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@ -103,7 +103,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for Python version and environment management.* *Libraries for Python version and environment management.*
* [:octocat: p](https://github.com/qw3rtman/p) - :star: 570 :fork_and_knife: 24 - Dead simple interactive Python version management. * [:octocat: p](https://github.com/qw3rtman/p) - :star: 570 :fork_and_knife: 24 - Dead simple interactive Python version management.
* [:octocat: pyenv](https://github.com/yyuu/pyenv) - :star: 4969 :fork_and_knife: 401 - Simple Python version management. * [:octocat: pyenv](https://github.com/yyuu/pyenv) - :star: 4983 :fork_and_knife: 401 - Simple Python version management.
* [:earth_americas: PyRun](https://www.egenix.com/products/python/PyRun/) - A one-file, no-installation-needed version of Python. * [:earth_americas: PyRun](https://www.egenix.com/products/python/PyRun/) - A one-file, no-installation-needed version of Python.
* [:octocat: Vex](https://github.com/sashahart/vex) - :star: 294 :fork_and_knife: 17 - Run a command in the named virtualenv. * [:octocat: Vex](https://github.com/sashahart/vex) - :star: 294 :fork_and_knife: 17 - Run a command in the named virtualenv.
* [:earth_americas: virtualenv](https://pypi.python.org/pypi/virtualenv) - A tool to create isolated Python environments. * [:earth_americas: virtualenv](https://pypi.python.org/pypi/virtualenv) - A tool to create isolated Python environments.
@ -115,7 +115,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: pip](https://pip.pypa.io/) - The Python package and dependency manager. * [:earth_americas: pip](https://pip.pypa.io/) - The Python package and dependency manager.
* [:earth_americas: Python Package Index](https://pypi.python.org/pypi) * [:earth_americas: Python Package Index](https://pypi.python.org/pypi)
* [:octocat: conda](https://github.com/conda/conda/) - :star: 819 :fork_and_knife: 282 - Cross-platform, Python-agnostic binary package manager. * [:octocat: conda](https://github.com/conda/conda/) - :star: 822 :fork_and_knife: 282 - Cross-platform, Python-agnostic binary package manager.
* [:earth_americas: Curdling](http://clarete.li/curdling/) - Curdling is a command line tool for managing Python packages. * [:earth_americas: Curdling](http://clarete.li/curdling/) - Curdling is a command line tool for managing Python packages.
* [:earth_americas: wheel](http://pythonwheels.com/) - The new standard of Python distribution and are intended to replace eggs. * [:earth_americas: wheel](http://pythonwheels.com/) - The new standard of Python distribution and are intended to replace eggs.
@ -123,7 +123,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Local PyPI repository server and proxies.* *Local PyPI repository server and proxies.*
* [:octocat: warehouse](https://github.com/pypa/warehouse) - :star: 668 :fork_and_knife: 147 - Next generation Python Package Repository (PyPI). * [:octocat: warehouse](https://github.com/pypa/warehouse) - :star: 668 :fork_and_knife: 146 - Next generation Python Package Repository (PyPI).
* [:earth_americas: Warehouse](https://warehouse.python.org/) * [: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: 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. * [:earth_americas: devpi](http://doc.devpi.net/) - PyPI server and packaging/testing/release tool.
@ -133,7 +133,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries to create packaged executables for release distribution.* *Libraries to create packaged executables for release distribution.*
* [:octocat: PyInstaller](https://github.com/pyinstaller/pyinstaller) - :star: 1941 :fork_and_knife: 463 - Converts Python programs into stand-alone executables (cross-platform). * [:octocat: PyInstaller](https://github.com/pyinstaller/pyinstaller) - :star: 1944 :fork_and_knife: 465 - Converts Python programs into stand-alone executables (cross-platform).
* [:earth_americas: dh-virtualenv](http://dh-virtualenv.readthedocs.org/) - Build and distribute a virtualenv as a Debian package. * [: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: 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: py2app](http://pythonhosted.org/py2app/) - Freezes Python scripts (Mac OS X).
@ -147,17 +147,17 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: buildout](http://www.buildout.org/) - A build system for creating, assembling and deploying applications from multiple parts. * [:earth_americas: buildout](http://www.buildout.org/) - A build system for creating, assembling and deploying applications from multiple parts.
* [: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: 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. * [: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) - :star: 1157 :fork_and_knife: 175 - A console tool to build code with different development platforms. * [:octocat: PlatformIO](https://github.com/ivankravets/platformio) - :star: 1159 :fork_and_knife: 175 - A console tool to build code with different development platforms.
* [:octocat: PyBuilder](https://github.com/pybuilder/pybuilder) - :star: 678 :fork_and_knife: 146 - A continuous build tool written in pure Python. * [:octocat: PyBuilder](https://github.com/pybuilder/pybuilder) - :star: 680 :fork_and_knife: 146 - A continuous build tool written in pure Python.
* [:earth_americas: SCons](http://www.scons.org/) - A software construction tool. * [:earth_americas: SCons](http://www.scons.org/) - A software construction tool.
## Interactive Interpreter ## Interactive Interpreter
*Interactive Python interpreters (REPL).* *Interactive Python interpreters (REPL).*
* [:octocat: IPython](https://github.com/ipython/ipython) - :star: 9681 :fork_and_knife: 2830 - A rich toolkit to help you make the most out of using Python interactively. * [:octocat: IPython](https://github.com/ipython/ipython) - :star: 9690 :fork_and_knife: 2832 - A rich toolkit to help you make the most out of using Python interactively.
* [:earth_americas: bpython](http://bpython-interpreter.org) – A fancy interface to the Python interpreter. * [:earth_americas: bpython](http://bpython-interpreter.org) – A fancy interface to the Python interpreter.
* [:octocat: ptpython](https://github.com/jonathanslenders/ptpython) - :star: 1430 :fork_and_knife: 55 - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit). * [:octocat: ptpython](https://github.com/jonathanslenders/ptpython) - :star: 1432 :fork_and_knife: 55 - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
## Files ## Files
@ -165,18 +165,18 @@ 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: 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. * [: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: 636 :fork_and_knife: 85 - A module wrapper for [os.path](https://docs.python.org/2/library/os.path.html). * [:octocat: path.py](https://github.com/jaraco/path.py) - :star: 638 :fork_and_knife: 85 - 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. * [: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: 674 :fork_and_knife: 103 - A Python interface to the libmagic file type identification library. * [:octocat: python-magic](https://github.com/ahupp/python-magic) - :star: 675 :fork_and_knife: 103 - A Python interface to the libmagic file type identification library.
* [:octocat: Unipath](https://github.com/mikeorr/Unipath) - :star: 371 :fork_and_knife: 31 - An object-oriented approach to file/directory operations. * [:octocat: Unipath](https://github.com/mikeorr/Unipath) - :star: 371 :fork_and_knife: 31 - An object-oriented approach to file/directory operations.
* [:octocat: watchdog](https://github.com/gorakhargosh/watchdog) - :star: 2125 :fork_and_knife: 277 - API and shell utilities to monitor file system events. * [:octocat: watchdog](https://github.com/gorakhargosh/watchdog) - :star: 2127 :fork_and_knife: 278 - API and shell utilities to monitor file system events.
## Date and Time ## Date and Time
*Libraries for working with dates and times.* *Libraries for working with dates and times.*
* [:octocat: arrow](https://github.com/crsmithdev/arrow) - :star: 3183 :fork_and_knife: 274 - Better dates & times for Python. * [:octocat: arrow](https://github.com/crsmithdev/arrow) - :star: 3186 :fork_and_knife: 274 - Better dates & times for Python.
* [:octocat: Chronyk](https://github.com/KoffeinFlummi/Chronyk) - :star: 220 :fork_and_knife: 8 - A Python 3 library for parsing human-written times and dates. * [:octocat: Chronyk](https://github.com/KoffeinFlummi/Chronyk) - :star: 221 :fork_and_knife: 8 - A Python 3 library for parsing human-written times and dates.
* [: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. * [: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/) - :star: 1202 :fork_and_knife: 62 - A library for clearing up the inconvenient truths that arise dealing with datetimes. * [:octocat: delorean](https://github.com/myusuf3/delorean/) - :star: 1202 :fork_and_knife: 62 - A library for clearing up the inconvenient truths that arise dealing with datetimes.
* [:octocat: moment](https://github.com/zachwill/moment) - :star: 305 :fork_and_knife: 15 - A Python library for dealing with dates/times. Inspired by [Moment.js](http://momentjs.com/). * [:octocat: moment](https://github.com/zachwill/moment) - :star: 305 :fork_and_knife: 15 - A Python library for dealing with dates/times. Inspired by [Moment.js](http://momentjs.com/).
