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@ -127,13 +127,13 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: Warehouse](https://warehouse.python.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/) - PyPI server and packaging/testing/release tool.
* [:octocat: localshop](https://github.com/mvantellingen/localshop) - Local PyPI server (custom packages and auto-mirroring of pypi). :star: 248 :fork_and_knife: 88
* [:octocat: localshop](https://github.com/mvantellingen/localshop) - Local PyPI server (custom packages and auto-mirroring of pypi). :star: 248 :fork_and_knife: 89
## Distribution
*Libraries to create packaged executables for release distribution.*
* [:octocat: PyInstaller](https://github.com/pyinstaller/pyinstaller) - Converts Python programs into stand-alone executables (cross-platform). :star: 1126 :fork_and_knife: 323
* [:octocat: PyInstaller](https://github.com/pyinstaller/pyinstaller) - Converts Python programs into stand-alone executables (cross-platform). :star: 1130 :fork_and_knife: 322
* [:earth_americas: dh-virtualenv](http://dh-virtualenv.readthedocs.org/) - 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).
@ -148,14 +148,14 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [: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: fabricate](https://code.google.com/p/fabricate/) - A build tool that finds dependencies automatically for any language.
* [:octocat: PlatformIO](https://github.com/ivankravets/platformio) - A console tool to build code with different development platforms. :star: 267 :fork_and_knife: 29
* [:octocat: PyBuilder](https://github.com/pybuilder/pybuilder) - A continuous build tool written in pure Python. :star: 467 :fork_and_knife: 113
* [:octocat: PyBuilder](https://github.com/pybuilder/pybuilder) - A continuous build tool written in pure Python. :star: 469 :fork_and_knife: 113
* [:earth_americas: SCons](http://www.scons.org/) - A software construction tool.
## Interactive Interpreter
*Interactive Python interpreters (REPL).*
* [:octocat: IPython](https://github.com/ipython/ipython) - A rich toolkit to help you make the most out of using Python interactively. :star: 7464 :fork_and_knife: 2204
* [:octocat: IPython](https://github.com/ipython/ipython) - A rich toolkit to help you make the most out of using Python interactively. :star: 7468 :fork_and_knife: 2206
* [:earth_americas: bpython](http://bpython-interpreter.org) – A fancy interface to the Python interpreter.
* [:octocat: ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit). :star: 771 :fork_and_knife: 19
@ -165,17 +165,17 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [: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) - A module wrapper for [os.path](https://docs.python.org/2/library/os.path.html). :star: 529 :fork_and_knife: 72
* [:octocat: path.py](https://github.com/jaraco/path.py) - A module wrapper for [os.path](https://docs.python.org/2/library/os.path.html). :star: 529 :fork_and_knife: 73
* [: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) - A Python interface to the libmagic file type identification library. :star: 515 :fork_and_knife: 84
* [:octocat: Unipath](https://github.com/mikeorr/Unipath) - An object-oriented approach to file/directory operations. :star: 315 :fork_and_knife: 27
* [:octocat: watchdog](https://github.com/gorakhargosh/watchdog) - API and shell utilities to monitor file system events. :star: 1778 :fork_and_knife: 239
* [:octocat: watchdog](https://github.com/gorakhargosh/watchdog) - API and shell utilities to monitor file system events. :star: 1779 :fork_and_knife: 239
## Date and Time
*Libraries for working with dates and times.*
* [:octocat: arrow](https://github.com/crsmithdev/arrow) - Better dates & times for Python. :star: 2503 :fork_and_knife: 212
* [:octocat: arrow](https://github.com/crsmithdev/arrow) - Better dates & times for Python. :star: 2504 :fork_and_knife: 212
* [:octocat: Chronyk](https://github.com/KoffeinFlummi/Chronyk) - A Python 3 library for parsing human-written times and dates. :star: 203 :fork_and_knife: 7
* [:earth_americas: dateutil](https://pypi.python.org/pypi/python-dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/2/library/datetime.html) module.
* [:octocat: delorean](https://github.com/myusuf3/delorean/) - A library for clearing up the inconvenient truths that arise dealing with datetimes. :star: 833 :fork_and_knife: 48
@ -192,7 +192,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: chardet](https://github.com/chardet/chardet) - Python 2/3 compatible character encoding detector. :star: 368 :fork_and_knife: 60
* [:earth_americas: difflib](https://docs.python.org/2/library/difflib.html) - (Python standard library) Helpers for computing deltas.
* [:earth_americas: esmre](https://code.google.com/p/esmre/) - Regular expression accelerator.
* [:octocat: ftfy](https://github.com/LuminosoInsight/python-ftfy) - Makes Unicode text less broken and more consistent automagically. :star: 1015 :fork_and_knife: 36
* [:octocat: ftfy](https://github.com/LuminosoInsight/python-ftfy) - Makes Unicode text less broken and more consistent automagically. :star: 1017 :fork_and_knife: 36
* [:octocat: fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) - Fuzzy String Matching. :star: 1963 :fork_and_knife: 175
* [:octocat: Levenshtein](https://github.com/ztane/python-Levenshtein/) - Fast computation of Levenshtein distance and string similarity. :star: 149 :fork_and_knife: 32
* [:octocat: pangu.py](https://github.com/vinta/pangu.py) - Spacing texts for CJK and alphanumerics. :star: 30 :fork_and_knife: 6
@ -200,13 +200,13 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: shortuuid](https://github.com/stochastic-technologies/shortuuid) - A generator library for concise, unambiguous and URL-safe UUIDs. :star: 488 :fork_and_knife: 35
* [:earth_americas: unidecode](https://pypi.python.org/pypi/Unidecode) - ASCII transliterations of Unicode text.
* [:octocat: uniout](https://github.com/moskytw/uniout) - Print readable chars instead of the escaped string. :star: 70 :fork_and_knife: 6
* [:octocat: xpinyin](https://github.com/lxneng/xpinyin) - A library to translate Chinese hanzi (漢字) to pinyin (拼音). :star: 248 :fork_and_knife: 65
* [:octocat: xpinyin](https://github.com/lxneng/xpinyin) - A library to translate Chinese hanzi (漢字) to pinyin (拼音). :star: 248 :fork_and_knife: 66
* Slugify
* [:octocat: awesome-slugify](https://github.com/dimka665/awesome-slugify) - A Python slugify library that can preserve unicode. :star: 223 :fork_and_knife: 15
* [:octocat: python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII. :star: 172 :fork_and_knife: 25
* [:octocat: unicode-slugify](https://github.com/mozilla/unicode-slugify) - A slugifier that generates unicode slugs with Django as a dependency. :star: 169 :fork_and_knife: 29
* Parser
* [:octocat: phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - Parsing, formatting, storing and validating international phone numbers. :star: 971 :fork_and_knife: 124
* [:octocat: phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - Parsing, formatting, storing and validating international phone numbers. :star: 972 :fork_and_knife: 124
* [: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.
@ -219,12 +219,12 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for parsing and manipulating specific text formats.*
* General
* [:octocat: tablib](https://github.com/kennethreitz/tablib) - A module for Tabular Datasets in XLS, CSV, JSON, YAML. :star: 1568 :fork_and_knife: 218
* [:octocat: tablib](https://github.com/kennethreitz/tablib) - A module for Tabular Datasets in XLS, CSV, JSON, YAML. :star: 1568 :fork_and_knife: 219
* Office
* [:octocat: Marmir](https://github.com/brianray/mm) - Takes Python data structures and turns them into spreadsheets. :star: 109 :fork_and_knife: 15
* [:earth_americas: openpyxl](https://openpyxl.readthedocs.org/en/latest/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
* [:octocat: python-docx](https://github.com/python-openxml/python-docx) - Reads, queries and modifies Microsoft Word 2007/2008 docx files. :star: 356 :fork_and_knife: 127
* [:octocat: unoconv](https://github.com/dagwieers/unoconv) - Convert between any document format supported by LibreOffice/OpenOffice. :star: 586 :fork_and_knife: 194
* [:octocat: unoconv](https://github.com/dagwieers/unoconv) - Convert between any document format supported by LibreOffice/OpenOffice. :star: 587 :fork_and_knife: 194
* [:earth_americas: XlsxWriter](https://xlsxwriter.readthedocs.org/) - 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) - Writing and reading data and formatting information from Excel files. :star: 435 :fork_and_knife: 150
@ -247,10 +247,10 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for working with human languages.*
* [:earth_americas: NLTK](http://www.nltk.org/) - A leading platform for building Python programs to work with human language data.
