for Google Drive Spreadsheets. - * [:octocat: dataset](https://github.com/pudo/dataset) - :star: 3856 :fork_and_knife: 245 - A JSON-based database. ## Package Management *Libraries for package and dependency management.* -* [:earth_americas: pip](https://pip.pypa.io/en/stable/) - The Python package and dependency manager. - * [:earth_americas: Python Package Index](https://pypi.python.org/pypi) -* [:octocat: conda](https://github.com/conda/conda/) - :star: 3756 :fork_and_knife: 947 - Cross-platform, Python-agnostic binary package manager. -* [:earth_americas: Curdling](http://clarete.li/curdling/) - Curdling is a command line tool for managing Python packages. -* [:octocat: pip-tools](https://github.com/nvie/pip-tools) - :star: 4436 :fork_and_knife: 390 - A set of tools to keep your pinned Python dependencies fresh. -* [:earth_americas: wheel](http://pythonwheels.com/) - The new standard of Python distribution and are intended to replace eggs. +* [:earth_americas: pip](https://pip.pypa.io/en/stable/) - The package installer for Python. + * [:earth_americas: PyPI](https://pypi.org/) + * [:octocat: pip-tools](https://github.com/jazzband/pip-tools) - :star: 4444 :fork_and_knife: 390 - A set of tools to keep your pinned Python dependencies fresh. +* [:octocat: poetry](https://github.com/sdispater/poetry) - :star: 11936 :fork_and_knife: 867 - Python dependency management and packaging made easy. +* [:octocat: conda](https://github.com/conda/conda/) - :star: 3766 :fork_and_knife: 947 - Cross-platform, Python-agnostic binary package manager. ## Package Repositories *Local PyPI repository server and proxies.* -* [:octocat: warehouse](https://github.com/pypa/warehouse) - :star: 2459 :fork_and_knife: 720 - Next generation Python Package Repository (PyPI). - * [:earth_americas: Warehouse](https://pypi.org/) -* [:earth_americas: bandersnatch](https://bitbucket.org/pypa/bandersnatch) - PyPI mirroring tool provided by Python Packaging Authority (PyPA). -* [:earth_americas: devpi](http://doc.devpi.net/latest/) - PyPI server and packaging/testing/release tool. -* [:octocat: localshop](https://github.com/mvantellingen/localshop) - :star: 369 :fork_and_knife: 113 - Local PyPI server (custom packages and auto-mirroring of pypi). +* [:octocat: warehouse](https://github.com/pypa/warehouse) - :star: 2463 :fork_and_knife: 721 - Next generation Python Package Repository (PyPI). +* [:octocat: bandersnatch](https://github.com/pypa/bandersnatch/) - :star: 186 :fork_and_knife: 79 - PyPI mirroring tool provided by Python Packaging Authority (PyPA). +* [:octocat: devpi](https://github.com/devpi/devpi) - :star: 403 :fork_and_knife: 75 - PyPI server and packaging/testing/release tool. +* [:octocat: localshop](https://github.com/jazzband/localshop) - :star: 369 :fork_and_knife: 113 - Local PyPI server (custom packages and auto-mirroring of pypi). ## Permissions *Libraries that allow or deny users access to data or functionality.* -* [:octocat: Carteblanche](https://github.com/neuman/python-carteblanche/) - :star: 41 :fork_and_knife: 2 - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions. -* [:octocat: django-guardian](https://github.com/django-guardian/django-guardian) - :star: 2723 :fork_and_knife: 494 - Implementation of per object permissions for Django 1.2+ -* [:octocat: django-rules](https://github.com/dfunckt/django-rules) - :star: 1105 :fork_and_knife: 91 - A tiny but powerful app providing object-level permissions to Django, without requiring a database. +* [:octocat: django-guardian](https://github.com/django-guardian/django-guardian) - :star: 2726 :fork_and_knife: 493 - Implementation of per object permissions for Django 1.2+ +* [:octocat: django-rules](https://github.com/dfunckt/django-rules) - :star: 1112 :fork_and_knife: 91 - A tiny but powerful app providing object-level permissions to Django, without requiring a database. ## Processes *Libraries for starting and communicating with OS processes.* -* [:octocat: envoy](https://github.com/kennethreitz/envoy) - :star: 2252 :fork_and_knife: 270 - Python [subprocess](https://docs.python.org/2/library/subprocess.html) for Humans™. -* [:earth_americas: sarge](http://sarge.readthedocs.io/) - Yet another wrapper for subprocess. -* [:octocat: sh](https://github.com/amoffat/sh) - :star: 5364 :fork_and_knife: 424 - A full-fledged subprocess replacement for Python. +* [:octocat: delegator.py](https://github.com/amitt001/delegator.py) - :star: 1496 :fork_and_knife: 84 - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0. +* [:earth_americas: sarge](https://sarge.readthedocs.io/en/latest/) - Yet another wrapper for subprocess. +* [:octocat: sh](https://github.com/amoffat/sh) - :star: 5371 :fork_and_knife: 424 - A full-fledged subprocess replacement for Python. -## Queue +## Recommender Systems -*Libraries for working with event and task queues.* +*Libraries for building recommender systems.* -* [:earth_americas: celery](http://www.celeryproject.org/) - An asynchronous task queue/job queue based on distributed message passing. -* [:octocat: huey](https://github.com/coleifer/huey) - :star: 3121 :fork_and_knife: 280 - Little multi-threaded task queue. -* [:octocat: mrq](https://github.com/pricingassistant/mrq) - :star: 817 :fork_and_knife: 110 - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. -* [:earth_americas: rq](http://python-rq.org/) - Simple job queues for Python. -* [:octocat: simpleq](https://github.com/rdegges/simpleq) - :star: 148 :fork_and_knife: 18 - A simple, infinitely scalable, Amazon SQS based queue. +* [:octocat: annoy](https://github.com/spotify/annoy) - :star: 7466 :fork_and_knife: 824 - Approximate Nearest Neighbors in C++/Python optimized for memory usage. +* [:octocat: fastFM](https://github.com/ibayer/fastFM) - :star: 863 :fork_and_knife: 194 - A library for Factorization Machines. +* [:octocat: implicit](https://github.com/benfred/implicit) - :star: 2040 :fork_and_knife: 451 - A fast Python implementation of collaborative filtering for implicit datasets. +* [:octocat: libffm](https://github.com/guestwalk/libffm) - :star: 1440 :fork_and_knife: 450 - A library for Field-aware Factorization Machine (FFM). +* [:octocat: lightfm](https://github.com/lyst/lightfm) - :star: 3250 :fork_and_knife: 542 - A Python implementation of a number of popular recommendation algorithms. +* [:octocat: spotlight](https://github.com/maciejkula/spotlight) - :star: 2241 :fork_and_knife: 353 - Deep recommender models using PyTorch. +* [:octocat: Surprise](https://github.com/NicolasHug/Surprise) - :star: 4308 :fork_and_knife: 790 - A scikit for building and analyzing recommender systems. +* [:octocat: tensorrec](https://github.com/jfkirk/tensorrec) - :star: 1080 :fork_and_knife: 199 - A Recommendation Engine Framework in TensorFlow. + +## Refactoring + +*Refactoring tools and libraries for Python* + + * [:earth_americas: Bicycle Repair Man](http://bicyclerepair.sourceforge.net/) - Bicycle Repair Man, a refactoring tool for Python. + * [:earth_americas: Bowler](https://pybowler.io/) - Safe code refactoring for modern Python. + * [:octocat: Rope](https://github.com/python-rope/rope) - :star: 965 :fork_and_knife: 114 - Rope is a python refactoring library. ## RESTful API -*Libraries for developing RESTful APIs.* +*Libraries for building RESTful APIs.