@ -189,24 +189,24 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for parsing and manipulating plain texts.* *Libraries for parsing and manipulating plain texts.*
* General * General
* [:octocat: chardet](https://github.com/chardet/chardet) - :star: 555 :fork_and_knife: 83 - Python 2/3 compatible character encoding detector. * [:octocat: chardet](https://github.com/chardet/chardet) - :star: 557 :fork_and_knife: 83 - 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. * [: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. * [:earth_americas: esmre](https://code.google.com/p/esmre/) - Regular expression accelerator.
* [:octocat: ftfy](https://github.com/LuminosoInsight/python-ftfy) - :star: 1394 :fork_and_knife: 52 - Makes Unicode text less broken and more consistent automagically. * [:octocat: ftfy](https://github.com/LuminosoInsight/python-ftfy) - :star: 1394 :fork_and_knife: 52 - Makes Unicode text less broken and more consistent automagically.
* [:octocat: fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) - :star: 2555 :fork_and_knife: 263 - Fuzzy String Matching. * [:octocat: fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) - :star: 2561 :fork_and_knife: 263 - Fuzzy String Matching.
* [:octocat: Levenshtein](https://github.com/ztane/python-Levenshtein/) - :star: 225 :fork_and_knife: 42 - Fast computation of Levenshtein distance and string similarity. * [:octocat: Levenshtein](https://github.com/ztane/python-Levenshtein/) - :star: 226 :fork_and_knife: 42 - Fast computation of Levenshtein distance and string similarity.
* [:octocat: pangu.py](https://github.com/vinta/pangu.py) - :star: 42 :fork_and_knife: 7 - Spacing texts for CJK and alphanumerics. * [:octocat: pangu.py](https://github.com/vinta/pangu.py) - :star: 42 :fork_and_knife: 7 - Spacing texts for CJK and alphanumerics.
* [:octocat: pyfiglet](https://github.com/pwaller/pyfiglet) - :star: 157 :fork_and_knife: 18 - An implementation of figlet written in Python. * [:octocat: pyfiglet](https://github.com/pwaller/pyfiglet) - :star: 157 :fork_and_knife: 18 - An implementation of figlet written in Python.
* [:octocat: shortuuid](https://github.com/stochastic-technologies/shortuuid) - :star: 597 :fork_and_knife: 48 - A generator library for concise, unambiguous and URL-safe UUIDs. * [:octocat: shortuuid](https://github.com/stochastic-technologies/shortuuid) - :star: 597 :fork_and_knife: 49 - A generator library for concise, unambiguous and URL-safe UUIDs.
* [:earth_americas: unidecode](https://pypi.python.org/pypi/Unidecode) - ASCII transliterations of Unicode text. * [:earth_americas: unidecode](https://pypi.python.org/pypi/Unidecode) - ASCII transliterations of Unicode text.
* [:octocat: uniout](https://github.com/moskytw/uniout) - :star: 99 :fork_and_knife: 10 - Print readable chars instead of the escaped string. * [:octocat: uniout](https://github.com/moskytw/uniout) - :star: 99 :fork_and_knife: 10 - Print readable chars instead of the escaped string.
* [:octocat: xpinyin](https://github.com/lxneng/xpinyin) - :star: 350 :fork_and_knife: 98 - A library to translate Chinese hanzi (漢字) to pinyin (拼音). * [:octocat: xpinyin](https://github.com/lxneng/xpinyin) - :star: 351 :fork_and_knife: 99 - A library to translate Chinese hanzi (漢字) to pinyin (拼音).
* Slugify * Slugify
* [:octocat: awesome-slugify](https://github.com/dimka665/awesome-slugify) - :star: 288 :fork_and_knife: 18 - A Python slugify library that can preserve unicode. * [:octocat: awesome-slugify](https://github.com/dimka665/awesome-slugify) - :star: 289 :fork_and_knife: 18 - A Python slugify library that can preserve unicode.
* [:octocat: python-slugify](https://github.com/un33k/python-slugify) - :star: 272 :fork_and_knife: 31 - A Python slugify library that translates unicode to ASCII. * [:octocat: python-slugify](https://github.com/un33k/python-slugify) - :star: 272 :fork_and_knife: 31 - A Python slugify library that translates unicode to ASCII.
* [:octocat: unicode-slugify](https://github.com/mozilla/unicode-slugify) - :star: 207 :fork_and_knife: 37 - A slugifier that generates unicode slugs with Django as a dependency. * [:octocat: unicode-slugify](https://github.com/mozilla/unicode-slugify) - :star: 207 :fork_and_knife: 37 - A slugifier that generates unicode slugs with Django as a dependency.
* Parser * Parser
* [:octocat: phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - :star: 1262 :fork_and_knife: 166 - Parsing, formatting, storing and validating international phone numbers. * [:octocat: phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - :star: 1264 :fork_and_knife: 166 - 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: 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: Pygments](http://pygments.org/) - A generic syntax highlighter.
* [:earth_americas: pyparsing](http://pyparsing.wikispaces.com/) - A general purpose framework for generating parsers. * [:earth_americas: pyparsing](http://pyparsing.wikispaces.com/) - A general purpose framework for generating parsers.
@ -219,26 +219,26 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for parsing and manipulating specific text formats.* *Libraries for parsing and manipulating specific text formats.*
* General * General
* [:octocat: tablib](https://github.com/kennethreitz/tablib) - :star: 2010 :fork_and_knife: 283 - A module for Tabular Datasets in XLS, CSV, JSON, YAML. * [:octocat: tablib](https://github.com/kennethreitz/tablib) - :star: 2011 :fork_and_knife: 283 - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
* Office * Office
* [:octocat: Marmir](https://github.com/brianray/mm) - :star: 122 :fork_and_knife: 17 - Takes Python data structures and turns them into spreadsheets. * [:octocat: Marmir](https://github.com/brianray/mm) - :star: 122 :fork_and_knife: 17 - Takes Python data structures and turns them into spreadsheets.
* [:earth_americas: openpyxl](https://openpyxl.readthedocs.org/en/latest/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files. * [: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) - :star: 562 :fork_and_knife: 223 - Reads, queries and modifies Microsoft Word 2007/2008 docx files. * [:octocat: python-docx](https://github.com/python-openxml/python-docx) - :star: 564 :fork_and_knife: 223 - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
* [:octocat: unoconv](https://github.com/dagwieers/unoconv) - :star: 755 :fork_and_knife: 222 - Convert between any document format supported by LibreOffice/OpenOffice. * [:octocat: unoconv](https://github.com/dagwieers/unoconv) - :star: 756 :fork_and_knife: 222 - Convert between any document format supported by LibreOffice/OpenOffice.
* [:earth_americas: XlsxWriter](https://xlsxwriter.readthedocs.org/) - A Python module for creating Excel .xlsx files. * [: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. * [: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: 528 :fork_and_knife: 179 - Writing and reading data and formatting information from Excel files. * [:octocat: xlwt](https://github.com/python-excel/xlwt) / [xlrd](https://github.com/python-excel/xlrd) - :star: 529 :fork_and_knife: 179 - Writing and reading data and formatting information from Excel files.
* PDF * PDF
* [:octocat: PDFMiner](https://github.com/euske/pdfminer) - :star: 1615 :fork_and_knife: 428 - A tool for extracting information from PDF documents. * [:octocat: PDFMiner](https://github.com/euske/pdfminer) - :star: 1615 :fork_and_knife: 428 - A tool for extracting information from PDF documents.
* [:octocat: PyPDF2](https://github.com/mstamy2/PyPDF2) - :star: 1030 :fork_and_knife: 305 - A library capable of splitting, merging and transforming PDF pages. * [:octocat: PyPDF2](https://github.com/mstamy2/PyPDF2) - :star: 1030 :fork_and_knife: 306 - 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. * [:earth_americas: ReportLab](http://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
* Markdown * Markdown
* [:octocat: Mistune](https://github.com/lepture/mistune) - :star: 694 :fork_and_knife: 62 - Fastest and full featured pure Python parsers of Markdown. * [:octocat: Mistune](https://github.com/lepture/mistune) - :star: 695 :fork_and_knife: 63 - Fastest and full featured pure Python parsers of Markdown.
* [:octocat: Python-Markdown](https://github.com/waylan/Python-Markdown) - :star: 901 :fork_and_knife: 254 - A Python implementation of John Gruber’s Markdown. * [:octocat: Python-Markdown](https://github.com/waylan/Python-Markdown) - :star: 901 :fork_and_knife: 254 - A Python implementation of John Gruber’s Markdown.
* YAML * YAML
* [:earth_americas: PyYAML](http://pyyaml.org/) - YAML implementations for Python. * [:earth_americas: PyYAML](http://pyyaml.org/) - YAML implementations for Python.