* [:octocat: jieba](https://github.com/fxsjy/jieba) - Chinese Words Segmentation Utilities. :star: 3648 :fork_and_knife: 1138
* [:octocat: langid.py](https://github.com/saffsd/langid.py) - Stand-alone language identification system. :star: 425 :fork_and_knife: 75
* [:octocat: jieba](https://github.com/fxsjy/jieba) - Chinese Words Segmentation Utilities. :star: 3650 :fork_and_knife: 1140
* [:octocat: langid.py](https://github.com/saffsd/langid.py) - Stand-alone language identification system. :star: 426 :fork_and_knife: 76
* [:earth_americas: Pattern](http://www.clips.ua.ac.be/pattern) - A web mining module for the Python.
* [:octocat: SnowNLP](https://github.com/isnowfy/snownlp) - A library for processing Chinese text. :star: 978 :fork_and_knife: 263
* [:octocat: SnowNLP](https://github.com/isnowfy/snownlp) - A library for processing Chinese text. :star: 979 :fork_and_knife: 265
* [:earth_americas: TextBlob](http://textblob.readthedocs.org/) - Providing a consistent API for diving into common NLP tasks.
## Documentation
@ -281,22 +281,22 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: click](http://click.pocoo.org/) - 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.
* [:earth_americas: Clime](http://clime.mosky.tw) – Clime lets you convert any module into a multi-command CLI program without any configuration.
* [:octocat: clint](https://github.com/kennethreitz/clint) - Python Command-line Application Tools. :star: 1787 :fork_and_knife: 167
* [:octocat: clint](https://github.com/kennethreitz/clint) - Python Command-line Application Tools. :star: 1788 :fork_and_knife: 167
* [: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) - Turn command line programs into a full GUI application with one line :star: 3655 :fork_and_knife: 172
* [:octocat: Gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line :star: 3658 :fork_and_knife: 173
* [:earth_americas: pyCLI](https://pythonhosted.org/pyCLI/) - Command-line applications supporting standard command line parsing, logging, unit and functional testing.
* [:octocat: python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit) - A Library for building powerful interactive command lines. :star: 1681 :fork_and_knife: 75
* Productivity Tools
* [:octocat: bashplotlib](https://github.com/glamp/bashplotlib) - Making basic plots in the terminal. It's a quick way to visualize data without GUI. :star: 303 :fork_and_knife: 22
* [:octocat: caniusepython3](https://github.com/brettcannon/caniusepython3) - Determine what projects are blocking you from porting to Python 3. :star: 206 :fork_and_knife: 21
* [:octocat: cookiecutter](https://github.com/audreyr/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects. :star: 2275 :fork_and_knife: 274
* [:octocat: caniusepython3](https://github.com/brettcannon/caniusepython3) - Determine what projects are blocking you from porting to Python 3. :star: 207 :fork_and_knife: 20
* [:octocat: cookiecutter](https://github.com/audreyr/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects. :star: 2276 :fork_and_knife: 275
* [:octocat: doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal. :star: 594 :fork_and_knife: 17
* [:octocat: httpie](https://github.com/jakubroztocil/httpie) - A command line HTTP client, a user-friendly cURL replacement. :star: 17764 :fork_and_knife: 1004
* [:octocat: PathPicker](https://github.com/facebook/PathPicker) - Select files out of bash output. :star: 2501 :fork_and_knife: 115
* [:octocat: percol](https://github.com/mooz/percol) - Adds flavor of interactive selection to the traditional pipe concept on UNIX. :star: 1772 :fork_and_knife: 71
* [:octocat: httpie](https://github.com/jakubroztocil/httpie) - A command line HTTP client, a user-friendly cURL replacement. :star: 17772 :fork_and_knife: 1006
* [:octocat: PathPicker](https://github.com/facebook/PathPicker) - Select files out of bash output. :star: 2505 :fork_and_knife: 115
* [:octocat: percol](https://github.com/mooz/percol) - Adds flavor of interactive selection to the traditional pipe concept on UNIX. :star: 1773 :fork_and_knife: 71
* [:earth_americas: RainbowStream](http://www.rainbowstream.org/) - Smart and nice Twitter client on terminal.
* [:octocat: thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command. :star: 13547 :fork_and_knife: 640
* [:octocat: thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command. :star: 13555 :fork_and_knife: 640
## Downloader
@ -317,13 +317,13 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: pillow](http://pillow.readthedocs.org/) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
* [:octocat: hmap](https://github.com/rossgoodwin/hmap) - Image histogram remapping. :star: 97 :fork_and_knife: 5
* [:earth_americas: imgSeek](http://www.imgseek.net/) - A project for searching a collection of images using visual similarity.
* [:octocat: nude.py](https://github.com/hhatto/nude.py) - Nudity detection. :star: 274 :fork_and_knife: 28
* [:octocat: nude.py](https://github.com/hhatto/nude.py) - Nudity detection. :star: 275 :fork_and_knife: 28
* [:earth_americas: pyBarcode](https://pythonhosted.org/pyBarcode/) - Create barcodes in Python without needing PIL.
* [:octocat: pygram](https://github.com/ajkumar25/pygram) - Instagram-like image filters. :star: 31 :fork_and_knife: 3
* [:octocat: pygram](https://github.com/ajkumar25/pygram) - Instagram-like image filters. :star: 31 :fork_and_knife: 4
* [:octocat: python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator. :star: 722 :fork_and_knife: 169
* [:octocat: Quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees. :star: 486 :fork_and_knife: 34
* [:earth_americas: scikit-image](http://scikit-image.org/) - A Python library for (scientific) image processing.
* [:octocat: thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images. :star: 3281 :fork_and_knife: 304
* [:octocat: thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images. :star: 3282 :fork_and_knife: 304
* [:octocat: wand](https://github.com/dahlia/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick. :star: 476 :fork_and_knife: 112
## OCR
@ -331,7 +331,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for Optical Character Recognition.*
* [:octocat: pyocr](https://github.com/jflesch/pyocr) - A wrapper for Tesseract and Cuneiform. :star: 151 :fork_and_knife: 36
* [:octocat: pytesseract](https://github.com/madmaze/pytesseract) - Another wrapper for Google Tesseract OCR. :star: 257 :fork_and_knife: 69
* [:octocat: pytesseract](https://github.com/madmaze/pytesseract) - Another wrapper for Google Tesseract OCR. :star: 258 :fork_and_knife: 69
* [:earth_americas: python-tesseract](https://code.google.com/p/python-tesseract) - A wrapper class for [Google Tesseract OCR](https://code.google.com/p/tesseract-ocr/).
## Audio
@ -347,8 +347,8 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [: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) - A module for parsing m3u8 file. :star: 119 :fork_and_knife: 50
* [:earth_americas: mutagen](https://bitbucket.org/lazka/mutagen) - A Python module to handle audio metadata.
* [:octocat: pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface. :star: 1207 :fork_and_knife: 110
* [:octocat: pyechonest](https://github.com/echonest/pyechonest) - Python client for the [Echo Nest](http://developer.echonest.com/docs/) API. :star: 479 :fork_and_knife: 889
* [:octocat: pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface. :star: 1209 :fork_and_knife: 109
* [:octocat: pyechonest](https://github.com/echonest/pyechonest) - Python client for the [Echo Nest](http://developer.echonest.com/docs/) API. :star: 480 :fork_and_knife: 889
* [:earth_americas: talkbox](http://scikits.appspot.com/talkbox) - A Python library for speech/signal processing.
* [:octocat: TimeSide](https://github.com/yomguy/TimeSide) - Open web audio processing framework. :star: 124 :fork_and_knife: 14
* [:octocat: tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files. :star: 136 :fork_and_knife: 14
@ -377,10 +377,10 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for working with HTTP.*
* [:earth_americas: requests](http://docs.python-requests.org/) - HTTP Requests for Humans™.