* * Django - * [:octocat: django-formapi](https://github.com/5monkeys/django-formapi) - :star: 32 :fork_and_knife: 15 - Create JSON APIs with Django's form validation. * [:earth_americas: django-rest-framework](http://www.django-rest-framework.org/) - A powerful and flexible toolkit to build web APIs. * [:earth_americas: django-tastypie](http://tastypieapi.org/) - Creating delicious APIs for Django apps. * Flask - * [:octocat: eve](https://github.com/nicolaiarocci/eve) - :star: 12 :fork_and_knife: 3 - REST API framework powered by Flask, MongoDB and good intentions. - * [:octocat: flask-api-utils](https://github.com/marselester/flask-api-utils) - :star: 54 :fork_and_knife: 5 - Taking care of API representation and authentication for Flask. - * [:earth_americas: flask-api](http://www.flaskapi.org/) - Browsable Web APIs for Flask. - * [:octocat: flask-restful](https://github.com/flask-restful/flask-restful) - :star: 5696 :fork_and_knife: 893 - Quickly building REST APIs for Flask. - * [:octocat: flask-restless](https://github.com/jfinkels/flask-restless) - :star: 1022 :fork_and_knife: 301 - Generating RESTful APIs for database models defined with SQLAlchemy. + * [:octocat: eve](https://github.com/pyeve/eve) - :star: 6173 :fork_and_knife: 718 - REST API framework powered by Flask, MongoDB and good intentions. + * [:octocat: flask-api](https://github.com/flask-api/flask-api) - :star: 1176 :fork_and_knife: 137 - Browsable Web APIs for Flask. + * [:octocat: flask-restful](https://github.com/flask-restful/flask-restful) - :star: 5698 :fork_and_knife: 894 - Quickly building REST APIs for Flask. * Pyramid - * [:octocat: cornice](https://github.com/mozilla-services/cornice) - :star: 359 :fork_and_knife: 150 - A RESTful framework for Pyramid. + * [:octocat: cornice](https://github.com/Cornices/cornice) - :star: 359 :fork_and_knife: 152 - A RESTful framework for Pyramid. * Framework agnostic - * [:earth_americas: falcon](http://falconframework.org/) - A high-performance framework for building cloud APIs and web app backends. - * [:octocat: hug](https://github.com/timothycrosley/hug) - :star: 6304 :fork_and_knife: 361 - A Python3 framework for cleanly exposing APIs over HTTP and the Command Line with automatic documentation and validation. - * [:octocat: restless](https://github.com/toastdriven/restless) - :star: 791 :fork_and_knife: 83 - Framework agnostic REST framework based on lessons learned from Tastypie. - * [:octocat: ripozo](https://github.com/vertical-knowledge/ripozo) - :star: 196 :fork_and_knife: 20 - Quickly creating REST/HATEOAS/Hypermedia APIs. - * [:octocat: sandman](https://github.com/jeffknupp/sandman) - :star: 2322 :fork_and_knife: 181 - Automated REST APIs for existing database-driven systems. + * [:octocat: apistar](https://github.com/encode/apistar) - :star: 5475 :fork_and_knife: 432 - A smart Web API framework, designed for Python 3. + * [:octocat: falcon](https://github.com/falconry/falcon) - :star: 7959 :fork_and_knife: 803 - A high-performance framework for building cloud APIs and web app backends. + * [:octocat: fastapi](https://github.com/tiangolo/fastapi) - :star: 20156 :fork_and_knife: 1343 - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints. + * [:octocat: hug](https://github.com/hugapi/hug) - :star: 6307 :fork_and_knife: 360 - A Python 3 framework for cleanly exposing APIs. + * [:octocat: sandman2](https://github.com/jeffknupp/sandman2) - :star: 1558 :fork_and_knife: 174 - Automated REST APIs for existing database-driven systems. + * [:octocat: sanic](https://github.com/huge-success/sanic) - :star: 14048 :fork_and_knife: 1284 - A Python 3.6+ web server and web framework that's written to go fast. + * [:earth_americas: vibora](https://vibora.io/) - Fast, efficient and asynchronous Web framework inspired by Flask. + +## Robotics + +*Libraries for robotics.* + +* [:octocat: PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - :star: 9948 :fork_and_knife: 3228 - This is a compilation of various robotics algorithms with visualizations. +* [:earth_americas: rospy](http://wiki.ros.org/rospy) - This is a library for ROS (Robot Operating System). ## RPC Servers *RPC-compatible servers.* -* [:octocat: SimpleJSONRPCServer](https://github.com/joshmarshall/jsonrpclib/) - :star: 407 :fork_and_knife: 133 - This library is an implementation of the JSON-RPC specification. -* [:earth_americas: SimpleXMLRPCServer](https://docs.python.org/2/library/simplexmlrpcserver.html) - (Python standard library) Simple XML-RPC server implementation, single-threaded. -* [:octocat: zeroRPC](https://github.com/0rpc/zerorpc-python) - :star: 2661 :fork_and_knife: 350 - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/). +* [:octocat: zeroRPC](https://github.com/0rpc/zerorpc-python) - :star: 2660 :fork_and_knife: 351 - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/). +* [:octocat: RPyC](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - :star: 906 :fork_and_knife: 188 - A transparent and symmetric RPC library for Python ## Science -*Libraries for scientific computing.* +*Libraries for scientific computing. Also see [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists).* * [:earth_americas: astropy](http://www.astropy.org/) - A community Python library for Astronomy. -* [:octocat: bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - :star: 760 :fork_and_knife: 330 - Providing best-practice pipelines for fully automated high throughput sequencing analysis. -* [:octocat: bccb](https://github.com/chapmanb/bcbb) - :star: 472 :fork_and_knife: 211 - Collection of useful code related to biological analysis. +* [:octocat: bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - :star: 762 :fork_and_knife: 329 - Providing best-practice pipelines for fully automated high throughput sequencing analysis. +* [:octocat: bccb](https://github.com/chapmanb/bcbb) - :star: 473 :fork_and_knife: 212 - Collection of useful code related to biological analysis. * [:earth_americas: Biopython](http://biopython.org/wiki/Main_Page) - Biopython is a set of freely available tools for biological computation. * [:earth_americas: cclib](http://cclib.github.io/) - A library for parsing and interpreting the results of computational chemistry packages. +* [:earth_americas: Colour](http://colour-science.org/) - Implementing a comprehensive number of colour theory transformations and algorithms. +* [:octocat: Karate Club](https://github.com/benedekrozemberczki/karateclub) - :star: 898 :fork_and_knife: 103 - Unsupervised machine learning toolbox for graph structured data. * [:earth_americas: NetworkX](https://networkx.github.io/) - A high-productivity software for complex networks. * [:earth_americas: NIPY](http://nipy.org) - A collection of neuroimaging toolkits. * [:earth_americas: NumPy](http://www.numpy.org/) - A fundamental package for scientific computing with Python. * [:earth_americas: Open Babel](http://openbabel.org/wiki/Main_Page) - A chemical toolbox designed to speak the many languages of chemical data. +* [:octocat: ObsPy](https://github.com/obspy/obspy/wiki/) - A Python toolbox for seismology. * [:earth_americas: PyDy](http://www.pydy.org/) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion. -* [:octocat: PyMC](https://github.com/pymc-devs/pymc3) - :star: 5191 :fork_and_knife: 1255 - Markov Chain Monte Carlo sampling toolkit. +* [:octocat: PyMC](https://github.com/pymc-devs/pymc3) - :star: 5203 :fork_and_knife: 1258 - Markov Chain Monte Carlo sampling toolkit. +* [:earth_americas: QuTiP](http://qutip.org/) - Quantum Toolbox in Python. * [:earth_americas: RDKit](http://www.rdkit.org/) - Cheminformatics and Machine Learning Software. -* [:earth_americas: SciPy](http://www.scipy.org/) - A Python-based ecosystem of open-source software for mathematics, science, and engineering. -* [:octocat: statsmodels](https://github.com/statsmodels/statsmodels) - :star: 5448 :fork_and_knife: 2032 - Statistical modeling and econometrics in Python. -* [:octocat: SymPy](https://github.com/sympy/sympy) - :star: 7266 :fork_and_knife: 3092 - A Python library for symbolic mathematics. -* [:octocat: Zipline](https://github.com/quantopian/zipline) - :star: 11690 :fork_and_knife: 3379 - A Pythonic algorithmic trading library. +* [:earth_americas: SciPy](https://www.scipy.org/) - A Python-based ecosystem of open-source software for mathematics, science, and engineering. +* [:octocat: statsmodels](https://github.com/statsmodels/statsmodels) - :star: 5466 :fork_and_knife: 2033 - Statistical modeling and econometrics in Python. +* [:octocat: SymPy](https://github.com/sympy/sympy) - :star: 7280 :fork_and_knife: 3094 - A Python library for symbolic mathematics. +* [:octocat: Zipline](https://github.com/quantopian/zipline) - :star: 11724 :fork_and_knife: 3385 - A Pythonic algorithmic trading library. +* [:earth_americas: SimPy](https://bitbucket.org/simpy/simpy) - A process-based discrete-event simulation framework. ## Search *Libraries and software for indexing and performing search queries on data.