* CSV * CSV
* [:octocat: csvkit](https://github.com/onyxfish/csvkit) - :star: 2238 :fork_and_knife: 324 - Utilities for converting to and working with CSV. * [:octocat: csvkit](https://github.com/onyxfish/csvkit) - :star: 2240 :fork_and_knife: 325 - Utilities for converting to and working with CSV.
* Archive * Archive
* [:octocat: unp](https://github.com/mitsuhiko/unp) - :star: 224 :fork_and_knife: 11 - A command line tool that can unpack archives easily. * [:octocat: unp](https://github.com/mitsuhiko/unp) - :star: 224 :fork_and_knife: 11 - A command line tool that can unpack archives easily.
@ -247,10 +247,10 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for working with human languages.* *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. * [: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) - :star: 5701 :fork_and_knife: 1807 - Chinese Words Segmentation Utilities. * [:octocat: jieba](https://github.com/fxsjy/jieba) - :star: 5709 :fork_and_knife: 1817 - Chinese Words Segmentation Utilities.
* [:octocat: langid.py](https://github.com/saffsd/langid.py) - :star: 607 :fork_and_knife: 111 - Stand-alone language identification system. * [:octocat: langid.py](https://github.com/saffsd/langid.py) - :star: 607 :fork_and_knife: 112 - Stand-alone language identification system.
* [:earth_americas: Pattern](http://www.clips.ua.ac.be/pattern) - A web mining module for the Python. * [: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: 1428 :fork_and_knife: 415 - A library for processing Chinese text. * [:octocat: SnowNLP](https://github.com/isnowfy/snownlp) - :star: 1431 :fork_and_knife: 415 - A library for processing Chinese text.
* [:earth_americas: TextBlob](http://textblob.readthedocs.org/) - Providing a consistent API for diving into common NLP tasks. * [:earth_americas: TextBlob](http://textblob.readthedocs.org/) - Providing a consistent API for diving into common NLP tasks.
## Documentation ## Documentation
@ -284,28 +284,28 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: clint](https://github.com/kennethreitz/clint) - :star: 2048 :fork_and_knife: 188 - Python Command-line Application Tools. * [:octocat: clint](https://github.com/kennethreitz/clint) - :star: 2048 :fork_and_knife: 188 - Python Command-line Application Tools.
* [:earth_americas: colorama](https://pypi.python.org/pypi/colorama) - Cross-platform colored terminal text. * [: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. * [:earth_americas: docopt](http://docopt.org/) - Pythonic command line arguments parser.
* [:octocat: Gooey](https://github.com/chriskiehl/Gooey) - :star: 4156 :fork_and_knife: 210 - Turn command line programs into a full GUI application with one line * [:octocat: Gooey](https://github.com/chriskiehl/Gooey) - :star: 4158 :fork_and_knife: 210 - Turn command line programs into a full GUI application with one line
* [:earth_americas: pyCLI](https://pythonhosted.org/pyCLI/) - Command-line applications supporting standard command line parsing, logging, unit and functional testing. * [: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) - :star: 2892 :fork_and_knife: 152 - A Library for building powerful interactive command lines. * [:octocat: python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit) - :star: 2893 :fork_and_knife: 153 - A Library for building powerful interactive command lines.
* Productivity Tools * Productivity Tools
* [:octocat: bashplotlib](https://github.com/glamp/bashplotlib) - :star: 586 :fork_and_knife: 46 - Making basic plots in the terminal. It's a quick way to visualize data without GUI. * [:octocat: bashplotlib](https://github.com/glamp/bashplotlib) - :star: 588 :fork_and_knife: 48 - Making basic plots in the terminal. It's a quick way to visualize data without GUI.
* [:octocat: caniusepython3](https://github.com/brettcannon/caniusepython3) - :star: 242 :fork_and_knife: 25 - Determine what projects are blocking you from porting to Python 3. * [:octocat: caniusepython3](https://github.com/brettcannon/caniusepython3) - :star: 242 :fork_and_knife: 25 - Determine what projects are blocking you from porting to Python 3.
* [:octocat: cookiecutter](https://github.com/audreyr/cookiecutter) - :star: 3623 :fork_and_knife: 434 - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects. * [:octocat: cookiecutter](https://github.com/audreyr/cookiecutter) - :star: 3630 :fork_and_knife: 435 - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.
* [:octocat: doitlive](https://github.com/sloria/doitlive) - :star: 732 :fork_and_knife: 23 - A tool for live presentations in the terminal. * [:octocat: doitlive](https://github.com/sloria/doitlive) - :star: 732 :fork_and_knife: 23 - A tool for live presentations in the terminal.
* [:octocat: httpie](https://github.com/jakubroztocil/httpie) - :star: 24641 :fork_and_knife: 1535 - A command line HTTP client, a user-friendly cURL replacement. * [:octocat: httpie](https://github.com/jakubroztocil/httpie) - :star: 24662 :fork_and_knife: 1537 - A command line HTTP client, a user-friendly cURL replacement.
* [:octocat: PathPicker](https://github.com/facebook/PathPicker) - :star: 2948 :fork_and_knife: 170 - Select files out of bash output. * [:octocat: PathPicker](https://github.com/facebook/PathPicker) - :star: 2953 :fork_and_knife: 170 - Select files out of bash output.
* [:octocat: percol](https://github.com/mooz/percol) - :star: 2107 :fork_and_knife: 96 - Adds flavor of interactive selection to the traditional pipe concept on UNIX. * [:octocat: percol](https://github.com/mooz/percol) - :star: 2110 :fork_and_knife: 96 - Adds flavor of interactive selection to the traditional pipe concept on UNIX.
* [:earth_americas: RainbowStream](http://www.rainbowstream.org/) - Smart and nice Twitter client on terminal. * [:earth_americas: RainbowStream](http://www.rainbowstream.org/) - Smart and nice Twitter client on terminal.
* [:octocat: thefuck](https://github.com/nvbn/thefuck) - :star: 21235 :fork_and_knife: 1017 - Correcting your previous console command. * [:octocat: thefuck](https://github.com/nvbn/thefuck) - :star: 21258 :fork_and_knife: 1019 - Correcting your previous console command.
## Downloader ## Downloader
*Libraries for downloading.* *Libraries for downloading.*
* [:octocat: coursera](https://github.com/coursera-dl/coursera) - :star: 4380 :fork_and_knife: 1244 - Script for downloading Coursera.org videos and naming them. * [:octocat: coursera](https://github.com/coursera-dl/coursera) - :star: 4386 :fork_and_knife: 1244 - Script for downloading Coursera.org videos and naming them.
* [:octocat: s3cmd](https://github.com/s3tools/s3cmd) - :star: 1929 :fork_and_knife: 598 - A command line tool for managing Amazon S3 and CloudFront. * [:octocat: s3cmd](https://github.com/s3tools/s3cmd) - :star: 1930 :fork_and_knife: 598 - A command line tool for managing Amazon S3 and CloudFront.
* [:octocat: s4cmd](https://github.com/bloomreach/s4cmd) - :star: 439 :fork_and_knife: 87 - Super S3 command line tool, good for higher performance. * [:octocat: s4cmd](https://github.com/bloomreach/s4cmd) - :star: 439 :fork_and_knife: 87 - Super S3 command line tool, good for higher performance.
* [:octocat: subliminal](https://github.com/Diaoul/subliminal) - :star: 1025 :fork_and_knife: 206 - Library and command line tool to search and download subtitles. * [:octocat: subliminal](https://github.com/Diaoul/subliminal) - :star: 1026 :fork_and_knife: 206 - Library and command line tool to search and download subtitles.
* [:octocat: WikiTeam](https://github.com/WikiTeam/wikiteam) - :star: 115 :fork_and_knife: 37 - Tools for downloading and preserving wikis. * [:octocat: WikiTeam](https://github.com/WikiTeam/wikiteam) - :star: 115 :fork_and_knife: 37 - Tools for downloading and preserving wikis.
* [:earth_americas: you-get](http://www.soimort.org/you-get/) - A YouTube/Youku/Niconico video downloader written in Python 3. * [:earth_americas: you-get](http://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. * [:earth_americas: youtube-dl](http://rg3.github.io/youtube-dl/) - A small command-line program to download videos from YouTube.
@ -315,23 +315,23 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for manipulating images.* *Libraries for manipulating images.*
* [:earth_americas: pillow](http://pillow.readthedocs.org/) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork. * [: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) - :star: 118 :fork_and_knife: 6 - Image histogram remapping. * [:octocat: hmap](https://github.com/rossgoodwin/hmap) - :star: 118 :fork_and_knife: 7 - Image histogram remapping.