* [:octocat: grequests](https://github.com/kennethreitz/grequests) - requests + gevent for asynchronous HTTP requests. :star: 1108 :fork_and_knife: 131
* [:octocat: grequests](https://github.com/kennethreitz/grequests) - requests + gevent for asynchronous HTTP requests. :star: 1109 :fork_and_knife: 132
* [:octocat: httplib2](https://github.com/jcgregorio/httplib2) - Comprehensive HTTP client library. :star: 283 :fork_and_knife: 139
* [:octocat: treq](https://github.com/dreid/treq) - Python requests like API built on top of Twisted's HTTP client. :star: 208 :fork_and_knife: 58
* [:octocat: urllib3](https://github.com/shazow/urllib3) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly. :star: 902 :fork_and_knife: 273
* [:octocat: urllib3](https://github.com/shazow/urllib3) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly. :star: 904 :fork_and_knife: 273
## Database
@ -388,7 +388,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: pickleDB](https://pythonhosted.org/pickleDB/) - A simple and lightweight key-value store for Python.
* [:earth_americas: PipelineDB](http://www.pipelinedb.com/) - The Streaming SQL Database.
* [:octocat: TinyDB](https://github.com/msiemens/tinydb) - A tiny, document-oriented database. :star: 526 :fork_and_knife: 38
* [:octocat: TinyDB](https://github.com/msiemens/tinydb) - A tiny, document-oriented database. :star: 526 :fork_and_knife: 37
* [:earth_americas: ZODB](http://www.zodb.org/) - A native object database for Python. A key-value and object graph database.
## Database Drivers
@ -403,7 +403,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - mysql-python fork supporting Python 3. :star: 168 :fork_and_knife: 17
* [:earth_americas: oursql](https://pythonhosted.org/oursql/) - A better MySQL connector with support for native prepared statements and BLOBs.
* [:earth_americas: psycopg2](http://initd.org/psycopg/) - The most popular PostgreSQL adapter for Python.
* [:octocat: PyMySQL](https://github.com/PyMySQL/PyMySQL) - Pure Python MySQL driver compatible to mysql-python. :star: 1202 :fork_and_knife: 283
* [:octocat: PyMySQL](https://github.com/PyMySQL/PyMySQL) - Pure Python MySQL driver compatible to mysql-python. :star: 1203 :fork_and_knife: 283
* [:octocat: queries](https://github.com/gmr/queries) - A wrapper of the psycopg2 library for interacting with PostgreSQL. :star: 109 :fork_and_knife: 7
* [:earth_americas: txpostgres](http://txpostgres.readthedocs.org/) - Twisted based asynchronous driver for PostgreSQL.
* NoSQL Databases
@ -413,7 +413,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: py2neo](http://book.py2neo.org/) - Python wrapper client for Neo4j's restful interface.
* [:octocat: pycassa](https://github.com/pycassa/pycassa) - Python Thrift driver for Cassandra. :star: 488 :fork_and_knife: 133
* [:earth_americas: PyMongo](http://docs.mongodb.org/ecosystem/drivers/python/) - The official Python client for MongoDB.
* [:octocat: redis-py](https://github.com/andymccurdy/redis-py) - The Redis Python Client. :star: 3553 :fork_and_knife: 870
* [:octocat: redis-py](https://github.com/andymccurdy/redis-py) - The Redis Python Client. :star: 3554 :fork_and_knife: 871
* [:octocat: telephus](https://github.com/driftx/Telephus) - Twisted based client for Cassandra. :star: 90 :fork_and_knife: 33
* [:octocat: txRedis](https://github.com/deldotdr/txRedis) - Twisted based client for Redis. :star: 95 :fork_and_knife: 30
@ -425,10 +425,10 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [: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: 895 :fork_and_knife: 56
* [:octocat: peewee](https://github.com/coleifer/peewee) - A small, expressive ORM. :star: 2162 :fork_and_knife: 357
* [:octocat: peewee](https://github.com/coleifer/peewee) - A small, expressive ORM. :star: 2163 :fork_and_knife: 357
* [:earth_americas: PonyORM](http://ponyorm.com) - ORM that provides a generator-oriented interface to SQL.
* NoSQL Databases
* [:octocat: django-mongodb-engine](https://github.com/django-nonrel/mongodb-engine) - Django MongoDB Backend. :star: 570 :fork_and_knife: 177
* [:octocat: django-mongodb-engine](https://github.com/django-nonrel/mongodb-engine) - Django MongoDB Backend. :star: 570 :fork_and_knife: 176
* [:octocat: PynamoDB](https://github.com/jlafon/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/). :star: 128 :fork_and_knife: 38
* [:octocat: flywheel](https://github.com/mathcamp/flywheel) - Object mapper for Amazon DynamoDB. :star: 38 :fork_and_knife: 6
* [:earth_americas: MongoEngine](http://mongoengine.org/) - A Python Object-Document-Mapper for working with MongoDB.
@ -442,9 +442,9 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Full stack web frameworks.*
* [:earth_americas: Django](https://www.djangoproject.com/) - The most popular web framework in Python.
* [:octocat: awesome-django](https://github.com/rosarior/awesome-django) :star: 2677 :fork_and_knife: 402
* [:octocat: awesome-django](https://github.com/rosarior/awesome-django) :star: 2681 :fork_and_knife: 402
* [:earth_americas: Flask](http://flask.pocoo.org/) - A microframework for Python.
* [:octocat: awesome-flask](https://github.com/humiaozuzu/awesome-flask) :star: 1441 :fork_and_knife: 186
* [:octocat: awesome-flask](https://github.com/humiaozuzu/awesome-flask) :star: 1441 :fork_and_knife: 188
* [:earth_americas: Pyramid](http://www.pylonsproject.org/) - A small, fast, down-to-earth, open source Python web framework.
* [:octocat: awesome-pyramid](https://github.com/ITCase/awesome-pyramid) :star: 174 :fork_and_knife: 17
* [:earth_americas: Bluebream](http://bluebream.zope.org/) - An open-source web application server, framework and library, formerly known as Zope 3.
@ -504,7 +504,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: flask-restless](https://flask-restless.readthedocs.org/en/latest/) - Generating RESTful APIs for database models defined with SQLAlchemy.
* [:octocat: flask-api-utils](https://github.com/marselester/flask-api-utils) - Flask extension that takes care of API representation and authentication. :star: 18 :fork_and_knife: 2
* [:earth_americas: falcon](http://falconframework.org/) - A high-performance Python framework for building cloud APIs and web app backends.
* [:octocat: eve](https://github.com/nicolaiarocci/eve) - REST API framework powered by Flask, MongoDB and good intentions. :star: 2583 :fork_and_knife: 354
* [:octocat: eve](https://github.com/nicolaiarocci/eve) - REST API framework powered by Flask, MongoDB and good intentions. :star: 2583 :fork_and_knife: 353
* [:octocat: sandman](https://github.com/jeffknupp/sandman) - Automated REST APIs for existing database-driven systems. :star: 2088 :fork_and_knife: 162
* [:earth_americas: restless](http://restless.readthedocs.org/en/latest/) - Framework agnostic REST framework based on lessons learned from TastyPie.