* -* [:octocat: django-haystack](https://github.com/django-haystack/django-haystack) - :star: 3025 :fork_and_knife: 1214 - Modular search for Django. -* [:octocat: elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - :star: 2979 :fork_and_knife: 640 - The official high-level Python client for Elasticsearch. * [: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). -* [:octocat: esengine](https://github.com/catholabs/esengine) - :star: 103 :fork_and_knife: 16 - ElasticSearch ODM (Object Document Mapper) for Python. -* [:octocat: solrpy](https://github.com/edsu/solrpy) - :star: 37 :fork_and_knife: 18 - A Python client for [solr](http://lucene.apache.org/solr/). -* [:earth_americas: Whoosh](http://whoosh.readthedocs.io/) - A fast, pure Python search engine library. +* [:octocat: elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - :star: 2984 :fork_and_knife: 640 - The official high-level Python client for Elasticsearch. +* [:octocat: django-haystack](https://github.com/django-haystack/django-haystack) - :star: 3027 :fork_and_knife: 1216 - Modular search for Django. +* [:octocat: pysolr](https://github.com/django-haystack/pysolr) - :star: 564 :fork_and_knife: 303 - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/). +* [:earth_americas: whoosh](http://whoosh.readthedocs.io/en/latest/) - A fast, pure Python search engine library. ## Serialization *Libraries for serializing complex data types* -* [:octocat: marshmallow](https://github.com/marshmallow-code/marshmallow) - :star: 4924 :fork_and_knife: 519 - marshmallow is an ORM/ODM/framework-agnostic library for converting complex datatypes, such as objects, to and from native Python datatypes. +* [:octocat: marshmallow](https://github.com/marshmallow-code/marshmallow) - :star: 4934 :fork_and_knife: 519 - A lightweight library for converting complex objects to and from simple Python datatypes. +* [:octocat: pysimdjson](https://github.com/TkTech/pysimdjson) - :star: 366 :fork_and_knife: 25 - A Python bindings for [simdjson](https://github.com/lemire/simdjson). +* [:octocat: python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - :star: 391 :fork_and_knife: 31 - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson). +* [:octocat: ultrajson](https://github.com/esnme/ultrajson) - :star: 2925 :fork_and_knife: 297 - A fast JSON decoder and encoder written in C with Python bindings. ## Serverless Frameworks *Frameworks for developing serverless Python code.* -* [:octocat: apex](https://github.com/apex/apex) - :star: 8026 :fork_and_knife: 588 - Build, deploy, and manage [AWS Lambda](https://aws.amazon.com/lambda/) functions with ease. -* [:octocat: python-lambda](https://github.com/nficano/python-lambda) - :star: 1159 :fork_and_knife: 200 - A toolkit for developing and deploying Python code in AWS Lambda. -* [:octocat: Zappa](https://github.com/Miserlou/Zappa) - :star: 10950 :fork_and_knife: 1187 - A tool for deploying WSGI applications on AWS Lambda and API Gateway. +* [:octocat: python-lambda](https://github.com/nficano/python-lambda) - :star: 1162 :fork_and_knife: 201 - A toolkit for developing and deploying Python code in AWS Lambda. +* [:octocat: Zappa](https://github.com/Miserlou/Zappa) - :star: 10963 :fork_and_knife: 1186 - A tool for deploying WSGI applications on AWS Lambda and API Gateway. ## Specific Formats Processing *Libraries for parsing and manipulating specific text formats.* * General - * [:octocat: tablib](https://github.com/kennethreitz/tablib) - :star: 3752 :fork_and_knife: 546 - A module for Tabular Datasets in XLS, CSV, JSON, YAML. + * [:octocat: tablib](https://github.com/jazzband/tablib) - :star: 3757 :fork_and_knife: 546 - A module for Tabular Datasets in XLS, CSV, JSON, YAML. * Office - * [:octocat: Marmir](https://github.com/brianray/mm) - :star: 159 :fork_and_knife: 21 - Takes Python data structures and turns them into spreadsheets. - * [:earth_americas: openpyxl](https://openpyxl.readthedocs.io/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files. - * [:octocat: pyexcel](https://github.com/pyexcel/pyexcel) - :star: 829 :fork_and_knife: 132 - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files. - * [:octocat: python-docx](https://github.com/python-openxml/python-docx) - :star: 2309 :fork_and_knife: 656 - Reads, queries and modifies Microsoft Word 2007/2008 docx files. - * [:earth_americas: relatorio](http://relatorio.tryton.org/) - Templating OpenDocument files. - * [:octocat: unoconv](https://github.com/dagwieers/unoconv) - :star: 1927 :fork_and_knife: 372 - Convert between any document format supported by LibreOffice/OpenOffice. - * [:earth_americas: XlsxWriter](https://xlsxwriter.readthedocs.io) - A Python module for creating Excel .xlsx files. - * [:earth_americas: xlwings](http://xlwings.org/) - A BSD-licensed library that makes it easy to call Python from Excel and vice versa. - * [:octocat: xlwt](https://github.com/python-excel/xlwt) / [xlrd](https://github.com/python-excel/xlrd) - :star: 957 :fork_and_knife: 267 - Writing and reading data and formatting information from Excel files. + * [:earth_americas: openpyxl](https://openpyxl.readthedocs.io/en/stable/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files. + * [:octocat: pyexcel](https://github.com/pyexcel/pyexcel) - :star: 831 :fork_and_knife: 132 - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files. + * [:octocat: python-docx](https://github.com/python-openxml/python-docx) - :star: 2314 :fork_and_knife: 658 - Reads, queries and modifies Microsoft Word 2007/2008 docx files. + * [:octocat: python-pptx](https://github.com/scanny/python-pptx) - :star: 1125 :fork_and_knife: 288 - Python library for creating and updating PowerPoint (.pptx) files. + * [:octocat: unoconv](https://github.com/unoconv/unoconv) - :star: 1931 :fork_and_knife: 372 - Convert between any document format supported by LibreOffice/OpenOffice. + * [:octocat: XlsxWriter](https://github.com/jmcnamara/XlsxWriter) - :star: 2323 :fork_and_knife: 489 - A Python module for creating Excel .xlsx files. + * [:octocat: xlwings](https://github.com/ZoomerAnalytics/xlwings) - :star: 1783 :fork_and_knife: 336 - A BSD-licensed library that makes it easy to call Python from Excel and vice versa. + * [:octocat: xlwt](https://github.com/python-excel/xlwt) / [xlrd](https://github.com/python-excel/xlrd) - :star: 957 :fork_and_knife: 268 - Writing and reading data and formatting information from Excel files. * PDF - * [:octocat: PDFMiner](https://github.com/euske/pdfminer) - :star: 4320 :fork_and_knife: 1007 - A tool for extracting information from PDF documents. - * [:octocat: PyPDF2](https://github.com/mstamy2/PyPDF2) - :star: 3264 :fork_and_knife: 845 - A library capable of splitting, merging and transforming PDF pages. - * [:earth_americas: ReportLab](http://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents. + * [:octocat: PDFMiner](https://github.com/euske/pdfminer) - :star: 4326 :fork_and_knife: 1009 - A tool for extracting information from PDF documents. + * [:octocat: PyPDF2](https://github.com/mstamy2/PyPDF2) - :star: 3273 :fork_and_knife: 848 - A library capable of splitting, merging and transforming PDF pages. + * [:earth_americas: ReportLab](https://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents. * Markdown - * [:octocat: Mistune](https://github.com/lepture/mistune) - :star: 1830 :fork_and_knife: 188 - Fastest and full featured pure Python parsers of Markdown. - * [:octocat: Python-Markdown](https://github.com/waylan/Python-Markdown) - :star: 2233 :fork_and_knife: 525 - A Python implementation of John Gruber’s Markdown. + * [:octocat: Mistune](https://github.com/lepture/mistune) - :star: 1832 :fork_and_knife: 188 - Fastest and full featured pure Python parsers of Markdown. + * [:octocat: Python-Markdown](https://github.com/waylan/Python-Markdown) - :star: 2240 :fork_and_knife: 528 - A Python implementation of John Gruber’s Markdown. * YAML * [:earth_americas: PyYAML](http://pyyaml.org/) - YAML implementations for Python. * CSV - * [:octocat: csvkit](https://github.com/wireservice/csvkit) - :star: 4329 :fork_and_knife: 532 - Utilities for converting to and working with CSV. + * [:octocat: csvkit](https://github.com/wireservice/csvkit) - :star: 4332 :fork_and_knife: 532 - Utilities for converting to and working with CSV. * Archive * [:octocat: unp](https://github.com/mitsuhiko/unp) - :star: 365 :fork_and_knife: 61 - A command line tool that can unpack archives easily. @@ -986,25 +1060,32 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Static site generator is a software that takes some text + templates as input and produces HTML files on the output.