* [:earth_americas: imgSeek](http://www.imgseek.net/) - A project for searching a collection of images using visual similarity. * [: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) - :star: 383 :fork_and_knife: 57 - Nudity detection. * [:octocat: nude.py](https://github.com/hhatto/nude.py) - :star: 383 :fork_and_knife: 57 - Nudity detection.
* [:earth_americas: pyBarcode](https://pythonhosted.org/pyBarcode/) - Create barcodes in Python without needing PIL. * [:earth_americas: pyBarcode](https://pythonhosted.org/pyBarcode/) - Create barcodes in Python without needing PIL.
* [:octocat: pygram](https://github.com/ajkumar25/pygram) - :star: 41 :fork_and_knife: 7 - Instagram-like image filters. * [:octocat: pygram](https://github.com/ajkumar25/pygram) - :star: 41 :fork_and_knife: 8 - Instagram-like image filters.
* [:octocat: python-qrcode](https://github.com/lincolnloop/python-qrcode) - :star: 913 :fork_and_knife: 207 - A pure Python QR Code generator. * [:octocat: python-qrcode](https://github.com/lincolnloop/python-qrcode) - :star: 913 :fork_and_knife: 208 - A pure Python QR Code generator.
* [:octocat: Quads](https://github.com/fogleman/Quads) - :star: 570 :fork_and_knife: 50 - Computer art based on quadtrees. * [:octocat: Quads](https://github.com/fogleman/Quads) - :star: 570 :fork_and_knife: 51 - Computer art based on quadtrees.
* [:earth_americas: scikit-image](http://scikit-image.org/) - A Python library for (scientific) image processing. * [:earth_americas: scikit-image](http://scikit-image.org/) - A Python library for (scientific) image processing.
* [:octocat: thumbor](https://github.com/thumbor/thumbor) - :star: 4034 :fork_and_knife: 410 - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images. * [:octocat: thumbor](https://github.com/thumbor/thumbor) - :star: 4038 :fork_and_knife: 410 - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
* [:octocat: wand](https://github.com/dahlia/wand) - :star: 585 :fork_and_knife: 134 - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick. * [:octocat: wand](https://github.com/dahlia/wand) - :star: 586 :fork_and_knife: 134 - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
## OCR ## OCR
*Libraries for Optical Character Recognition.* *Libraries for Optical Character Recognition.*
* [:octocat: pyocr](https://github.com/jflesch/pyocr) - :star: 324 :fork_and_knife: 62 - A wrapper for Tesseract and Cuneiform. * [:octocat: pyocr](https://github.com/jflesch/pyocr) - :star: 324 :fork_and_knife: 62 - A wrapper for Tesseract and Cuneiform.
* [:octocat: pytesseract](https://github.com/madmaze/pytesseract) - :star: 483 :fork_and_knife: 102 - Another wrapper for Google Tesseract OCR. * [:octocat: pytesseract](https://github.com/madmaze/pytesseract) - :star: 485 :fork_and_knife: 102 - Another wrapper for Google Tesseract OCR.
* [: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/). * [: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 ## 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. * [: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: 178 :fork_and_knife: 81 - A module for parsing m3u8 file. * [:octocat: m3u8](https://github.com/globocom/m3u8) - :star: 178 :fork_and_knife: 81 - A module for parsing m3u8 file.
* [:earth_americas: mutagen](https://bitbucket.org/lazka/mutagen) - A Python module to handle audio metadata. * [:earth_americas: mutagen](https://bitbucket.org/lazka/mutagen) - A Python module to handle audio metadata.
* [:octocat: pydub](https://github.com/jiaaro/pydub) - :star: 1450 :fork_and_knife: 153 - Manipulate audio with a simple and easy high level interface. * [:octocat: pydub](https://github.com/jiaaro/pydub) - :star: 1453 :fork_and_knife: 153 - Manipulate audio with a simple and easy high level interface.
* [:octocat: pyechonest](https://github.com/echonest/pyechonest) - :star: 575 :fork_and_knife: 1159 - Python client for the [Echo Nest](http://developer.echonest.com/docs/) API. * [:octocat: pyechonest](https://github.com/echonest/pyechonest) - :star: 575 :fork_and_knife: 1158 - Python client for the [Echo Nest](http://developer.echonest.com/docs/) API.
* [:earth_americas: talkbox](http://scikits.appspot.com/talkbox) - A Python library for speech/signal processing. * [:earth_americas: talkbox](http://scikits.appspot.com/talkbox) - A Python library for speech/signal processing.
* [:octocat: TimeSide](https://github.com/yomguy/TimeSide) - :star: 3 :fork_and_knife: 0 - Open web audio processing framework. * [:octocat: TimeSide](https://github.com/yomguy/TimeSide) - :star: 3 :fork_and_knife: 0 - Open web audio processing framework.
* [:octocat: tinytag](https://github.com/devsnd/tinytag) - :star: 193 :fork_and_knife: 25 - A library for reading music meta data of MP3, OGG, FLAC and Wave files. * [:octocat: tinytag](https://github.com/devsnd/tinytag) - :star: 193 :fork_and_knife: 25 - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
@ -367,9 +367,9 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: GeoDjango](https://docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework. * [: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: 139 :fork_and_knife: 33 - Python API for MaxMind GeoIP Legacy Database. * [:octocat: GeoIP](https://github.com/maxmind/geoip-api-python) - :star: 139 :fork_and_knife: 33 - Python API for MaxMind GeoIP Legacy Database.
* [:octocat: geojson](https://github.com/frewsxcv/python-geojson) - :star: 211 :fork_and_knife: 30 - Python bindings and utilities for GeoJSON. * [:octocat: geojson](https://github.com/frewsxcv/python-geojson) - :star: 211 :fork_and_knife: 31 - Python bindings and utilities for GeoJSON.
* [:octocat: geopy](https://github.com/geopy/geopy) - :star: 1147 :fork_and_knife: 274 - Python Geocoding Toolbox. * [:octocat: geopy](https://github.com/geopy/geopy) - :star: 1148 :fork_and_knife: 274 - Python Geocoding Toolbox.
* [:octocat: pygeoip](https://github.com/appliedsec/pygeoip) - :star: 424 :fork_and_knife: 88 - Pure Python GeoIP API. * [:octocat: pygeoip](https://github.com/appliedsec/pygeoip) - :star: 424 :fork_and_knife: 89 - Pure Python GeoIP API.
* [:octocat: django-countries](https://github.com/SmileyChris/django-countries) - :star: 268 :fork_and_knife: 85 - 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: 268 :fork_and_knife: 85 - A Django app that provides country choices for use with forms, flag icons static files, and a country field for models.
## HTTP ## HTTP
@ -377,10 +377,10 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for working with HTTP.* *Libraries for working with HTTP.*
* [:earth_americas: requests](http://docs.python-requests.org/) - HTTP Requests for Humans™. * [:earth_americas: requests](http://docs.python-requests.org/) - HTTP Requests for Humans™.
* [:octocat: grequests](https://github.com/kennethreitz/grequests) - :star: 1523 :fork_and_knife: 176 - requests + gevent for asynchronous HTTP requests. * [:octocat: grequests](https://github.com/kennethreitz/grequests) - :star: 1529 :fork_and_knife: 177 - requests + gevent for asynchronous HTTP requests.
* [:octocat: httplib2](https://github.com/jcgregorio/httplib2) - :star: 366 :fork_and_knife: 191 - Comprehensive HTTP client library. * [:octocat: httplib2](https://github.com/jcgregorio/httplib2) - :star: 367 :fork_and_knife: 191 - Comprehensive HTTP client library.
* [:octocat: treq](https://github.com/dreid/treq) - :star: 286 :fork_and_knife: 75 - Python requests like API built on top of Twisted's HTTP client. * [:octocat: treq](https://github.com/dreid/treq) - :star: 286 :fork_and_knife: 75 - Python requests like API built on top of Twisted's HTTP client.
* [:octocat: urllib3](https://github.com/shazow/urllib3) - :star: 1080 :fork_and_knife: 364 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly. * [:octocat: urllib3](https://github.com/shazow/urllib3) - :star: 1081 :fork_and_knife: 366 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
## Database ## Database
@ -397,23 +397,23 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* Relational Databases * Relational Databases
* [:earth_americas: apsw](http://rogerbinns.github.io/apsw/) - Another Python SQLite wrapper. * [:earth_americas: apsw](http://rogerbinns.github.io/apsw/) - Another Python SQLite wrapper.
* [:octocat: dataset](https://github.com/pudo/dataset) - :star: 2274 :fork_and_knife: 129 - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL. * [:octocat: dataset](https://github.com/pudo/dataset) - :star: 2276 :fork_and_knife: 129 - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
* [:earth_americas: mysql-connector-python](https://pypi.python.org/pypi/mysql-connector-python) - A pure Python MySQL driver from Oracle. * [:earth_americas: mysql-connector-python](https://pypi.python.org/pypi/mysql-connector-python) - A pure Python MySQL driver from Oracle.