* [:octocat: savory-pie](https://github.com/RueLaLa/savory-pie/) - REST API building library (Django, and others) :star: 6 :fork_and_knife: 7
@ -517,18 +517,18 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* 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) - Authentication app for Django that "just works." :star: 1957 :fork_and_knife: 706
* [:octocat: django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - OAuth2 goodies for the Djangonauts. :star: 547 :fork_and_knife: 172
* [:octocat: django-allauth](https://github.com/pennersr/django-allauth) - Authentication app for Django that "just works." :star: 1959 :fork_and_knife: 706
* [:octocat: django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - OAuth2 goodies for the Djangonauts. :star: 548 :fork_and_knife: 172
* [:octocat: django-oauth2-provider](https://github.com/caffeinehit/django-oauth2-provider) - Providing OAuth2 access to Django app. :star: 270 :fork_and_knife: 201
* [:octocat: Flask-OAuthlib](https://github.com/lepture/flask-oauthlib) - OAuth 1.0/a, 2.0 implementation of client and provider for Flask. :star: 535 :fork_and_knife: 159
* [:octocat: OAuthLib](https://github.com/idan/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic. :star: 958 :fork_and_knife: 216
* [:octocat: OAuthLib](https://github.com/idan/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic. :star: 958 :fork_and_knife: 217
* [:octocat: python-oauth2](https://github.com/simplegeo/python-oauth2) - A fully tested, abstract interface to creating OAuth clients and servers. :star: 2278 :fork_and_knife: 902
* [:octocat: python-social-auth](https://github.com/omab/python-social-auth) - An easy-to-setup social authentication mechanism. :star: 1855 :fork_and_knife: 765
* [:octocat: rauth](https://github.com/litl/rauth) - A Python library for OAuth 1.0/a, 2.0, and Ofly. :star: 1369 :fork_and_knife: 140
* [:octocat: sanction](https://github.com/demianbrecht/sanction) - A dead simple OAuth2 client implementation. :star: 136 :fork_and_knife: 34
* Others
* [:octocat: jose](https://github.com/demonware/jose) - JavaScript Object Signing and Encryption draft implementation. :star: 28 :fork_and_knife: 10
* [:octocat: PyJWT](https://github.com/progrium/pyjwt) - Implementation of the JSON Web Token draft 01. :star: 515 :fork_and_knife: 89
* [:octocat: PyJWT](https://github.com/progrium/pyjwt) - Implementation of the JSON Web Token draft 01. :star: 516 :fork_and_knife: 89
* [:octocat: python-jws](https://github.com/brianloveswords/python-jws) - Implementation of JSON Web Signatures draft 02. :star: 30 :fork_and_knife: 12
* [:octocat: python-jwt](https://github.com/davedoesdev/python-jwt) - Module for generating and verifying JSON Web Tokens. :star: 73 :fork_and_knife: 7
@ -536,7 +536,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries and tools for templating and lexing.*
* [:octocat: Jinja2](https://github.com/mitsuhiko/jinja2) - A modern and designer friendly templating language. :star: 2690 :fork_and_knife: 553
* [:octocat: Jinja2](https://github.com/mitsuhiko/jinja2) - A modern and designer friendly templating language. :star: 2691 :fork_and_knife: 553
* [:earth_americas: Chameleon](https://chameleon.readthedocs.org/) - An HTML/XML template engine. Modeled after ZPT, optimized for speed.
* [:earth_americas: Genshi](http://genshi.edgewall.org/) - Python templating toolkit for generation of web-aware output.
* [:earth_americas: Mako](http://www.makotemplates.org/) - Hyperfast and lightweight templating for the Python platform.
@ -547,7 +547,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for working with event and 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) - Little multi-threaded task queue. :star: 730 :fork_and_knife: 68
* [:octocat: huey](https://github.com/coleifer/huey) - Little multi-threaded task queue. :star: 731 :fork_and_knife: 68
* [:octocat: mrq](https://github.com/pricingassistant/mrq) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. :star: 299 :fork_and_knife: 15
* [:earth_americas: rq](http://python-rq.org/) - Simple job queues for Python.
* [:octocat: simpleq](https://github.com/rdegges/simpleq) - A simple, infinitely scalable, Amazon SQS based queue. :star: 87 :fork_and_knife: 5
@ -556,9 +556,9 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries and software for indexing and performing search queries on data.*
* [:octocat: django-haystack](https://github.com/toastdriven/django-haystack) - Modular search for Django. :star: 1794 :fork_and_knife: 761
* [:octocat: django-haystack](https://github.com/toastdriven/django-haystack) - Modular search for Django. :star: 1794 :fork_and_knife: 762
* [:earth_americas: elasticsearch-py](http://www.elasticsearch.org/guide/en/elasticsearch/client/python-api/current/) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
* [:octocat: elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch. :star: 506 :fork_and_knife: 120
* [:octocat: elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch. :star: 507 :fork_and_knife: 120
* [:earth_americas: solrpy](https://code.google.com/p/solrpy/) - A Python client for [solr](http://lucene.apache.org/solr/).
* [:earth_americas: Whoosh](http://whoosh.readthedocs.org/) - A fast, pure Python search engine library.
@ -567,13 +567,13 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for building user's activities.*
* [:octocat: django-activity-stream](https://github.com/justquick/django-activity-stream) - Generate generic activity streams from the actions on your site. :star: 899 :fork_and_knife: 271
* [:octocat: Feedly](https://github.com/tschellenbach/Feedly) - A library to build newsfeed and notification systems using Cassandra and Redis. :star: 1740 :fork_and_knife: 208
* [:octocat: Feedly](https://github.com/tschellenbach/Feedly) - A library to build newsfeed and notification systems using Cassandra and Redis. :star: 1743 :fork_and_knife: 208
## Asset Management
*Tools for managing, compressing and minifying website assets.*
* [:octocat: django-compressor](https://github.com/django-compressor/django-compressor) - Compresses linked and inline JavaScript or CSS into a single cached file. :star: 1551 :fork_and_knife: 439
* [:octocat: django-compressor](https://github.com/django-compressor/django-compressor) - Compresses linked and inline JavaScript or CSS into a single cached file. :star: 1551 :fork_and_knife: 440
* [:earth_americas: django-storages](http://code.larlet.fr/django-storages/) - A collection of custom storage back ends for Django.
* [:earth_americas: fanstatic](http://www.fanstatic.org/) - Packages, optimizes, and serves static file dependencies as Python packages.
* [:earth_americas: File Conveyor](http://fileconveyor.org/) - A daemon to detect and sync files to CDNs, S3 and FTP.
@ -636,13 +636,13 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: BeautifulSoup](http://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
* [:earth_americas: bleach](http://bleach.readthedocs.org/) - 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) - A standards-compliant library for parsing and serializing HTML documents and fragments. :star: 367 :fork_and_knife: 88
* [:octocat: html5lib](https://github.com/html5lib/html5lib-python) - A standards-compliant library for parsing and serializing HTML documents and fragments. :star: 368 :fork_and_knife: 88
* [: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/mitsuhiko/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python. :star: 93 :fork_and_knife: 39
* [:octocat: pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML. :star: 759 :fork_and_knife: 72
* [:octocat: pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML. :star: 760 :fork_and_knife: 72
* [:octocat: untangle](https://github.com/stchris/untangle) - Converts XML documents to Python objects for easy access. :star: 112 :fork_and_knife: 12
* [:octocat: xhtml2pdf](https://github.com/chrisglass/xhtml2pdf) - HTML/CSS to PDF converter. :star: 1019 :fork_and_knife: 359
* [:octocat: xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON. :star: 1734 :fork_and_knife: 159
* [:octocat: xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON. :star: 1736 :fork_and_knife: 159
## Web Crawling
@ -655,7 +655,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: Grab](http://grablib.org/) - Site scraping framework.