* -* [:octocat: Cactus](https://github.com/koenbok/Cactus/) - :star: 3349 :fork_and_knife: 314 - Static site generator for designers. -* [:earth_americas: Hyde](http://hyde.github.io/) - Jinja2-based static web site generator. -* [:earth_americas: Lektor](https://www.getlektor.com/) - An easy to use static CMS and blog engine. -* [:earth_americas: Nikola](https://www.getnikola.com/) - A static website and blog generator. -* [:earth_americas: Pelican](http://blog.getpelican.com/) - Uses Markdown or ReST for content and Jinja 2 for themes. Supports DVCS, Disqus. AGPL. -* [:earth_americas: Tinkerer](http://tinkerer.me/) - Tinkerer is a blogging engine/.static website generator powered by Sphinx. +* [:octocat: mkdocs](https://github.com/mkdocs/mkdocs/) - :star: 10635 :fork_and_knife: 1563 - Markdown friendly documentation generator. +* [:octocat: pelican](https://github.com/getpelican/pelican) - :star: 9838 :fork_and_knife: 1662 - Static site generator that supports Markdown and reST syntax. +* [:octocat: lektor](https://github.com/lektor/lektor) - :star: 3325 :fork_and_knife: 266 - An easy to use static CMS and blog engine. +* [:octocat: nikola](https://github.com/getnikola/nikola) - :star: 1946 :fork_and_knife: 382 - A static website and blog generator. ## Tagging *Libraries for tagging items.* -* [:octocat: django-taggit](https://github.com/alex/django-taggit) - :star: 2438 :fork_and_knife: 540 - Simple tagging for Django. +* [:octocat: django-taggit](https://github.com/jazzband/django-taggit) - :star: 2443 :fork_and_knife: 541 - Simple tagging for Django. + +## Task Queues + +*Libraries for working with task queues.* + +* [:earth_americas: celery](http://www.celeryproject.org/) - An asynchronous task queue/job queue based on distributed message passing. +* [:octocat: huey](https://github.com/coleifer/huey) - :star: 3128 :fork_and_knife: 281 - Little multi-threaded task queue. +* [:octocat: mrq](https://github.com/pricingassistant/mrq) - :star: 817 :fork_and_knife: 111 - A distributed worker task queue in Python using Redis & gevent. +* [:octocat: rq](https://github.com/rq/rq) - :star: 7209 :fork_and_knife: 1155 - Simple job queues for Python. ## Template Engine *Libraries and tools for templating and lexing.* +* [:octocat: Jinja2](https://github.com/pallets/jinja) - :star: 7224 :fork_and_knife: 1324 - A modern and designer friendly templating language. * [:earth_americas: Genshi](https://genshi.edgewall.org/) - Python templating toolkit for generation of web-aware output. -* [:octocat: Jinja2](https://github.com/pallets/jinja) - :star: 7209 :fork_and_knife: 1320 - A modern and designer friendly templating language. * [:earth_americas: Mako](http://www.makotemplates.org/) - Hyperfast and lightweight templating for the Python platform. ## Testing @@ -1012,244 +1093,217 @@ Inspired by [fucking-awesome-go](https://github.com/hvnsweeting/fucking-awesome- *Libraries for testing codebases and generating test data.* * Testing Frameworks - * [:octocat: hypothesis](https://github.com/HypothesisWorks/hypothesis-python) - :star: 4550 :fork_and_knife: 413 - Hypothesis is an advanced Quickcheck style property based testing library. - * [:earth_americas: mamba](http://nestorsalceda.github.io/mamba/) - The definitive testing tool for Python. Born under the banner of BDD. - * [:octocat: nose](https://github.com/nose-devs/nose) - :star: 1315 :fork_and_knife: 362 - A nicer unittest for Python. - * [:octocat: nose2](https://github.com/nose-devs/nose2) - :star: 642 :fork_and_knife: 129 - The successor to nose, based on unittest2. - * [:earth_americas: pytest](http://pytest.org/latest/) - A mature full-featured Python testing tool. - * [:octocat: Robot Framework](https://github.com/robotframework/robotframework) - :star: 4914 :fork_and_knife: 1467 - A generic test automation framework. - * [:earth_americas: unittest](https://docs.python.org/2/library/unittest.html) - (Python standard library) Unit testing framework. + * [:earth_americas: pytest](https://docs.pytest.org/en/latest/) - A mature full-featured Python testing tool. + * [:octocat: hypothesis](https://github.com/HypothesisWorks/hypothesis) - :star: 4570 :fork_and_knife: 415 - Hypothesis is an advanced Quickcheck style property based testing library. + * [:octocat: nose2](https://github.com/nose-devs/nose2) - :star: 645 :fork_and_knife: 129 - The successor to `nose`, based on `unittest2. + * [:octocat: Robot Framework](https://github.com/robotframework/robotframework) - :star: 4938 :fork_and_knife: 1470 - A generic test automation framework. + * [:earth_americas: unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework. * Test Runners - * [:octocat: green](https://github.com/CleanCut/green) - :star: 656 :fork_and_knife: 71 - A clean, colorful test runner. - * [:earth_americas: tox](https://tox.readthedocs.io/) - Auto builds and tests distributions in multiple Python versions + * [:octocat: green](https://github.com/CleanCut/green) - :star: 657 :fork_and_knife: 71 - A clean, colorful test runner. + * [:earth_americas: mamba](http://nestorsalceda.github.io/mamba/) - The definitive testing tool for Python. Born under the banner of BDD. + * [:earth_americas: tox](https://tox.readthedocs.io/en/latest/) - Auto builds and tests distributions in multiple Python versions * GUI / Web Testing - * [:octocat: locust](https://github.com/locustio/locust) - :star: 13575 :fork_and_knife: 1903 - Scalable user load testing tool written in Python. - * [:octocat: PyAutoGUI](https://github.com/asweigart/pyautogui) - :star: 4167 :fork_and_knife: 574 - PyAutoGUI is a cross-platform GUI automation Python module for human beings. - * [:earth_americas: Selenium](https://pypi.python.org/pypi/selenium) - Python bindings for [Selenium](http://www.seleniumhq.org/) WebDriver. - * [:octocat: sixpack](https://github.com/seatgeek/sixpack) - :star: 1642 :fork_and_knife: 188 - A language-agnostic A/B Testing framework. - * [:octocat: splinter](https://github.com/cobrateam/splinter) - :star: 2266 :fork_and_knife: 474 - Open source tool for testing web applications. + * [:octocat: locust](https://github.com/locustio/locust) - :star: 13616 :fork_and_knife: 1911 - Scalable user load testing tool written in Python. + * [:octocat: PyAutoGUI](https://github.com/asweigart/pyautogui) - :star: 4196 :fork_and_knife: 579 - PyAutoGUI is a cross-platform GUI automation Python module for human beings. + * [:earth_americas: Selenium](https://pypi.org/project/selenium/) - Python bindings for [Selenium](http://www.seleniumhq.org/) WebDriver. + * [:octocat: sixpack](https://github.com/seatgeek/sixpack) - :star: 1641 :fork_and_knife: 186 - A language-agnostic A/B Testing framework. + * [:octocat: splinter](https://github.com/cobrateam/splinter) - :star: 2269 :fork_and_knife: 475 - Open source tool for testing web applications. * Mock - * [:earth_americas: doublex](https://pypi.python.org/pypi/doublex) - Powerful test doubles framework for Python. - * [:octocat: freezegun](https://github.com/spulec/freezegun) - :star: 2515 :fork_and_knife: 185 - Travel through time by mocking the datetime module. - * [:octocat: httmock](https://github.com/patrys/httmock) - :star: 406 :fork_and_knife: 48 - A mocking library for requests for Python 2.6+ and 3.2+. - * [:octocat: httpretty](https://github.com/gabrielfalcao/HTTPretty) - :star: 1806 :fork_and_knife: 241 - HTTP request mock tool for Python. * [:earth_americas: mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library. - * [:octocat: responses](https://github.com/getsentry/responses) - :star: 2882 :fork_and_knife: 239 - A utility library for mocking out the requests Python library. - * [:octocat: VCR.py](https://github.com/kevin1024/vcrpy) - :star: 1757 :fork_and_knife: 252 - Record and replay HTTP interactions on your tests. + * [:earth_americas: doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python. + * [:octocat: freezegun](https://github.com/spulec/freezegun) - :star: 2522 :fork_and_knife: 185 - Travel through time by mocking the datetime module. + * [:octocat: httmock](https://github.com/patrys/httmock) - :star: 407 :fork_and_knife: 48 - A mocking library for requests for Python 2.6+ and 3.2+. + * [:octocat: httpretty](https://github.com/gabrielfalcao/HTTPretty) - :star: 1806 :fork_and_knife: 241 - HTTP request mock tool for Python. + * [:octocat: mocket](https://github.com/mindflayer/python-mocket) - :star: 195 :fork_and_knife: 30 - A socket mock framework with gevent/asyncio/SSL support. + * [:octocat: responses](https://github.com/getsentry/responses) - :star: 2888 :fork_and_knife: 241 - A utility library for mocking out the requests Python library. + * [:octocat: VCR.py](https://github.com/kevin1024/vcrpy) - :star: 1758 :fork_and_knife: 254 - Record and replay HTTP interactions on your tests. * Object Factories - * [:octocat: factory_boy](https://github.com/rbarrois/factory_boy) - :star: 2244 :fork_and_knife: 293 - A test fixtures replacement for Python. + * [:octocat: factory_boy](https://github.com/FactoryBoy/factory_boy) - :star: 2252 :fork_and_knife: 294 - A test fixtures replacement for Python. * [:octocat: mixer](https://github.com/klen/mixer) - :star: 702 :fork_and_knife: 72 - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc. - * [:octocat: model_mommy](https://github.com/vandersonmota/model_mommy) - :star: 937 :fork_and_knife: 159 - Creating random fixtures for testing in Django. + * [:octocat: model_mommy](https://github.com/vandersonmota/model_mommy) - :star: 938 :fork_and_knife: 158 - Creating random fixtures for testing in Django. * Code Coverage - * [:earth_americas: coverage](https://pypi.python.org/pypi/coverage) - Code coverage measurement. + * [:earth_americas: coverage](https://pypi.org/project/coverage/) - Code coverage measurement. * Fake Data - * [:octocat: church](https://github.com/lk-geimfari/church) - :star: 2939 :fork_and_knife: 251 - is a Python library that help you generate fake data. - * [:octocat: fake2db](https://github.com/emirozer/fake2db) - :star: 2022 :fork_and_knife: 113 - Fake database generator. - * [:octocat: faker](https://github.com/joke2k/faker) - :star: 10367 :fork_and_knife: 1217 - A Python package that generates fake data. - * [:earth_americas: radar](https://pypi.python.org/pypi/radar) - Generate random datetime / time. -* Error Handler - * [:octocat: FuckIt.py](https://github.com/ajalt/fuckitpy) - :star: 3799 :fork_and_knife: 145 - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not. - + * [:octocat: mimesis](https://github.com/lk-geimfari/mimesis) - :star: 2975 :fork_and_knife: 253 - is a Python library that help you generate fake data. + * [:octocat: fake2db](https://github.com/emirozer/fake2db) - :star: 2023 :fork_and_knife: 113 - Fake database generator. + * [:octocat: faker](https://github.com/joke2k/faker) - :star: 10408 :fork_and_knife: 1225 - A Python package that generates fake data. + * [:earth_americas: radar](https://pypi.org/project/radar/) - Generate random datetime / time. ## Text Processing *Libraries for parsing and manipulating plain texts.* * General - * [:octocat: chardet](https://github.com/chardet/chardet) - :star: 1348 :fork_and_knife: 193 - Python 2/3 compatible character encoding detector. - * [:earth_americas: difflib](https://docs.python.org/2/library/difflib.html) - (Python standard library) Helpers for computing deltas. - * [:octocat: ftfy](https://github.com/LuminosoInsight/python-ftfy) - :star: 2747 :fork_and_knife: 97 - Makes Unicode text less broken and more consistent automagically. - * [:octocat: fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) - :star: 7197 :fork_and_knife: 772 - Fuzzy String Matching. - * [:octocat: Levenshtein](https://github.com/ztane/python-Levenshtein/) - :star: 845 :fork_and_knife: 117 - Fast computation of Levenshtein distance and string similarity. - * [:octocat: pangu.py](https://github.com/vinta/pangu.py) - :star: 149 :fork_and_knife: 21 - Spacing texts for CJK and alphanumerics. - * [:octocat: pyfiglet](https://github.com/pwaller/pyfiglet) - :star: 679 :fork_and_knife: 74 - An implementation of figlet written in Python. - * [:octocat: shortuuid](https://github.com/stochastic-technologies/shortuuid) - :star: 1316 :fork_and_knife: 83 - A generator library for concise, unambiguous and URL-safe UUIDs. - * [:earth_americas: unidecode](https://pypi.python.org/pypi/Unidecode) - ASCII transliterations of Unicode text. - * [:octocat: uniout](https://github.com/moskytw/uniout) - :star: 157 :fork_and_knife: 18 - Print readable chars instead of the escaped string. - * [:octocat: xpinyin](https://github.com/lxneng/xpinyin) - :star: 687 :fork_and_knife: 157 - A library to translate Chinese hanzi (??) to pinyin (??). + * [:octocat: chardet](https://github.com/chardet/chardet) - :star: 1351 :fork_and_knife: 193 - Python 2/3 compatible character encoding detector. + * [:earth_americas: difflib](https://docs.python.org/3/library/difflib.html) - (Python standard library) Helpers for computing deltas. + * [:octocat: ftfy](https://github.com/LuminosoInsight/python-ftfy) - :star: 2749 :fork_and_knife: 97 - Makes Unicode text less broken and more consistent automagically. + * [:octocat: fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) - :star: 7228 :fork_and_knife: 774 - Fuzzy String Matching. + * [:octocat: Levenshtein](https://github.com/ztane/python-Levenshtein/) - :star: 846 :fork_and_knife: 117 - Fast computation of Levenshtein distance and string similarity. + * [:octocat: pangu.py](https://github.com/vinta/pangu.py) - :star: 149 :fork_and_knife: 21 - Paranoid text spacing. + * [:octocat: pyfiglet](https://github.com/pwaller/pyfiglet) - :star: 683 :fork_and_knife: 74 - An implementation of figlet written in Python. + * [:octocat: pypinyin](https://github.com/mozillazg/python-pinyin) - :star: 2792 :fork_and_knife: 446 - Convert Chinese hanzi (漢字) to pinyin (拼音). + * [:octocat: textdistance](https://github.com/orsinium/textdistance) - :star: 1767 :fork_and_knife: 157 - Compute distance between sequences with 30+ algorithms. + * [:earth_americas: unidecode](https://pypi.org/project/Unidecode/) - ASCII transliterations of Unicode text. * Slugify * [:octocat: awesome-slugify](https://github.com/dimka665/awesome-slugify) - :star: 450 :fork_and_knife: 38 - A Python slugify library that can preserve unicode. - * [:octocat: python-slugify](https://github.com/un33k/python-slugify) - :star: 892 :fork_and_knife: 78 - A Python slugify library that translates unicode to ASCII. + * [:octocat: python-slugify](https://github.com/un33k/python-slugify) - :star: 896 :fork_and_knife: 78 - A Python slugify library that translates unicode to ASCII. * [:octocat: unicode-slugify](https://github.com/mozilla/unicode-slugify) - :star: 293 :fork_and_knife: 54 - A slugifier that generates unicode slugs with Django as a dependency. +* Unique identifiers + * [:octocat: hashids](https://github.com/davidaurelio/hashids-python) - :star: 1110 :fork_and_knife: 