* [:earth_americas: mysql-python](http://sourceforge.net/projects/mysql-python/) - The MySQL database connector for Python. * [:earth_americas: mysql-python](http://sourceforge.net/projects/mysql-python/) - The MySQL database connector for Python.
* [:octocat: mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - :star: 364 :fork_and_knife: 54 - mysql-python fork supporting Python 3. * [:octocat: mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - :star: 365 :fork_and_knife: 54 - 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. * [: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. * [:earth_americas: psycopg2](http://initd.org/psycopg/) - The most popular PostgreSQL adapter for Python.
* [:octocat: PyMySQL](https://github.com/PyMySQL/PyMySQL) - :star: 1854 :fork_and_knife: 431 - Pure Python MySQL driver compatible to mysql-python. * [:octocat: PyMySQL](https://github.com/PyMySQL/PyMySQL) - :star: 1855 :fork_and_knife: 431 - Pure Python MySQL driver compatible to mysql-python.
* [:octocat: queries](https://github.com/gmr/queries) - :star: 149 :fork_and_knife: 13 - A wrapper of the psycopg2 library for interacting with PostgreSQL. * [:octocat: queries](https://github.com/gmr/queries) - :star: 149 :fork_and_knife: 13 - A wrapper of the psycopg2 library for interacting with PostgreSQL.
* [:earth_americas: txpostgres](http://txpostgres.readthedocs.org/) - Twisted based asynchronous driver for PostgreSQL. * [:earth_americas: txpostgres](http://txpostgres.readthedocs.org/) - Twisted based asynchronous driver for PostgreSQL.
* NoSQL Databases * NoSQL Databases
* [:octocat: cassandra-python-driver](https://github.com/datastax/python-driver) - :star: 527 :fork_and_knife: 253 - Python driver for Cassandra. * [:octocat: cassandra-python-driver](https://github.com/datastax/python-driver) - :star: 526 :fork_and_knife: 253 - Python driver for Cassandra.
* [:earth_americas: HappyBase](http://happybase.readthedocs.org/) - A developer-friendly library for Apache HBase. * [:earth_americas: HappyBase](http://happybase.readthedocs.org/) - A developer-friendly library for Apache HBase.
* [:earth_americas: Plyvel](https://plyvel.readthedocs.org/) - A fast and feature-rich Python interface to LevelDB. * [:earth_americas: Plyvel](https://plyvel.readthedocs.org/) - A fast and feature-rich Python interface to LevelDB.
* [:earth_americas: py2neo](http://book.py2neo.org/) - Python wrapper client for Neo4j's restful interface. * [:earth_americas: py2neo](http://book.py2neo.org/) - Python wrapper client for Neo4j's restful interface.
* [:octocat: pycassa](https://github.com/pycassa/pycassa) - :star: 492 :fork_and_knife: 143 - Python Thrift driver for Cassandra. * [:octocat: pycassa](https://github.com/pycassa/pycassa) - :star: 492 :fork_and_knife: 143 - Python Thrift driver for Cassandra.
* [:earth_americas: PyMongo](http://docs.mongodb.org/ecosystem/drivers/python/) - The official Python client for MongoDB. * [: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) - :star: 4286 :fork_and_knife: 1086 - The Redis Python Client. * [:octocat: redis-py](https://github.com/andymccurdy/redis-py) - :star: 4288 :fork_and_knife: 1089 - The Redis Python Client.
* [:octocat: telephus](https://github.com/driftx/Telephus) - :star: 93 :fork_and_knife: 34 - Twisted based client for Cassandra. * [:octocat: telephus](https://github.com/driftx/Telephus) - :star: 93 :fork_and_knife: 34 - Twisted based client for Cassandra.
* [:octocat: txRedis](https://github.com/deldotdr/txRedis) - :star: 115 :fork_and_knife: 32 - Twisted based client for Redis. * [:octocat: txRedis](https://github.com/deldotdr/txRedis) - :star: 115 :fork_and_knife: 32 - Twisted based client for Redis.
@ -424,11 +424,11 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* Relational Databases * Relational Databases
* [:earth_americas: Django Models](https://docs.djangoproject.com/en/dev/topics/db/models/) - A part of Django. * [: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. * [: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: 1158 :fork_and_knife: 74 * [:octocat: awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy) - :star: 1159 :fork_and_knife: 74
* [:octocat: peewee](https://github.com/coleifer/peewee) - :star: 2983 :fork_and_knife: 551 - A small, expressive ORM. * [:octocat: peewee](https://github.com/coleifer/peewee) - :star: 2983 :fork_and_knife: 552 - A small, expressive ORM.
* [:earth_americas: PonyORM](http://ponyorm.com) - ORM that provides a generator-oriented interface to SQL. * [:earth_americas: PonyORM](http://ponyorm.com) - ORM that provides a generator-oriented interface to SQL.
* NoSQL Databases * NoSQL Databases
* [:octocat: django-mongodb-engine](https://github.com/django-nonrel/mongodb-engine) - :star: 657 :fork_and_knife: 188 - Django MongoDB Backend. * [:octocat: django-mongodb-engine](https://github.com/django-nonrel/mongodb-engine) - :star: 658 :fork_and_knife: 188 - Django MongoDB Backend.
* [:octocat: PynamoDB](https://github.com/jlafon/PynamoDB) - :star: 213 :fork_and_knife: 63 - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/). * [:octocat: PynamoDB](https://github.com/jlafon/PynamoDB) - :star: 213 :fork_and_knife: 63 - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
* [:octocat: flywheel](https://github.com/mathcamp/flywheel) - :star: 64 :fork_and_knife: 8 - Object mapper for Amazon DynamoDB. * [:octocat: flywheel](https://github.com/mathcamp/flywheel) - :star: 64 :fork_and_knife: 8 - Object mapper for Amazon DynamoDB.
* [:earth_americas: MongoEngine](http://mongoengine.org/) - A Python Object-Document-Mapper for working with MongoDB. * [:earth_americas: MongoEngine](http://mongoengine.org/) - A Python Object-Document-Mapper for working with MongoDB.
@ -442,11 +442,11 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Full stack web frameworks.* *Full stack web frameworks.*
* [:earth_americas: Django](https://www.djangoproject.com/) - The most popular web framework in Python. * [:earth_americas: Django](https://www.djangoproject.com/) - The most popular web framework in Python.
* [:octocat: awesome-django](https://github.com/rosarior/awesome-django) - :star: 3996 :fork_and_knife: 695 * [:octocat: awesome-django](https://github.com/rosarior/awesome-django) - :star: 4005 :fork_and_knife: 696
* [:earth_americas: Flask](http://flask.pocoo.org/) - A microframework for Python. * [:earth_americas: Flask](http://flask.pocoo.org/) - A microframework for Python.
* [:octocat: awesome-flask](https://github.com/humiaozuzu/awesome-flask) - :star: 2696 :fork_and_knife: 425 * [:octocat: awesome-flask](https://github.com/humiaozuzu/awesome-flask) - :star: 2703 :fork_and_knife: 427
* [:earth_americas: Pyramid](http://www.pylonsproject.org/) - A small, fast, down-to-earth, open source Python web framework. * [: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: 275 :fork_and_knife: 31 * [:octocat: awesome-pyramid](https://github.com/ITCase/awesome-pyramid) - :star: 275 :fork_and_knife: 33
* [:earth_americas: Bluebream](http://bluebream.zope.org/) - An open-source web application server, framework and library, formerly known as Zope 3. * [:earth_americas: Bluebream](http://bluebream.zope.org/) - An open-source web application server, framework and library, formerly known as Zope 3.
* [:earth_americas: Bottle](http://bottlepy.org/) - A fast, simple and lightweight WSGI micro web-framework. * [:earth_americas: Bottle](http://bottlepy.org/) - 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: CherryPy](http://www.cherrypy.org/) - A Minimalist Python Web Framework, HTTP/1.1-compliant and WSGI thread-pooled.
@ -461,7 +461,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries that allow or deny users access to data or functionality.* *Libraries that allow or deny users access to data or functionality.*
* [:earth_americas: Carteblanche](http://www.github.com/neuman/python-carteblanche/) - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions. * [:earth_americas: Carteblanche](http://www.github.com/neuman/python-carteblanche/) - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions.