* [:octocat: MechanicalSoup](https://github.com/hickford/MechanicalSoup) - A Python library for automating interaction with websites. :star: 1221 :fork_and_knife: 40
* [:octocat: portia](https://github.com/scrapinghub/portia) - Visual scraping for Scrapy. :star: 3414 :fork_and_knife: 470
* [:octocat: pyspider](https://github.com/binux/pyspider) - A powerful spider system. :star: 5154 :fork_and_knife: 1196
* [:octocat: pyspider](https://github.com/binux/pyspider) - A powerful spider system. :star: 5161 :fork_and_knife: 1198
* [:octocat: RoboBrowser](https://github.com/jmcarp/robobrowser) - A simple, Pythonic library for browsing the web without a standalone web browser. :star: 1068 :fork_and_knife: 78
## Web Content Extracting
@ -666,12 +666,12 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text. :star: 133 :fork_and_knife: 33
* [:octocat: lassie](https://github.com/michaelhelmick/lassie) - Web Content Retrieval for Humans. :star: 288 :fork_and_knife: 16
* [:octocat: micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs. :star: 265 :fork_and_knife: 40
* [:octocat: newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python. :star: 2518 :fork_and_knife: 314
* [:octocat: newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python. :star: 2519 :fork_and_knife: 314
* [:octocat: opengraph](https://github.com/erikriver/opengraph) - A Python module to parse the Open Graph Protocol :star: 57 :fork_and_knife: 35
* [:octocat: python-goose](https://github.com/grangier/python-goose) - HTML Content/Article Extractor. :star: 1562 :fork_and_knife: 352
* [:octocat: python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool. :star: 737 :fork_and_knife: 156
* [:octocat: sanitize](https://github.com/Alir3z4/sanitize) - Bringing sanity to world of messed-up data. :star: 10 :fork_and_knife: 0
* [:octocat: sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages. :star: 227 :fork_and_knife: 45
* [:octocat: sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages. :star: 228 :fork_and_knife: 45
* [:octocat: textract](https://github.com/deanmalmgren/textract) - Extract text from any document, Word, PowerPoint, PDFs, etc. :star: 1605 :fork_and_knife: 124
## Forms
@ -679,7 +679,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for working with forms.*
* [:earth_americas: Deform](http://deform.readthedocs.org/) - Python HTML form generation library influenced by the formish form generation library.
* [:octocat: django-bootstrap3](https://github.com/dyve/django-bootstrap3) - Bootstrap 3 integration with Django. :star: 1105 :fork_and_knife: 346
* [:octocat: django-bootstrap3](https://github.com/dyve/django-bootstrap3) - Bootstrap 3 integration with Django. :star: 1106 :fork_and_knife: 346
* [:earth_americas: django-crispy-forms](http://django-crispy-forms.readthedocs.org/) - 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) - A platform independent Django form serializer. :star: 135 :fork_and_knife: 59
* [:earth_americas: WTForms-JSON](http://wtforms-json.readthedocs.org/) - A WTForms extension for JSON data handling.
@ -692,7 +692,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: Cerberus](http://python-cerberus.org) - A mappings-validator with a variety of rules, normalization-features and simple customization that uses a pythonic schema-definition.
* [:earth_americas: colander](http://docs.pylonsproject.org/projects/colander/) - A system for validating and deserializing data obtained via XML, JSON, an HTML form post or any other equally simple data serialization.
* [:octocat: kmatch](https://github.com/ambitioninc/kmatch) - A language for matching/validating/filtering Python dictionaries. :star: 35 :fork_and_knife: 4
* [:octocat: schema](https://github.com/halst/schema) - A library for validating Python data structures. :star: 630 :fork_and_knife: 56
* [:octocat: schema](https://github.com/halst/schema) - A library for validating Python data structures. :star: 630 :fork_and_knife: 58
* [:octocat: Schematics](https://github.com/schematics/schematics) - Data Structure Validation. :star: 1433 :fork_and_knife: 182
* [:octocat: valideer](https://github.com/podio/valideer) - Lightweight extensible data validation and adaptation library. :star: 143 :fork_and_knife: 7
* [:octocat: voluptuous](https://github.com/alecthomas/voluptuous) - A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc. :star: 452 :fork_and_knife: 72
@ -716,11 +716,11 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: Ajenti](https://github.com/Eugeny/ajenti) - The admin panel your servers deserve. :star: 54 :fork_and_knife: 12
* [:earth_americas: django-suit](http://djangosuit.com/) - Alternative Django Admin-Interface (free only for Non-commercial use).
* [:octocat: django-xadmin](https://github.com/sshwsfc/django-xadmin) - Drop-in replacement of Django admin comes with lots of goodies. :star: 1396 :fork_and_knife: 427
* [:octocat: django-xadmin](https://github.com/sshwsfc/django-xadmin) - Drop-in replacement of Django admin comes with lots of goodies. :star: 1397 :fork_and_knife: 427
* [:octocat: flask-admin](https://github.com/mrjoes/flask-admin) - Simple and extensible administrative interface framework for Flask. :star: 18 :fork_and_knife: 5
* [:octocat: flower](https://github.com/mher/flower) - Real-time monitor and web admin for Celery. :star: 1381 :fork_and_knife: 248
* [:earth_americas: Grappelli](http://grappelliproject.com) – A jazzy skin for the Django Admin-Interface.
* [:octocat: Wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts. :star: 472 :fork_and_knife: 25
* [:octocat: Wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts. :star: 474 :fork_and_knife: 25
## Static Site Generator
@ -748,7 +748,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: threading](https://docs.python.org/2/library/threading.html) - (Python standard library) Higher-level threading interface.
* [:earth_americas: eventlet](http://eventlet.net/) - Asynchronous framework with WSGI support.
* [:octocat: gevent](http://www.gevent.org/) - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet). :star: 531 :fork_and_knife: 100
* [:octocat: Tomorrow](https://github.com/madisonmay/Tomorrow) - Magic decorator syntax for asynchronous code. :star: 894 :fork_and_knife: 41
* [:octocat: Tomorrow](https://github.com/madisonmay/Tomorrow) - Magic decorator syntax for asynchronous code. :star: 897 :fork_and_knife: 41
## Networking
@ -766,7 +766,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for working with WebSocket.*
* [:octocat: AutobahnPython](https://github.com/tavendo/AutobahnPython) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html). :star: 865 :fork_and_knife: 278
* [:octocat: AutobahnPython](https://github.com/tavendo/AutobahnPython) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html). :star: 866 :fork_and_knife: 278
* [:octocat: Crossbar](https://github.com/crossbario/crossbar/) - Open-source Unified Application Router (Websocket & WAMP for Python on Autobahn). :star: 690 :fork_and_knife: 82
* [:octocat: django-socketio](https://github.com/stephenmcd/django-socketio) - WebSockets for Django. :star: 784 :fork_and_knife: 147
* [:octocat: WebSocket-for-Python](https://github.com/Lawouach/WebSocket-for-Python) - WebSocket client and server library for Python 2 and 3 as well as PyPy. :star: 591 :fork_and_knife: 140
@ -849,38 +849,38 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: unittest](https://docs.python.org/2/library/unittest.html) - (Python standard library) Unit testing framework.
* [:earth_americas: nose](https://nose.readthedocs.org/) - nose extends unittest.
* [:octocat: contexts](https://github.com/benjamin-hodgson/Contexts) - A BDD framework for Python 3.3+. Inspired by C#'s `Machine.Specifications`. :star: 30 :fork_and_knife: 4
* [:octocat: hypothesis](https://github.com/DRMacIver/hypothesis) - Hypothesis is an advanced Quickcheck style property based testing library. :star: 814 :fork_and_knife: 70
* [:octocat: hypothesis](https://github.com/DRMacIver/hypothesis) - Hypothesis is an advanced Quickcheck style property based testing library. :star: 816 :fork_and_knife: 72
* [:earth_americas: mamba](https://nestorsalceda.github.io/mamba) - The definitive testing tool for Python. Born under the banner of BDD.
* [:octocat: PyAutoGUI](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings. :star: 252 :fork_and_knife: 32
* [:octocat: pyshould](https://github.com/drslump/pyshould) - Should style asserts based on [PyHamcrest](https://github.com/hamcrest/PyHamcrest). :star: 26 :fork_and_knife: 7
* [:earth_americas: pytest](http://pytest.org/) - A mature full-featured Python testing tool.
* [:earth_americas: pyvows](http://heynemann.github.io/pyvows/) - BDD style testing for Python. Inspired by [Vows.js](http://vowsjs.org/).
* [:octocat: Robot Framework](https://github.com/robotframework/robotframework) - A generic test automation framework. :star: 565 :fork_and_knife: 214
* [:octocat: Robot Framework](https://github.com/robotframework/robotframework) - A generic test automation framework. :star: 567 :fork_and_knife: 214
* Web Testing
* [:earth_americas: Selenium](https://pypi.python.org/pypi/selenium) - Python bindings for [Selenium](http://www.seleniumhq.org/) WebDriver.