83 - Implementation of [hashids](http://hashids.org) in Python. + * [:octocat: shortuuid](https://github.com/skorokithakis/shortuuid) - :star: 1318 :fork_and_knife: 83 - A generator library for concise, unambiguous and URL-safe UUIDs. * Parser - * [:octocat: phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - :star: 2520 :fork_and_knife: 308 - Parsing, formatting, storing and validating international phone numbers. - * [:earth_americas: PLY](http://www.dabeaz.com/ply/) - Implementation of lex and yacc parsing tools for Python - * [:earth_americas: Pygments](http://pygments.org/) - A generic syntax highlighter. - * [:earth_americas: pyparsing](http://pyparsing.wikispaces.com/) - A general purpose framework for generating parsers. - * [:octocat: python-nameparser](https://github.com/derek73/python-nameparser) - :star: 421 :fork_and_knife: 75 - Parsing human names into their individual components. + * [:octocat: ply](https://github.com/dabeaz/ply) - :star: 1719 :fork_and_knife: 299 - Implementation of lex and yacc parsing tools for Python. + * [:earth_americas: pygments](http://pygments.org/) - A generic syntax highlighter. + * [:octocat: pyparsing](https://github.com/pyparsing/pyparsing) - :star: 841 :fork_and_knife: 138 - A general purpose framework for generating parsers. + * [:octocat: python-nameparser](https://github.com/derek73/python-nameparser) - :star: 422 :fork_and_knife: 75 - Parsing human names into their individual components. + * [:octocat: python-phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - :star: 2522 :fork_and_knife: 309 - Parsing, formatting, storing and validating international phone numbers. * [:octocat: python-user-agents](https://github.com/selwin/python-user-agents) - :star: 1048 :fork_and_knife: 173 - Browser user agent parser. - * [:octocat: sqlparse](https://github.com/andialbrecht/sqlparse) - :star: 2140 :fork_and_knife: 451 - A non-validating SQL parser. + * [:octocat: sqlparse](https://github.com/andialbrecht/sqlparse) - :star: 2142 :fork_and_knife: 450 - A non-validating SQL parser. ## Third-party APIs -*Libraries for accessing third party services APIs. See: [List of Python API Wrappers and Libraries](https://github.com/realpython/list-of-python-api-wrappers).* +*Libraries for accessing third party services APIs. Also see [List of Python API Wrappers and Libraries](https://github.com/realpython/list-of-python-api-wrappers).* * [:earth_americas: apache-libcloud](https://libcloud.apache.org/) - One Python library for all clouds. -* [:octocat: boto3](https://github.com/boto/boto3) - :star: 5698 :fork_and_knife: 1215 - Python interface to Amazon Web Services. -* [:octocat: django-wordpress](https://github.com/sunlightlabs/django-wordpress/) - :star: 313 :fork_and_knife: 84 - WordPress models and views for Django. -* [:octocat: facebook-sdk](https://github.com/mobolic/facebook-sdk) - :star: 2533 :fork_and_knife: 928 - Facebook Platform Python SDK. -* [:octocat: facepy](https://github.com/jgorset/facepy) - :star: 834 :fork_and_knife: 202 - Facepy makes it really easy to interact with Facebook's Graph API -* [:octocat: gmail](https://github.com/charlierguo/gmail) - :star: 1608 :fork_and_knife: 345 - A Pythonic interface for Gmail. -* [:octocat: google-api-python-client](https://github.com/google/google-api-python-client) - :star: 3961 :fork_and_knife: 1693 - Google APIs Client Library for Python. -* [:octocat: gspread](https://github.com/burnash/gspread) - :star: 4880 :fork_and_knife: 741 - Google Spreadsheets Python API. -* [:octocat: twython](https://github.com/ryanmcgrath/twython) - :star: 1736 :fork_and_knife: 397 - A Python wrapper for the Twitter API. +* [:octocat: boto3](https://github.com/boto/boto3) - :star: 5713 :fork_and_knife: 1218 - Python interface to Amazon Web Services. +* [:octocat: django-wordpress](https://github.com/istrategylabs/django-wordpress) - :star: 312 :fork_and_knife: 84 - WordPress models and views for Django. +* [:octocat: facebook-sdk](https://github.com/mobolic/facebook-sdk) - :star: 2534 :fork_and_knife: 929 - Facebook Platform Python SDK. +* [:octocat: google-api-python-client](https://github.com/google/google-api-python-client) - :star: 3988 :fork_and_knife: 1702 - Google APIs Client Library for Python. +* [:octocat: gspread](https://github.com/burnash/gspread) - :star: 4891 :fork_and_knife: 743 - Google Spreadsheets Python API. +* [:octocat: twython](https://github.com/ryanmcgrath/twython) - :star: 1737 :fork_and_knife: 397 - A Python wrapper for the Twitter API. ## URL Manipulation *Libraries for parsing URLs.* -* [:octocat: furl](https://github.com/gruns/furl) - :star: 1847 :fork_and_knife: 113 - A small Python library that makes manipulating URLs simple. -* [:octocat: purl](https://github.com/codeinthehole/purl) - :star: 244 :fork_and_knife: 32 - A simple, immutable URL class with a clean API for interrogation and manipulation. -* [:octocat: pyshorteners](https://github.com/ellisonleao/pyshorteners) - :star: 260 :fork_and_knife: 49 - A pure Python URL shortening lib. -* [:octocat: short_url](https://github.com/Alir3z4/python-short_url) - :star: 145 :fork_and_knife: 28 - Python implementation for generating Tiny URL and bit.ly-like URLs. -* [:octocat: webargs](https://github.com/sloria/webargs) - :star: 1053 :fork_and_knife: 140 - A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, and Pyramid. +* [:octocat: furl](https://github.com/gruns/furl) - :star: 1851 :fork_and_knife: 113 - A small Python library that makes parsing and manipulating URLs easy. +* [:octocat: purl](https://github.com/codeinthehole/purl) - :star: 245 :fork_and_knife: 32 - A simple, immutable URL class with a clean API for interrogation and manipulation. +* [:octocat: pyshorteners](https://github.com/ellisonleao/pyshorteners) - :star: 261 :fork_and_knife: 49 - A pure Python URL shortening lib. +* [:octocat: webargs](https://github.com/marshmallow-code/webargs) - :star: 1054 :fork_and_knife: 140 - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks. ## Video *Libraries for manipulating video and GIFs.* -* [:earth_americas: moviepy](http://zulko.github.io/moviepy/) - A module for script-based movie editing with many formats, including animated GIFs. -* [:octocat: scikit-video](https://github.com/aizvorski/scikit-video) - :star: 101 :fork_and_knife: 23 - Video processing routines for SciPy. +* [:octocat: vidgear](https://github.com/abhiTronix/vidgear) - :star: 1345 :fork_and_knife: 100 - Most Powerful multi-threaded Video Processing framework. +* [:earth_americas: moviepy](https://zulko.github.io/moviepy/) - A module for script-based movie editing with many formats, including animated GIFs. +* [:octocat: scikit-video](https://github.com/aizvorski/scikit-video) - :star: 102 :fork_and_knife: 23 - Video processing routines for SciPy. -## WSGI Servers +## Web Asset Management -*WSGI-compatible web servers.* +*Tools for managing, compressing and minifying website assets.