* [:octocat: django-guardian](https://github.com/lukaszb/django-guardian) - :star: 1174 :fork_and_knife: 321 - Implementation of per object permissions for Django 1.2+ * [:octocat: django-guardian](https://github.com/lukaszb/django-guardian) - :star: 1175 :fork_and_knife: 321 - Implementation of per object permissions for Django 1.2+
* [:octocat: django-rules](https://github.com/dfunckt/django-rules) - :star: 319 :fork_and_knife: 20 - A tiny but powerful app providing object-level permissions to Django, without requiring a database. * [:octocat: django-rules](https://github.com/dfunckt/django-rules) - :star: 319 :fork_and_knife: 20 - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
## CMS ## CMS
@ -485,11 +485,11 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: django-oscar](http://oscarcommerce.com/) - An open-source e-commerce framework for Django. * [:earth_americas: django-oscar](http://oscarcommerce.com/) - An open-source e-commerce framework for Django.
* [:earth_americas: django-shop](https://www.django-cms.org/) - A Django based shop system. * [:earth_americas: django-shop](https://www.django-cms.org/) - A Django based shop system.
* [:octocat: Cartridge](https://github.com/stephenmcd/cartridge) - :star: 471 :fork_and_knife: 228 - A shopping cart app built using the Mezzanine. * [:octocat: Cartridge](https://github.com/stephenmcd/cartridge) - :star: 472 :fork_and_knife: 228 - A shopping cart app built using the Mezzanine.
* [:earth_americas: shoop](https://www.shoop.io/) - An open source E-Commerce platform based on Django. * [:earth_americas: shoop](https://www.shoop.io/) - An open source E-Commerce platform based on Django.
* [:octocat: alipay](https://github.com/lxneng/alipay) - :star: 153 :fork_and_knife: 50 - Unofficial Alipay API for Python. * [:octocat: alipay](https://github.com/lxneng/alipay) - :star: 153 :fork_and_knife: 52 - Unofficial Alipay API for Python.
* [:octocat: merchant](https://github.com/agiliq/merchant) - :star: 836 :fork_and_knife: 146 - A Django app to accept payments from various payment processors. * [:octocat: merchant](https://github.com/agiliq/merchant) - :star: 836 :fork_and_knife: 146 - A Django app to accept payments from various payment processors.
* [:octocat: money](https://github.com/carlospalol/money) - :star: 77 :fork_and_knife: 8 - Money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution. * [:octocat: money](https://github.com/carlospalol/money) - :star: 78 :fork_and_knife: 8 - Money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution.
* [:octocat: python-currencies](https://github.com/Alir3z4/python-currencies) - :star: 20 :fork_and_knife: 0 - Display money format and its filthy currencies. * [:octocat: python-currencies](https://github.com/Alir3z4/python-currencies) - :star: 20 :fork_and_knife: 0 - Display money format and its filthy currencies.
## RESTful API ## RESTful API
@ -504,11 +504,11 @@ 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. * [: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) - :star: 28 :fork_and_knife: 2 - Flask extension that takes care of API representation and authentication. * [:octocat: flask-api-utils](https://github.com/marselester/flask-api-utils) - :star: 28 :fork_and_knife: 2 - Flask extension that takes care of API representation and authentication.
* [:earth_americas: falcon](http://falconframework.org/) - A high-performance Python framework for building cloud APIs and web app backends. * [: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) - :star: 3372 :fork_and_knife: 453 - REST API framework powered by Flask, MongoDB and good intentions. * [:octocat: eve](https://github.com/nicolaiarocci/eve) - :star: 3372 :fork_and_knife: 454 - REST API framework powered by Flask, MongoDB and good intentions.
* [:octocat: sandman](https://github.com/jeffknupp/sandman) - :star: 2235 :fork_and_knife: 181 - Automated REST APIs for existing database-driven systems. * [:octocat: sandman](https://github.com/jeffknupp/sandman) - :star: 2235 :fork_and_knife: 181 - Automated REST APIs for existing database-driven systems.
* [:earth_americas: restless](http://restless.readthedocs.org/en/latest/) - Framework agnostic REST framework based on lessons learned from TastyPie. * [: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/) - :star: 8 :fork_and_knife: 7 - REST API building library (Django, and others) * [:octocat: savory-pie](https://github.com/RueLaLa/savory-pie/) - :star: 8 :fork_and_knife: 7 - REST API building library (Django, and others)
* [:octocat: ripozo](https://github.com/vertical-knowledge/ripozo) - :star: 159 :fork_and_knife: 18 - Quickly creating REST/HATEOAS/Hypermedia APIs with extensions for Flask and Django. * [:octocat: ripozo](https://github.com/vertical-knowledge/ripozo) - :star: 160 :fork_and_knife: 17 - Quickly creating REST/HATEOAS/Hypermedia APIs with extensions for Flask and Django.
* [:earth_americas: cornice](https://cornice.readthedocs.org/) - A REST framework for Pyramid. * [:earth_americas: cornice](https://cornice.readthedocs.org/) - A REST framework for Pyramid.
## Authentication ## Authentication
@ -517,17 +517,17 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* OAuth * OAuth
* [:earth_americas: Authomatic](http://peterhudec.github.io/authomatic/) - Simple but powerful framework agnostic authentication/authorization client. * [: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: 2478 :fork_and_knife: 905 - Authentication app for Django that "just works." * [:octocat: django-allauth](https://github.com/pennersr/django-allauth) - :star: 2482 :fork_and_knife: 905 - Authentication app for Django that "just works."
* [:octocat: django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - :star: 799 :fork_and_knife: 241 - OAuth2 goodies for the Djangonauts. * [:octocat: django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - :star: 800 :fork_and_knife: 241 - OAuth2 goodies for the Djangonauts.
* [:octocat: django-oauth2-provider](https://github.com/caffeinehit/django-oauth2-provider) - :star: 296 :fork_and_knife: 240 - Providing OAuth2 access to Django app. * [:octocat: django-oauth2-provider](https://github.com/caffeinehit/django-oauth2-provider) - :star: 296 :fork_and_knife: 240 - Providing OAuth2 access to Django app.
* [:octocat: Flask-OAuthlib](https://github.com/lepture/flask-oauthlib) - :star: 731 :fork_and_knife: 208 - OAuth 1.0/a, 2.0 implementation of client and provider for Flask. * [:octocat: Flask-OAuthlib](https://github.com/lepture/flask-oauthlib) - :star: 732 :fork_and_knife: 208 - OAuth 1.0/a, 2.0 implementation of client and provider for Flask.
* [:octocat: OAuthLib](https://github.com/idan/oauthlib) - :star: 1179 :fork_and_knife: 264 - A generic and thorough implementation of the OAuth request-signing logic. * [:octocat: OAuthLib](https://github.com/idan/oauthlib) - :star: 1179 :fork_and_knife: 264 - A generic and thorough implementation of the OAuth request-signing logic.
* [:octocat: python-oauth2](https://github.com/simplegeo/python-oauth2) - :star: 2448 :fork_and_knife: 955 - A fully tested, abstract interface to creating OAuth clients and servers. * [:octocat: python-oauth2](https://github.com/simplegeo/python-oauth2) - :star: 2449 :fork_and_knife: 956 - A fully tested, abstract interface to creating OAuth clients and servers.
* [:octocat: python-social-auth](https://github.com/omab/python-social-auth) - :star: 2372 :fork_and_knife: 1021 - An easy-to-setup social authentication mechanism. * [:octocat: python-social-auth](https://github.com/omab/python-social-auth) - :star: 2374 :fork_and_knife: 1021 - An easy-to-setup social authentication mechanism.
* [:octocat: rauth](https://github.com/litl/rauth) - :star: 1432 :fork_and_knife: 148 - A Python library for OAuth 1.0/a, 2.0, and Ofly. * [:octocat: rauth](https://github.com/litl/rauth) - :star: 1431 :fork_and_knife: 148 - A Python library for OAuth 1.0/a, 2.0, and Ofly.
* [:octocat: sanction](https://github.com/demianbrecht/sanction) - :star: 156 :fork_and_knife: 38 - A dead simple OAuth2 client implementation. * [:octocat: sanction](https://github.com/demianbrecht/sanction) - :star: 156 :fork_and_knife: 38 - A dead simple OAuth2 client implementation.
* Others * Others
* [:octocat: jose](https://github.com/demonware/jose) - :star: 50 :fork_and_knife: 17 - JavaScript Object Signing and Encryption draft implementation. * [:octocat: jose](https://github.com/demonware/jose) - :star: 51 :fork_and_knife: 17 - JavaScript Object Signing and Encryption draft implementation.
* [:octocat: PyJWT](https://github.com/progrium/pyjwt) - :star: 874 :fork_and_knife: 133 - Implementation of the JSON Web Token draft 01. * [:octocat: PyJWT](https://github.com/progrium/pyjwt) - :star: 874 :fork_and_knife: 133 - Implementation of the JSON Web Token draft 01.