* [:octocat: locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python. :star: 2725 :fork_and_knife: 342
* [:octocat: locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python. :star: 2726 :fork_and_knife: 342
* [:octocat: sixpack](https://github.com/seatgeek/sixpack) - A language-agnostic A/B Testing framework. :star: 915 :fork_and_knife: 84
* [:earth_americas: splinter](https://splinter.readthedocs.org/en/latest/) - Open source tool for testing web applications.
* Mock
* [:earth_americas: mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
* [:earth_americas: doublex](https://pypi.python.org/pypi/doublex) - Powerful test doubles framework for Python.
* [:octocat: freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module. :star: 552 :fork_and_knife: 54
* [:octocat: httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+. :star: 215 :fork_and_knife: 21
* [:octocat: httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+. :star: 216 :fork_and_knife: 21
* [:earth_americas: httpretty](http://falcao.it/HTTPretty/) - HTTP request mock tool for Python.
* [:octocat: responses](https://github.com/dropbox/responses) - A utility library for mocking out the requests Python library. :star: 1044 :fork_and_knife: 77
* [:octocat: VCR.py](https://github.com/kevin1024/vcrpy) - Record and replay HTTP interactions on your tests. :star: 496 :fork_and_knife: 75
* [:octocat: VCR.py](https://github.com/kevin1024/vcrpy) - Record and replay HTTP interactions on your tests. :star: 496 :fork_and_knife: 76
* Object Factories
* [:octocat: factory_boy](https://github.com/rbarrois/factory_boy) - A test fixtures replacement for Python. :star: 746 :fork_and_knife: 110
* [:octocat: factory_boy](https://github.com/rbarrois/factory_boy) - A test fixtures replacement for Python. :star: 747 :fork_and_knife: 110
* [:octocat: mixer](https://github.com/klen/mixer) - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc. :star: 255 :fork_and_knife: 27
* [:octocat: model_mommy](https://github.com/vandersonmota/model_mommy) - Creating random fixtures for testing in Django. :star: 517 :fork_and_knife: 115
* [:octocat: model_mommy](https://github.com/vandersonmota/model_mommy) - Creating random fixtures for testing in Django. :star: 516 :fork_and_knife: 115
* Code Coverage
* [:earth_americas: coverage](https://pypi.python.org/pypi/coverage) - Code coverage measurement.
* Fake Data
* [:earth_americas: faker](http://www.joke2k.net/faker/) - A Python package that generates fake data.
* [:octocat: fake2db](https://github.com/emirozer/fake2db) - Fake database generator. :star: 1598 :fork_and_knife: 75
* [:octocat: fake2db](https://github.com/emirozer/fake2db) - Fake database generator. :star: 1599 :fork_and_knife: 75
* [:earth_americas: radar](https://pypi.python.org/pypi/radar) - Generate random datetime / time.
* Error Handler
* [:octocat: FuckIt.py](https://github.com/ajalt/fuckitpy) - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not. :star: 1808 :fork_and_knife: 65
* [:octocat: FuckIt.py](https://github.com/ajalt/fuckitpy) - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not. :star: 1815 :fork_and_knife: 65
## Code Analysis and Linter
@ -889,7 +889,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* Code Analysis
* [:octocat: code2flow](https://github.com/scottrogowski/code2flow) - Turn your Python and JavaScript code into DOT flowcharts. :star: 181 :fork_and_knife: 21
* [:octocat: pycallgraph](https://github.com/gak/pycallgraph) - A library that visualises the flow (call graph) of your Python application. :star: 502 :fork_and_knife: 85
* [:octocat: pycallgraph](https://github.com/gak/pycallgraph) - A library that visualises the flow (call graph) of your Python application. :star: 503 :fork_and_knife: 85
* [:octocat: pysonar2](https://github.com/yinwang0/pysonar2) - A type inferencer and indexer for Python. :star: 1720 :fork_and_knife: 440
* Linter
* [:earth_americas: Flake8](https://pypi.python.org/pypi/flake8) - The modular source code checker: pep8, pyflakes and co.
@ -907,10 +907,10 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: wdb](https://github.com/Kozea/wdb) - An improbable web debugger through WebSockets. :star: 758 :fork_and_knife: 38
* [:earth_americas: winpdb](http://winpdb.org/) - A Platform Independent Python Debugger with GUI, capable of remote debugging based on rpdb2.
* [:octocat: django-debug-toolbar](https://github.com/django-debug-toolbar/django-debug-toolbar) - Display various debug information about the current request/response. :star: 3278 :fork_and_knife: 625
* [:octocat: django-devserver](https://github.com/dcramer/django-devserver) - A drop-in replacement for Django's runserver. :star: 1078 :fork_and_knife: 111
* [:octocat: django-devserver](https://github.com/dcramer/django-devserver) - A drop-in replacement for Django's runserver. :star: 1078 :fork_and_knife: 112
* [:octocat: flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - A port of the django-debug-toolbar to flask. :star: 383 :fork_and_knife: 68
* Profiler
* [:octocat: line_profiler](https://github.com/rkern/line_profiler) - Line-by-line profiling. :star: 493 :fork_and_knife: 29
* [:octocat: line_profiler](https://github.com/rkern/line_profiler) - Line-by-line profiling. :star: 496 :fork_and_knife: 30
* [:octocat: memory_profiler](https://github.com/fabianp/memory_profiler) - Monitor Memory usage of Python code. :star: 611 :fork_and_knife: 73
* [:octocat: profiling](https://github.com/what-studio/profiling) - An interactive Python profiler. :star: 2256 :fork_and_knife: 69
* Others
@ -923,7 +923,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: astropy](http://www.astropy.org/) - A community Python library for Astronomy.
* [:octocat: bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - A toolkit providing best-practice pipelines for fully automated high throughput sequencing analysis. :star: 233 :fork_and_knife: 120
* [:octocat: bccb](https://github.com/chapmanb/bcbb) - Collection of useful code related to biological analysis. :star: 273 :fork_and_knife: 135
* [:octocat: bccb](https://github.com/chapmanb/bcbb) - Collection of useful code related to biological analysis. :star: 273 :fork_and_knife: 134
* [:earth_americas: Biopython](http://biopython.org/wiki/Main_Page) - Biopython is a set of freely available tools for biological computation.
* [:earth_americas: blaze](http://blaze.pydata.org/en/latest/) - NumPy and Pandas interface to Big Data.
* [:earth_americas: cclib](http://cclib.github.io/) - A library for parsing and interpreting the results of computational chemistry packages.
@ -939,7 +939,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [: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) - Statistical modeling and econometrics in Python. :star: 1125 :fork_and_knife: 490
* [:octocat: SymPy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics. :star: 2341 :fork_and_knife: 1143
* [:octocat: SymPy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics. :star: 2343 :fork_and_knife: 1143
* [:octocat: zipline](https://github.com/quantopian/zipline) - A Pythonic algorithmic trading library. :star: 2549 :fork_and_knife: 690
## Data Visualization
@ -947,14 +947,14 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for visualizing data. See: [awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization).*
* [:earth_americas: matplotlib](http://matplotlib.org/) - A Python 2D plotting library.
* [:octocat: bokeh](https://github.com/ContinuumIO/bokeh) - Interactive Web Plotting for Python. :star: 3240 :fork_and_knife: 578
* [:octocat: bokeh](https://github.com/ContinuumIO/bokeh) - Interactive Web Plotting for Python. :star: 3244 :fork_and_knife: 580
* [:octocat: ggplot](https://github.com/yhat/ggplot) - Same API as ggplot2 for R. :star: 2267 :fork_and_knife: 276
* [:earth_americas: plotly](https://plot.ly/python) - Collaborative web plotting for Python and matplotlib.
* [:earth_americas: pygal](http://pygal.org/) - A Python SVG Charts Creator.
* [:earth_americas: pygraphviz](https://pypi.python.org/pypi/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.
* [:earth_americas: SnakeViz](https://jiffyclub.github.io/snakeviz) - A browser based graphical viewer for the output of Python's cProfile module.