* -* [:earth_americas: bjoern](https://pypi.python.org/pypi/bjoern) - Asynchronous, very fast and written in C. -* [:earth_americas: fapws3](http://www.fapws.org/) - Asynchronous (network side only), written in C. -* [:earth_americas: gunicorn](https://pypi.python.org/pypi/gunicorn) - Pre-forked, partly written in C. -* [:earth_americas: meinheld](https://pypi.python.org/pypi/meinheld) - Asynchronous, partly written in C. -* [:octocat: netius](https://github.com/hivesolutions/netius) - :star: 113 :fork_and_knife: 5 - Asynchronous, very fast. -* [:earth_americas: paste](http://pythonpaste.org/) - Multi-threaded, stable, tried and tested. -* [:earth_americas: rocket](https://pypi.python.org/pypi/rocket) - Multi-threaded. -* [:earth_americas: uWSGI](https://uwsgi-docs.readthedocs.io/) - A project aims at developing a full stack for building hosting services, written in C. -* [:earth_americas: waitress](https://waitress.readthedocs.io/) - Multi-threaded, powers Pyramid. -* [:earth_americas: Werkzeug](http://werkzeug.pocoo.org/) - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects. +* [:octocat: django-compressor](https://github.com/django-compressor/django-compressor) - :star: 2355 :fork_and_knife: 558 - Compresses linked and inline JavaScript or CSS into a single cached file. +* [:octocat: django-pipeline](https://github.com/jazzband/django-pipeline) - :star: 1374 :fork_and_knife: 341 - An asset packaging library for Django. +* [:octocat: django-storages](https://github.com/jschneier/django-storages) - :star: 1665 :fork_and_knife: 645 - A collection of custom storage back ends for Django. +* [:earth_americas: fanstatic](http://www.fanstatic.org/en/latest/) - Packages, optimizes, and serves static file dependencies as Python packages. +* [:earth_americas: fileconveyor](http://wimleers.com/fileconveyor) - A daemon to detect and sync files to CDNs, S3 and FTP. +* [:octocat: flask-assets](https://github.com/miracle2k/flask-assets) - :star: 402 :fork_and_knife: 88 - Helps you integrate webassets into your Flask app. +* [:octocat: webassets](https://github.com/miracle2k/webassets) - :star: 885 :fork_and_knife: 252 - Bundles, optimizes, and manages unique cache-busting URLs for static resources. ## Web Content Extracting *Libraries for extracting web contents.* -* [:octocat: Haul](https://github.com/vinta/Haul) - :star: 140 :fork_and_knife: 34 - An Extensible Image Crawler. -* [:octocat: html2text](https://github.com/Alir3z4/html2text) - :star: 966 :fork_and_knife: 172 - Convert HTML to Markdown-formatted text. +* [:octocat: html2text](https://github.com/Alir3z4/html2text) - :star: 971 :fork_and_knife: 172 - Convert HTML to Markdown-formatted text. * [:octocat: lassie](https://github.com/michaelhelmick/lassie) - :star: 502 :fork_and_knife: 40 - Web Content Retrieval for Humans. * [:octocat: micawber](https://github.com/coleifer/micawber) - :star: 497 :fork_and_knife: 73 - A small library for extracting rich content from URLs. -* [:octocat: newspaper](https://github.com/codelucas/newspaper) - :star: 9963 :fork_and_knife: 1654 - News extraction, article extraction and content curation in Python. -* [:octocat: opengraph](https://github.com/erikriver/opengraph) - :star: 183 :fork_and_knife: 79 - A Python module to parse the Open Graph Protocol -* [:octocat: python-goose](https://github.com/grangier/python-goose) - :star: 3583 :fork_and_knife: 759 - HTML Content/Article Extractor. -* [:octocat: python-readability](https://github.com/buriy/python-readability) - :star: 1852 :fork_and_knife: 312 - Fast Python port of arc90's readability tool. -* [:octocat: sanitize](https://github.com/Alir3z4/python-sanitize) - :star: 62 :fork_and_knife: 6 - Bringing sanity to world of messed-up data. -* [:octocat: sumy](https://github.com/miso-belica/sumy) - :star: 2344 :fork_and_knife: 424 - A module for automatic summarization of text documents and HTML pages. -* [:octocat: textract](https://github.com/deanmalmgren/textract) - :star: 2854 :fork_and_knife: 401 - Extract text from any document, Word, PowerPoint, PDFs, etc. +* [:octocat: newspaper](https://github.com/codelucas/newspaper) - :star: 10018 :fork_and_knife: 1658 - News extraction, article extraction and content curation in Python. +* [:octocat: python-readability](https://github.com/buriy/python-readability) - :star: 1856 :fork_and_knife: 313 - Fast Python port of arc90's readability tool. +* [:octocat: requests-html](https://github.com/psf/requests-html) - :star: 11118 :fork_and_knife: 726 - Pythonic HTML Parsing for Humans. +* [:octocat: sumy](https://github.com/miso-belica/sumy) - :star: 2349 :fork_and_knife: 425 - A module for automatic summarization of text documents and HTML pages. +* [:octocat: textract](https://github.com/deanmalmgren/textract) - :star: 2858 :fork_and_knife: 402 - Extract text from any document, Word, PowerPoint, PDFs, etc. +* [:octocat: toapi](https://github.com/gaojiuli/toapi) - :star: 3040 :fork_and_knife: 215 - Every web site provides APIs. ## Web Crawling -*Libraries for scraping websites.* +*Libraries to automate web scraping.* -* [:octocat: cola](https://github.com/chineking/cola) - :star: 1372 :fork_and_knife: 544 - A distributed crawling framework. -* [:octocat: Demiurge](https://github.com/matiasb/demiurge) - :star: 101 :fork_and_knife: 17 - PyQuery-based scraping micro-framework. -* [:earth_americas: feedparser](http://pythonhosted.org/feedparser/) - Universal feed parser. -* [:earth_americas: Grab](http://grablib.org/) - Site scraping framework. -* [:octocat: MechanicalSoup](https://github.com/hickford/MechanicalSoup) - :star: 3527 :fork_and_knife: 314 - A Python library for automating interaction with websites. -* [:octocat: portia](https://github.com/scrapinghub/portia) - :star: 7863 :fork_and_knife: 1267 - Visual scraping for Scrapy. -* [:octocat: pyspider](https://github.com/binux/pyspider) - :star: 14504 :fork_and_knife: 3519 - A powerful spider system. -* [:octocat: RoboBrowser](https://github.com/jmcarp/robobrowser) - :star: 3472 :fork_and_knife: 320 - A simple, Pythonic library for browsing the web without a standalone web browser. -* [:earth_americas: Scrapy](http://scrapy.org/) - A fast high-level screen scraping and web crawling framework. +* [:octocat: cola](https://github.com/chineking/cola) - :star: 1373 :fork_and_knife: 544 - A distributed crawling framework. +* [:earth_americas: feedparser](https://pythonhosted.org/feedparser/) - Universal feed parser. +* [:octocat: grab](https://github.com/lorien/grab) - :star: 1963 :fork_and_knife: 246 - Site scraping framework. +* [:octocat: MechanicalSoup](https://github.com/MechanicalSoup/MechanicalSoup) - :star: 3530 :fork_and_knife: 313 - A Python library for automating interaction with websites. +* [:octocat: pyspider](https://github.com/binux/pyspider) - :star: 14517 :fork_and_knife: 3521 - A powerful spider system. +* [:octocat: robobrowser](https://github.com/jmcarp/robobrowser) - :star: 3472 :fork_and_knife: 322 - A simple, Pythonic library for browsing the web without a standalone web browser. +* [:earth_americas: scrapy](https://scrapy.org/) - A fast high-level screen scraping and web crawling framework. +* [:octocat: portia](https://github.com/scrapinghub/portia) - :star: 7869 :fork_and_knife: 1266 - Visual scraping for Scrapy. ## Web Frameworks -*Full stack web frameworks.* +*Traditional full stack web frameworks. Also see [RESTful API](https://github.com/vinta/awesome-python#restful-api).* -* [:earth_americas: Bottle](http://bottlepy.org/docs/dev/index.html) - A fast, simple and lightweight WSGI micro web-framework. -* [:earth_americas: CherryPy](http://www.cherrypy.org/) - A minimalist Python web framework, HTTP/1.1-compliant and WSGI thread-pooled. -* [:earth_americas: Django](https://www.djangoproject.com/) - The most popular web framework in Python. -* [:earth_americas: Flask](http://flask.pocoo.org/) - A microframework for Python. - * [:octocat: awesome-flask](https://github.com/humiaozuzu/awesome-flask) - :star: 9077 :fork_and_knife: 1356 -* [:earth_americas: Pyramid](http://www.pylonsproject.org/) - A small, fast, down-to-earth, open source Python web framework. - * [:octocat: awesome-pyramid](https://github.com/uralbash/awesome-pyramid) - :star: 487 :fork_and_knife: 54 -* [:earth_americas: Tornado](http://www.tornadoweb.org/en/latest/) - A Web framework and asynchronous networking library. -* [:earth_americas: TurboGears](http://www.turbogears.org/) - A microframework that can scale up to a full stack solution. +* Synchronous + * [:earth_americas: Django](https://www.djangoproject.com/) - The most popular web framework in Python. + * [:octocat: awesome-django](https://github.com/wsvincent/awesome-django) - :star: 2782 :fork_and_knife: 502 + * [:octocat: awesome-django](https://github.com/shahraizali/awesome-django) - :star: 434 :fork_and_knife: 83 + * [:earth_americas: Flask](http://flask.pocoo.org/) - A microframework for Python. + * [:octocat: awesome-flask](https://github.com/humiaozuzu/awesome-flask) - :star: 9095 :fork_and_knife: 1355 + * [:earth_americas: Pyramid](https://pylonsproject.org/) - A small, fast, down-to-earth, open source Python web framework. + * [:octocat: awesome-pyramid](https://github.com/uralbash/awesome-pyramid) - :star: 487 :fork_and_knife: 54 + * [:octocat: Masonite](https://github.com/MasoniteFramework/masonite) - :star: 1431 :fork_and_knife: 87 - The modern and developer centric Python web framework. +* Asynchronous + * [:earth_americas: Tornado](http://www.tornadoweb.org/en/latest/) - A web framework and asynchronous networking library. ## WebSocket *Libraries for working with WebSocket.