* [:octocat: python-jws](https://github.com/brianloveswords/python-jws) - :star: 41 :fork_and_knife: 16 - Implementation of JSON Web Signatures draft 02. * [:octocat: python-jws](https://github.com/brianloveswords/python-jws) - :star: 41 :fork_and_knife: 16 - Implementation of JSON Web Signatures draft 02.
* [:octocat: python-jwt](https://github.com/davedoesdev/python-jwt) - :star: 103 :fork_and_knife: 11 - Module for generating and verifying JSON Web Tokens. * [:octocat: python-jwt](https://github.com/davedoesdev/python-jwt) - :star: 103 :fork_and_knife: 11 - Module for generating and verifying JSON Web Tokens.
@ -536,7 +536,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries and tools for templating and lexing.* *Libraries and tools for templating and lexing.*
* [:octocat: Jinja2](https://github.com/mitsuhiko/jinja2) - :star: 3459 :fork_and_knife: 699 - A modern and designer friendly templating language. * [:octocat: Jinja2](https://github.com/mitsuhiko/jinja2) - :star: 3465 :fork_and_knife: 700 - A modern and designer friendly templating language.
* [:earth_americas: Chameleon](https://chameleon.readthedocs.org/) - An HTML/XML template engine. Modeled after ZPT, optimized for speed. * [: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: 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. * [: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.* *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. * [: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: 943 :fork_and_knife: 100 - Little multi-threaded task queue. * [:octocat: huey](https://github.com/coleifer/huey) - :star: 945 :fork_and_knife: 100 - Little multi-threaded task queue.
* [:octocat: mrq](https://github.com/pricingassistant/mrq) - :star: 405 :fork_and_knife: 30 - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. * [:octocat: mrq](https://github.com/pricingassistant/mrq) - :star: 405 :fork_and_knife: 30 - Mr. Queue - A distributed worker task queue in Python using Redis & gevent.
* [:earth_americas: rq](http://python-rq.org/) - Simple job queues for Python. * [:earth_americas: rq](http://python-rq.org/) - Simple job queues for Python.
* [:octocat: simpleq](https://github.com/rdegges/simpleq) - :star: 105 :fork_and_knife: 9 - A simple, infinitely scalable, Amazon SQS based queue. * [:octocat: simpleq](https://github.com/rdegges/simpleq) - :star: 105 :fork_and_knife: 9 - A simple, infinitely scalable, Amazon SQS based queue.
@ -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.* *Libraries and software for indexing and performing search queries on data.*
* [:octocat: django-haystack](https://github.com/toastdriven/django-haystack) - :star: 2022 :fork_and_knife: 903 - Modular search for Django. * [:octocat: django-haystack](https://github.com/toastdriven/django-haystack) - :star: 2024 :fork_and_knife: 905 - Modular search for Django.
* [: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). * [: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) - :star: 894 :fork_and_knife: 213 - The official high-level Python client for Elasticsearch. * [:octocat: elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - :star: 896 :fork_and_knife: 213 - The official high-level Python client for Elasticsearch.
* [:earth_americas: solrpy](https://code.google.com/p/solrpy/) - A Python client for [solr](http://lucene.apache.org/solr/). * [: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. * [:earth_americas: Whoosh](http://whoosh.readthedocs.org/) - A fast, pure Python search engine library.
@ -566,8 +566,8 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for building user's activities.* *Libraries for building user's activities.*
* [:octocat: django-activity-stream](https://github.com/justquick/django-activity-stream) - :star: 1045 :fork_and_knife: 316 - Generate generic activity streams from the actions on your site. * [:octocat: django-activity-stream](https://github.com/justquick/django-activity-stream) - :star: 1046 :fork_and_knife: 316 - Generate generic activity streams from the actions on your site.
* [:octocat: Feedly](https://github.com/tschellenbach/Feedly) - :star: 2309 :fork_and_knife: 284 - A library to build newsfeed and notification systems using Cassandra and Redis. * [:octocat: Feedly](https://github.com/tschellenbach/Feedly) - :star: 2311 :fork_and_knife: 286 - A library to build newsfeed and notification systems using Cassandra and Redis.
## Asset Management ## Asset Management
@ -587,8 +587,8 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for caching data.* *Libraries for caching data.*
* [:earth_americas: Beaker](http://beaker.readthedocs.org/) - A library for caching and sessions for use with web applications and stand-alone Python scripts and applications. * [:earth_americas: Beaker](http://beaker.readthedocs.org/) - A library for caching and sessions for use with web applications and stand-alone Python scripts and applications.
* [:octocat: django-cache-machine](https://github.com/jbalogh/django-cache-machine) - :star: 627 :fork_and_knife: 127 - Automatic caching and invalidation for Django models. * [:octocat: django-cache-machine](https://github.com/jbalogh/django-cache-machine) - :star: 628 :fork_and_knife: 127 - Automatic caching and invalidation for Django models.
* [:octocat: django-cacheops](https://github.com/Suor/django-cacheops) - :star: 558 :fork_and_knife: 93 - A slick ORM cache with automatic granular event-driven invalidation. * [:octocat: django-cacheops](https://github.com/Suor/django-cacheops) - :star: 560 :fork_and_knife: 93 - A slick ORM cache with automatic granular event-driven invalidation.
* [:octocat: django-viewlet](https://github.com/5monkeys/django-viewlet) - :star: 54 :fork_and_knife: 13 - Render template parts with extended cache control. * [:octocat: django-viewlet](https://github.com/5monkeys/django-viewlet) - :star: 54 :fork_and_knife: 13 - Render template parts with extended cache control.
* [:earth_americas: dogpile.cache](http://dogpilecache.readthedocs.org/) - dogpile.cache is next generation replacement for Beaker made by same authors. * [:earth_americas: dogpile.cache](http://dogpilecache.readthedocs.org/) - 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. * [:earth_americas: HermesCache](https://pypi.python.org/pypi/HermesCache) - Python caching library with tag-based invalidation and dogpile effect prevention.
@ -599,12 +599,12 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for sending and parsing email.* *Libraries for sending and parsing email.*
* [:octocat: django-celery-ses](https://github.com/StreetVoice/django-celery-ses) - :star: 18 :fork_and_knife: 4 - Django email back end with AWS SES and Celery. * [:octocat: django-celery-ses](https://github.com/StreetVoice/django-celery-ses) - :star: 19 :fork_and_knife: 4 - Django email back end with AWS SES and Celery.
* [:earth_americas: envelopes](http://tomekwojcik.github.io/envelopes/) - Mailing for human beings. * [:earth_americas: envelopes](http://tomekwojcik.github.io/envelopes/) - Mailing for human beings.
* [:octocat: flanker](https://github.com/mailgun/flanker) - :star: 943 :fork_and_knife: 88 - A email address and Mime parsing library. * [:octocat: flanker](https://github.com/mailgun/flanker) - :star: 943 :fork_and_knife: 88 - A email address and Mime parsing library.
* [:octocat: imbox](https://github.com/martinrusev/imbox) - :star: 638 :fork_and_knife: 82 - Python IMAP for Humans. * [:octocat: imbox](https://github.com/martinrusev/imbox) - :star: 639 :fork_and_knife: 82 - Python IMAP for Humans.
* [:octocat: inbox.py](https://github.com/kennethreitz/inbox.py) - :star: 1229 :fork_and_knife: 81 - Python SMTP Server for Humans. * [:octocat: inbox.py](https://github.com/kennethreitz/inbox.py) - :star: 1230 :fork_and_knife: 81 - Python SMTP Server for Humans.
* [:octocat: inbox](https://github.com/inboxapp/inbox) - :star: 3040 :fork_and_knife: 288 - The open source email toolkit. * [:octocat: inbox](https://github.com/inboxapp/inbox) - :star: 3043 :fork_and_knife: 289 - The open source email toolkit.
* [:octocat: lamson](https://github.com/zedshaw/lamson) - :star: 555 :fork_and_knife: 155 - Pythonic SMTP Application Server. * [:octocat: lamson](https://github.com/zedshaw/lamson) - :star: 555 :fork_and_knife: 155 - Pythonic SMTP Application Server.
* [:octocat: mailjet](https://github.com/WoLpH/mailjet) - :star: 17 :fork_and_knife: 12 - Mailjet API implementation for batch mailing, statistics and more. * [:octocat: mailjet](https://github.com/WoLpH/mailjet) - :star: 17 :fork_and_knife: 12 - Mailjet API implementation for batch mailing, statistics and more.
* [:octocat: marrow.mailer](https://github.com/marrow/marrow.mailer) - :star: 107 :fork_and_knife: 27 - High-performance extensible mail delivery framework. * [:octocat: marrow.mailer](https://github.com/marrow/marrow.mailer) - :star: 107 :fork_and_knife: 27 - High-performance extensible mail delivery framework.