* [:octocat: vincent](https://github.com/wrobstory/vincent) - A Python to Vega translator. :star: 1494 :fork_and_knife: 164
* [:octocat: vincent](https://github.com/wrobstory/vincent) - A Python to Vega translator. :star: 1494 :fork_and_knife: 165
* [:earth_americas: VisPy](http://vispy.org/) - High-performance scientific visualization based on OpenGL.
## Computer Vision
@ -968,13 +968,13 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for Machine Learning. See: [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python).*
* [:octocat: Crab](https://github.com/muricoca/crab) - A flexible, fast recommender engine. :star: 560 :fork_and_knife: 207
* [:octocat: gensim](https://github.com/piskvorky/gensim) - Topic Modelling for Humans. :star: 1758 :fork_and_knife: 638
* [:octocat: Crab](https://github.com/muricoca/crab) - A flexible, fast recommender engine. :star: 560 :fork_and_knife: 208
* [:octocat: gensim](https://github.com/piskvorky/gensim) - Topic Modelling for Humans. :star: 1760 :fork_and_knife: 640
* [:octocat: hebel](https://github.com/hannes-brt/hebel) - GPU-Accelerated Deep Learning Library in Python. :star: 1100 :fork_and_knife: 95
* [:octocat: NuPIC](https://github.com/numenta/nupic) - Numenta Platform for Intelligent Computing. :star: 3430 :fork_and_knife: 919
* [:octocat: pattern](https://github.com/clips/pattern) - Web mining module for Python. :star: 3564 :fork_and_knife: 548
* [:octocat: pattern](https://github.com/clips/pattern) - Web mining module for Python. :star: 3567 :fork_and_knife: 549
* [:octocat: PyBrain](https://github.com/pybrain/pybrain) - Another Python Machine Learning Library. :star: 1411 :fork_and_knife: 441
* [:octocat: Pylearn2](https://github.com/lisa-lab/pylearn2) - A Machine Learning library based on [Theano](https://github.com/Theano/Theano). :star: 1751 :fork_and_knife: 695
* [:octocat: Pylearn2](https://github.com/lisa-lab/pylearn2) - A Machine Learning library based on [Theano](https://github.com/Theano/Theano). :star: 1753 :fork_and_knife: 695
* [:octocat: python-recsys](https://github.com/ocelma/python-recsys) - A Python library for implementing a Recommender System. :star: 445 :fork_and_knife: 191
* [:earth_americas: scikit-learn](http://scikit-learn.org/) - A Python module for machine learning built on top of SciPy.
* [:octocat: vowpal_porpoise](https://github.com/josephreisinger/vowpal_porpoise) - A lightweight Python wrapper for [Vowpal Wabbit](https://github.com/JohnLangford/vowpal_wabbit/). :star: 107 :fork_and_knife: 27
@ -983,12 +983,12 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Framworks and libraries for MapReduce.*
* [:octocat: dpark](https://github.com/douban/dpark) - Python clone of Spark, a MapReduce alike framework in Python. :star: 1457 :fork_and_knife: 344
* [:octocat: dumbo](https://github.com/klbostee/dumbo) - Python module that allows one to easily write and run Hadoop programs. :star: 952 :fork_and_knife: 153
* [:octocat: luigi](https://github.com/spotify/luigi) - A module that helps you build complex pipelines of batch jobs. :star: 3172 :fork_and_knife: 570
* [:octocat: dpark](https://github.com/douban/dpark) - Python clone of Spark, a MapReduce alike framework in Python. :star: 1456 :fork_and_knife: 344
* [:octocat: dumbo](https://github.com/klbostee/dumbo) - Python module that allows one to easily write and run Hadoop programs. :star: 952 :fork_and_knife: 154
* [:octocat: luigi](https://github.com/spotify/luigi) - A module that helps you build complex pipelines of batch jobs. :star: 3174 :fork_and_knife: 571
* [:octocat: mrjob](https://github.com/Yelp/mrjob) - Run MapReduce jobs on Hadoop or Amazon Web Services. :star: 1522 :fork_and_knife: 394
* [:earth_americas: PySpark](http://spark.apache.org/docs/latest/programming-guide.html) - The Spark Python API.
* [:octocat: streamparse](https://github.com/Parsely/streamparse) - Run Python code against real-time streams of data. Integrates with [Apache Storm](https://storm.incubator.apache.org/). :star: 835 :fork_and_knife: 99
* [:octocat: streamparse](https://github.com/Parsely/streamparse) - Run Python code against real-time streams of data. Integrates with [Apache Storm](https://storm.incubator.apache.org/). :star: 837 :fork_and_knife: 99
## Functional Programming
@ -1004,21 +1004,21 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for accessing third party services APIs. 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: boto](https://github.com/boto/boto) - Python interface to Amazon Web Services. :star: 5124 :fork_and_knife: 1849
* [:octocat: boto](https://github.com/boto/boto) - Python interface to Amazon Web Services. :star: 5127 :fork_and_knife: 1848
* [:octocat: django-wordpress](https://github.com/sunlightlabs/django-wordpress/) - WordPress models and views for Django. :star: 191 :fork_and_knife: 41
* [:octocat: facebook-sdk](https://github.com/pythonforfacebook/facebook-sdk) - Facebook Platform Python SDK. :star: 1454 :fork_and_knife: 530
* [:octocat: facepy](https://github.com/jgorset/facepy) - Facepy makes it really easy to interact with Facebook's Graph API :star: 387 :fork_and_knife: 117
* [:octocat: facebook-sdk](https://github.com/pythonforfacebook/facebook-sdk) - Facebook Platform Python SDK. :star: 1454 :fork_and_knife: 529
* [:octocat: facepy](https://github.com/jgorset/facepy) - Facepy makes it really easy to interact with Facebook's Graph API :star: 388 :fork_and_knife: 118
* [:octocat: gmail](https://github.com/charlierguo/gmail) - A Pythonic interface for Gmail. :star: 1141 :fork_and_knife: 177
* [:octocat: google-api-python-client](https://github.com/google/google-api-python-client) - Google APIs Client Library for Python. :star: 597 :fork_and_knife: 228
* [:octocat: gspread](https://github.com/burnash/gspread) - Google Spreadsheets Python API. :star: 1280 :fork_and_knife: 249
* [:octocat: twython](https://github.com/ryanmcgrath/twython) - A Python wrapper for the Twitter API. :star: 1043 :fork_and_knife: 273
* [:octocat: google-api-python-client](https://github.com/google/google-api-python-client) - Google APIs Client Library for Python. :star: 598 :fork_and_knife: 228
* [:octocat: gspread](https://github.com/burnash/gspread) - Google Spreadsheets Python API. :star: 1280 :fork_and_knife: 248
* [:octocat: twython](https://github.com/ryanmcgrath/twython) - A Python wrapper for the Twitter API. :star: 1045 :fork_and_knife: 273
## DevOps Tools
*Software and libraries for DevOps.*
* [:octocat: Ansible](https://github.com/ansible/ansible) - A radically simple IT automation platform. :star: 12749 :fork_and_knife: 3794
* [:octocat: SaltStack](https://github.com/saltstack/salt) - Infrastructure automation and management system. :star: 5659 :fork_and_knife: 2409
* [:octocat: Ansible](https://github.com/ansible/ansible) - A radically simple IT automation platform. :star: 12756 :fork_and_knife: 3798
* [:octocat: SaltStack](https://github.com/saltstack/salt) - Infrastructure automation and management system. :star: 5660 :fork_and_knife: 2411
* [:earth_americas: Fabric](http://www.fabfile.org/) - A simple, Pythonic tool for remote execution and deployment.
* [:octocat: cuisine](https://github.com/sebastien/cuisine) - Chef-like functionality for Fabric. :star: 1118 :fork_and_knife: 139
* [:earth_americas: Docker Compose](https://docs.docker.com/compose/) - Fast, isolated development environments using [Docker](https://www.docker.com/).
@ -1026,9 +1026,9 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: gitapi](http://bitbucket.org/haard/gitapi) - Pure-Python API for git.