* -* [:octocat: AutobahnPython](https://github.com/crossbario/autobahn-python) - :star: 2203 :fork_and_knife: 615 - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html). -* [:octocat: Crossbar](https://github.com/crossbario/crossbar/) - :star: 1762 :fork_and_knife: 254 - Open-source Unified Application Router (Websocket & WAMP for Python on Autobahn). -* [:octocat: django-socketio](https://github.com/stephenmcd/django-socketio) - :star: 1258 :fork_and_knife: 247 - WebSockets for Django. -* [:octocat: WebSocket-for-Python](https://github.com/Lawouach/WebSocket-for-Python) - :star: 1067 :fork_and_knife: 274 - WebSocket client and server library for Python 2 and 3 as well as PyPy. +* [:octocat: autobahn-python](https://github.com/crossbario/autobahn-python) - :star: 2205 :fork_and_knife: 616 - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html). +* [:octocat: channels](https://github.com/django/channels) - :star: 4532 :fork_and_knife: 624 - Developer-friendly asynchrony for Django. +* [:octocat: websockets](https://github.com/aaugustin/websockets) - :star: 2900 :fork_and_knife: 339 - A library for building WebSocket servers and clients with a focus on correctness and simplicity. -# Services +## WSGI Servers -Online tools and APIs to simplify development. +*WSGI-compatible web servers.* -## Continuous Integration - -*See: [awesome-CIandCD](https://github.com/ciandcd/awesome-ciandcd#online-build-system).* - -* [:earth_americas: CircleCI](https://circleci.com/) - A CI service that can run very fast parallel testing. (GitHub only) -* [:earth_americas: Travis CI](https://travis-ci.org) - A popular CI service for your open source and [private](https://travis-ci.com) projects. (GitHub only) -* [:earth_americas: Vexor CI](https://vexor.io) - A continuous integration tool for private apps with pay-per-minute billing model. -* [:earth_americas: Wercker](http://wercker.com/) - A Docker-based platform for building and deploying applications and microservices. - -## Code Quality - -* [:earth_americas: Codacy](https://www.codacy.com/) - Automated Code Review to ship better code, faster. Free for Open Source. -* [:earth_americas: Codecov](https://codecov.io/) - Code coverage dashboard. -* [:earth_americas: Landscape](https://landscape.io/) - Hosted continuous Python code metrics. -* [:earth_americas: QuantifiedCode](https://www.quantifiedcode.com/) - A data-driven, automated, continuous code review tool. +* [:octocat: bjoern](https://github.com/jonashaag/bjoern) - :star: 2400 :fork_and_knife: 175 - Asynchronous, very fast and written in C. +* [:octocat: gunicorn](https://github.com/benoitc/gunicorn) - :star: 7090 :fork_and_knife: 1328 - Pre-forked, partly written in C. +* [:earth_americas: uWSGI](https://uwsgi-docs.readthedocs.io/en/latest/) - A project aims at developing a full stack for building hosting services, written in C. +* [:octocat: waitress](https://github.com/Pylons/waitress) - :star: 814 :fork_and_knife: 116 - Multi-threaded, powers Pyramid. +* [:octocat: werkzeug](https://github.com/pallets/werkzeug) - :star: 5418 :fork_and_knife: 1473 - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects. # Resources -Where to discover new Python libraries. +Where to discover learning resources or new Python libraries. -## Podcasts +## Books -* [:earth_americas: Podcast.init](http://podcastinit.com/) -* [:earth_americas: Talk Python To Me](https://talkpython.fm/) - -## Twitter - -* [:earth_americas: @codetengu](https://twitter.com/codetengu) -* [:earth_americas: @getpy](https://twitter.com/getpy) -* [:earth_americas: @importpython](https://twitter.com/importpython) -* [:earth_americas: @planetpython](https://twitter.com/planetpython) -* [:earth_americas: @pycoders](https://twitter.com/pycoders) -* [:earth_americas: @pypi](https://twitter.com/pypi) -* [:earth_americas: @pythontrending](https://twitter.com/pythontrending) -* [:earth_americas: @PythonWeekly](https://twitter.com/PythonWeekly) +- [Fluent Python](https://www.oreilly.com/library/view/fluent-python/9781491946237/) ## Websites -* [:earth_americas: /r/CoolGithubProjects](https://www.reddit.com/r/coolgithubprojects/) -* [:earth_americas: /r/Python](https://www.reddit.com/r/python) -* [:earth_americas: Awesome Python @LibHunt](http://python.libhunt.com) -* [:earth_americas: Django Packages](https://www.djangopackages.com/) -* [:earth_americas: Full Stack Python](https://www.fullstackpython.com/) -* [:earth_americas: PyPI Ranking](http://pypi-ranking.info/alltime) -* [:earth_americas: Python 3 Wall of Superpowers](http://python3wos.appspot.com/) -* [:earth_americas: Python Hackers](http://pythonhackers.com/open-source/) -* [:earth_americas: Python ZEEF](https://python.zeef.com/alan.richmond) -* [:earth_americas: Python ????](http://python.ctolib.com) -* [:octocat: Trending Python repositories on GitHub today](https://github.com/trending?l=python) +* Tutorials + * [:earth_americas: Full Stack Python](https://www.fullstackpython.com/) + * [:earth_americas: Python Cheatsheet](https://www.pythoncheatsheet.org/) + * [:earth_americas: Real Python](https://realpython.com) + * [:earth_americas: The Hitchhiker’s Guide to Python](https://docs.python-guide.org/) +* Libraries + * [:earth_americas: Awesome Python @LibHunt](https://python.libhunt.com/) +* Others + * [:earth_americas: Python ZEEF](https://python.zeef.com/alan.richmond) + * [:earth_americas: Pythonic News](https://news.python.sc/) -## Weekly +## Newsletters -* [:earth_americas: CodeTengu Weekly](http://weekly.codetengu.com/) -* [:earth_americas: Import Python Newsletter](http://importpython.com/newsletter/) +* [:earth_americas: Awesome Python Newsletter](http://python.libhunt.com/newsletter) * [:earth_americas: Pycoder's Weekly](http://pycoders.com/) * [:earth_americas: Python Weekly](http://www.pythonweekly.com/) +* [:earth_americas: Python Tricks](https://realpython.com/python-tricks/) -# Other Awesome Lists +## Podcasts -List of lists. +* [:earth_americas: Django Chat](https://djangochat.com/) +* [:earth_americas: Podcast.\_\_init__](https://podcastinit.com/) +* [:earth_americas: Python Bytes](https://pythonbytes.fm) +* [:earth_americas: Running in Production](https://runninginproduction.com/) +* [:earth_americas: Talk Python To Me](https://talkpython.fm/) +* [:earth_americas: Test and Code](https://testandcode.com/) +* [:earth_americas: The Real Python Podcast](https://realpython.com/podcasts/rpp/) -* Monty - * [:octocat: awesome](https://github.com/sindresorhus/awesome) - :star: 138923 :fork_and_knife: 18466 - * [:octocat: lists](https://github.com/jnv/lists) - :star: 6695 :fork_and_knife: 576 -* Python - * [:octocat: pycrumbs](https://github.com/kirang89/pycrumbs) - :star: 2968 :fork_and_knife: 685 - * [:octocat: python-github-projects](https://github.com/checkcheckzz/python-github-projects) - :star: 639 :fork_and_knife: 196 - * [:octocat: python_reference](https://github.com/rasbt/python_reference) - :star: 2263 :fork_and_knife: 614 - * [:octocat: pythonidae](https://github.com/svaksha/pythonidae) - :star: 750 :fork_and_knife: 168 +# Contributing +Your contributions are always welcome! + +If you find out any repo has been outdate or its link has not valid anymore, please open a pull request. I will merge it soon. + +If you want to add a new repo, please go to [awesome-python](https://github.com/vinta/awesome-python) and create a pull request first.