* [:octocat: gunnery](https://github.com/gunnery/gunnery) - Multipurpose task execution tool for distributed systems with web-based interface. :star: 553 :fork_and_knife: 49
* [:earth_americas: hgapi](http://bitbucket.org/haard/hgapi) - Pure-Python API for Mercurial.
* [:octocat: honcho](https://github.com/nickstenning/honcho) - A Python port of [Foreman](https://github.com/ddollar/foreman), a tool for managing Procfile-based applications. :star: 646 :fork_and_knife: 74
* [:octocat: honcho](https://github.com/nickstenning/honcho) - A Python port of [Foreman](https://github.com/ddollar/foreman), a tool for managing Procfile-based applications. :star: 647 :fork_and_knife: 74
* [:earth_americas: OpenStack](http://www.openstack.org/) - Open source software for building private and public clouds.
* [:octocat: pexpect](https://github.com/pexpect/pexpect) - Controlling interactive programs in a pseudo-terminal like GNU expect. :star: 403 :fork_and_knife: 116
* [:octocat: pexpect](https://github.com/pexpect/pexpect) - Controlling interactive programs in a pseudo-terminal like GNU expect. :star: 404 :fork_and_knife: 116
* [:octocat: provy](https://github.com/python-provy/provy) - An easy-to-use provisioning system in Python. :star: 104 :fork_and_knife: 20
* [:octocat: psutil](https://github.com/giampaolo/psutil) - A cross-platform process and system utilities module. :star: 1013 :fork_and_knife: 159
* [:octocat: supervisor](https://github.com/Supervisor/supervisor) - Supervisor process control system for UNIX. :star: 1930 :fork_and_knife: 415
@ -1042,7 +1042,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: doit](http://pydoit.org/) - A task runner/build tool.
* [: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) - Writing crontab file in Python like a charm. :star: 830 :fork_and_knife: 59
* [:octocat: schedule](https://github.com/dbader/schedule) - Python job scheduling for humans. :star: 1073 :fork_and_knife: 110
* [:octocat: schedule](https://github.com/dbader/schedule) - Python job scheduling for humans. :star: 1074 :fork_and_knife: 110
* [:octocat: Spiff](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python. :star: 253 :fork_and_knife: 67
* [:earth_americas: TaskFlow](http://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
@ -1061,7 +1061,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [: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: 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) - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance. :star: 3134 :fork_and_knife: 221
* [:octocat: Pyston](https://github.com/dropbox/pyston) - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance. :star: 3136 :fork_and_knife: 221
* [:earth_americas: Stackless Python](http://www.stackless.com/) - An enhanced version of the Python.
## Microsoft Windows
@ -1070,7 +1070,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: Python(x,y)](https://code.google.com/p/pythonxy/) - 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) - Python Integration with the .NET Common Language Runtime (CLR). :star: 87 :fork_and_knife: 42
* [:octocat: PythonNet](https://github.com/pythonnet/pythonnet) - Python Integration with the .NET Common Language Runtime (CLR). :star: 87 :fork_and_knife: 41
* [:earth_americas: PyWin32](http://sourceforge.net/projects/pywin32/) - Python Extensions for Windows.
* [:earth_americas: WinPython](https://winpython.github.io/) - Portable development environment for Windows 7/8.
@ -1089,7 +1089,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: ino](http://inotool.org/) - Command line toolkit for working with [Arduino](http://www.arduino.cc/).
* [:earth_americas: Pyro](http://pyrorobotics.com/) - Python Robotics.
* [:octocat: PyUserInput](https://github.com/SavinaRoja/PyUserInput) - A module for cross-platform control of the mouse and keyboard. :star: 312 :fork_and_knife: 64
* [:octocat: PyUserInput](https://github.com/SavinaRoja/PyUserInput) - A module for cross-platform control of the mouse and keyboard. :star: 313 :fork_and_knife: 64
* [:earth_americas: scapy](http://www.secdev.org/projects/scapy/) - A brilliant packet manipulation library.
* [:earth_americas: wifi](https://wifi.readthedocs.org/) - A Python library and command line tool for working with WiFi on Linux.
@ -1106,7 +1106,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Useful libraries or tools that don't fit in the categories above.*
* [:octocat: blinker](https://github.com/jek/blinker) - A fast Python in-process signal/event dispatching system. :star: 229 :fork_and_knife: 25
* [:octocat: itsdangerous](https://github.com/mitsuhiko/itsdangerous) - Various helpers to pass trusted data to untrusted environments. :star: 739 :fork_and_knife: 65
* [:octocat: itsdangerous](https://github.com/mitsuhiko/itsdangerous) - Various helpers to pass trusted data to untrusted environments. :star: 740 :fork_and_knife: 65
* [:octocat: pluginbase](https://github.com/mitsuhiko/pluginbase) - A simple but flexible plugin system for Python. :star: 338 :fork_and_knife: 20
* [:octocat: Pychievements](https://github.com/PacketPerception/pychievements) - A framework for creating and tracking achievements. :star: 67 :fork_and_knife: 4
@ -1115,7 +1115,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Python implementation of algorithms and design patterns.*
* [:octocat: algorithms](https://github.com/nryoung/algorithms) - A module of algorithms for Python. :star: 1137 :fork_and_knife: 277
* [:octocat: python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python. :star: 6829 :fork_and_knife: 1597
* [:octocat: python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python. :star: 6832 :fork_and_knife: 1596
## Editor Plugins
@ -1127,11 +1127,11 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: SublimeJEDI](https://github.com/srusskih/SublimeJEDI) - A Sublime Text plugin to the awesome auto-complete library Jedi. :star: 535 :fork_and_knife: 60
* [:octocat: Anaconda](https://github.com/DamnWidget/anaconda) - Anaconda turns your Sublime Text 3 in a full featured Python development IDE. :star: 831 :fork_and_knife: 81
* Vim
* [:octocat: YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python. :star: 8532 :fork_and_knife: 976
* [:octocat: YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python. :star: 8537 :fork_and_knife: 976
* [:octocat: Jedi-vim](https://github.com/davidhalter/jedi-vim) - Vim bindings for the Jedi auto-completion library for Python. :star: 1946 :fork_and_knife: 163
* [:octocat: Python-mode](https://github.com/klen/python-mode) - An all in one plugin for turning Vim into a Python IDE. :star: 2634 :fork_and_knife: 546
* [:octocat: Python-mode](https://github.com/klen/python-mode) - An all in one plugin for turning Vim into a Python IDE. :star: 2634 :fork_and_knife: 547
* Visual Studio
* [:octocat: PTVS](https://github.com/Microsoft/PTVS) - Python Tools for Visual Studio. :star: 556 :fork_and_knife: 123
* [:octocat: PTVS](https://github.com/Microsoft/PTVS) - Python Tools for Visual Studio. :star: 558 :fork_and_knife: 123
## IDEs
@ -1140,7 +1140,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.
* [:earth_americas: Komodo](http://komodoide.com/) - Commercial polyglot IDE with support for Python.
* [:earth_americas: LiClipse](http://www.liclipse.com/) - Free polyglot IDE based on Eclipse. Uses PyDev for Python support.
* [:octocat: Spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE. :star: 519 :fork_and_knife: 146
* [:octocat: Spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE. :star: 520 :fork_and_knife: 146
* [:earth_americas: WingIDE](http://wingide.com/) - Commercial IDE for Python.
# Services
@ -1202,8 +1202,8 @@ List of lists.
* [:octocat: python_reference](https://github.com/rasbt/python_reference) :star: 1340 :fork_and_knife: 207
* [:octocat: pythonidae](https://github.com/svaksha/pythonidae) :star: 248 :fork_and_knife: 47
* Monty
* [:octocat: awesome](https://github.com/sindresorhus/awesome) :star: 18272 :fork_and_knife: 1883
* [:octocat: lists](https://github.com/jnv/lists) :star: 3381 :fork_and_knife: 203
* [:octocat: awesome](https://github.com/sindresorhus/awesome) :star: 18297 :fork_and_knife: 1885
* [:octocat: lists](https://github.com/jnv/lists) :star: 3386 :fork_and_knife: 203
# [Contributing](https://github.com/vinta/awesome-python/blob/master/CONTRIBUTING.md)