@ -636,27 +636,27 @@ 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: 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: 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. * [:earth_americas: cssutils](https://pypi.python.org/pypi/cssutils/) - A CSS library for Python.
* [:octocat: html5lib](https://github.com/html5lib/html5lib-python) - :star: 503 :fork_and_knife: 110 - A standards-compliant library for parsing and serializing HTML documents and fragments. * [:octocat: html5lib](https://github.com/html5lib/html5lib-python) - :star: 502 :fork_and_knife: 110 - 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. * [: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) - :star: 130 :fork_and_knife: 49 - Implements a XML/HTML/XHTML Markup safe string for Python. * [:octocat: MarkupSafe](https://github.com/mitsuhiko/markupsafe) - :star: 130 :fork_and_knife: 49 - Implements a XML/HTML/XHTML Markup safe string for Python.
* [:octocat: pyquery](https://github.com/gawel/pyquery) - :star: 989 :fork_and_knife: 93 - A jQuery-like library for parsing HTML. * [:octocat: pyquery](https://github.com/gawel/pyquery) - :star: 990 :fork_and_knife: 93 - A jQuery-like library for parsing HTML.
* [:octocat: untangle](https://github.com/stchris/untangle) - :star: 173 :fork_and_knife: 23 - Converts XML documents to Python objects for easy access. * [:octocat: untangle](https://github.com/stchris/untangle) - :star: 174 :fork_and_knife: 24 - Converts XML documents to Python objects for easy access.
* [:octocat: xhtml2pdf](https://github.com/chrisglass/xhtml2pdf) - :star: 1153 :fork_and_knife: 416 - HTML/CSS to PDF converter. * [:octocat: xhtml2pdf](https://github.com/chrisglass/xhtml2pdf) - :star: 1153 :fork_and_knife: 416 - HTML/CSS to PDF converter.
* [:octocat: xmltodict](https://github.com/martinblech/xmltodict) - :star: 2071 :fork_and_knife: 202 - Working with XML feel like you are working with JSON. * [:octocat: xmltodict](https://github.com/martinblech/xmltodict) - :star: 2073 :fork_and_knife: 202 - Working with XML feel like you are working with JSON.
## Web Crawling ## Web Crawling
*Libraries for scraping websites.* *Libraries for scraping websites.*
* [:earth_americas: Scrapy](http://scrapy.org/) - A fast high-level screen scraping and web crawling framework. * [:earth_americas: Scrapy](http://scrapy.org/) - A fast high-level screen scraping and web crawling framework.
* [:octocat: cola](https://github.com/chineking/cola) - :star: 959 :fork_and_knife: 462 - A distributed crawling framework. * [:octocat: cola](https://github.com/chineking/cola) - :star: 960 :fork_and_knife: 461 - A distributed crawling framework.
* [:octocat: Demiurge](https://github.com/matiasb/demiurge) - :star: 36 :fork_and_knife: 5 - PyQuery-based scraping micro-framework. * [:octocat: Demiurge](https://github.com/matiasb/demiurge) - :star: 37 :fork_and_knife: 5 - PyQuery-based scraping micro-framework.
* [:earth_americas: feedparser](http://pythonhosted.org/feedparser/) - Universal feed parser. * [:earth_americas: feedparser](http://pythonhosted.org/feedparser/) - Universal feed parser.
* [:earth_americas: Grab](http://grablib.org/) - Site scraping framework. * [:earth_americas: Grab](http://grablib.org/) - Site scraping framework.
* [:octocat: MechanicalSoup](https://github.com/hickford/MechanicalSoup) - :star: 1377 :fork_and_knife: 70 - A Python library for automating interaction with websites. * [:octocat: MechanicalSoup](https://github.com/hickford/MechanicalSoup) - :star: 1378 :fork_and_knife: 70 - A Python library for automating interaction with websites.
* [:octocat: portia](https://github.com/scrapinghub/portia) - :star: 4407 :fork_and_knife: 640 - Visual scraping for Scrapy. * [:octocat: portia](https://github.com/scrapinghub/portia) - :star: 4410 :fork_and_knife: 640 - Visual scraping for Scrapy.
* [:octocat: pyspider](https://github.com/binux/pyspider) - :star: 7166 :fork_and_knife: 1830 - A powerful spider system. * [:octocat: pyspider](https://github.com/binux/pyspider) - :star: 7175 :fork_and_knife: 1836 - A powerful spider system.
* [:octocat: RoboBrowser](https://github.com/jmcarp/robobrowser) - :star: 2467 :fork_and_knife: 165 - A simple, Pythonic library for browsing the web without a standalone web browser. * [:octocat: RoboBrowser](https://github.com/jmcarp/robobrowser) - :star: 2468 :fork_and_knife: 165 - A simple, Pythonic library for browsing the web without a standalone web browser.
## Web Content Extracting ## Web Content Extracting
@ -665,21 +665,21 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: Haul](https://github.com/vinta/Haul) - :star: 73 :fork_and_knife: 18 - An Extensible Image Crawler. * [:octocat: Haul](https://github.com/vinta/Haul) - :star: 73 :fork_and_knife: 18 - An Extensible Image Crawler.
* [:octocat: html2text](https://github.com/Alir3z4/html2text) - :star: 262 :fork_and_knife: 55 - Convert HTML to Markdown-formatted text. * [:octocat: html2text](https://github.com/Alir3z4/html2text) - :star: 262 :fork_and_knife: 55 - Convert HTML to Markdown-formatted text.
* [:octocat: lassie](https://github.com/michaelhelmick/lassie) - :star: 308 :fork_and_knife: 20 - Web Content Retrieval for Humans. * [:octocat: lassie](https://github.com/michaelhelmick/lassie) - :star: 308 :fork_and_knife: 20 - Web Content Retrieval for Humans.
* [:octocat: micawber](https://github.com/coleifer/micawber) - :star: 310 :fork_and_knife: 44 - A small library for extracting rich content from URLs. * [:octocat: micawber](https://github.com/coleifer/micawber) - :star: 310 :fork_and_knife: 45 - A small library for extracting rich content from URLs.
* [:octocat: newspaper](https://github.com/codelucas/newspaper) - :star: 3415 :fork_and_knife: 474 - News extraction, article extraction and content curation in Python. * [:octocat: newspaper](https://github.com/codelucas/newspaper) - :star: 3416 :fork_and_knife: 474 - News extraction, article extraction and content curation in Python.
* [:octocat: opengraph](https://github.com/erikriver/opengraph) - :star: 74 :fork_and_knife: 45 - A Python module to parse the Open Graph Protocol * [:octocat: opengraph](https://github.com/erikriver/opengraph) - :star: 74 :fork_and_knife: 45 - A Python module to parse the Open Graph Protocol
* [:octocat: python-goose](https://github.com/grangier/python-goose) - :star: 1993 :fork_and_knife: 482 - HTML Content/Article Extractor. * [:octocat: python-goose](https://github.com/grangier/python-goose) - :star: 1995 :fork_and_knife: 482 - HTML Content/Article Extractor.
* [:octocat: python-readability](https://github.com/buriy/python-readability) - :star: 978 :fork_and_knife: 197 - Fast Python port of arc90's readability tool. * [:octocat: python-readability](https://github.com/buriy/python-readability) - :star: 979 :fork_and_knife: 198 - Fast Python port of arc90's readability tool.
* [:octocat: sanitize](https://github.com/Alir3z4/sanitize) - :star: 21 :fork_and_knife: 1 - Bringing sanity to world of messed-up data. * [:octocat: sanitize](https://github.com/Alir3z4/sanitize) - :star: 21 :fork_and_knife: 1 - Bringing sanity to world of messed-up data.
* [:octocat: sumy](https://github.com/miso-belica/sumy) - :star: 602 :fork_and_knife: 126 - A module for automatic summarization of text documents and HTML pages. * [:octocat: sumy](https://github.com/miso-belica/sumy) - :star: 603 :fork_and_knife: 126 - A module for automatic summarization of text documents and HTML pages.
* [:octocat: textract](https://github.com/deanmalmgren/textract) - :star: 1723 :fork_and_knife: 151 - Extract text from any document, Word, PowerPoint, PDFs, etc. * [:octocat: textract](https://github.com/deanmalmgren/textract) - :star: 1724 :fork_and_knife: 152 - Extract text from any document, Word, PowerPoint, PDFs, etc.
## Forms ## Forms
*Libraries for working with forms.* *Libraries for working with forms.*
* [:earth_americas: Deform](http://deform.readthedocs.org/) - Python HTML form generation library influenced by the formish form generation library. * [: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) - :star: 1448 :fork_and_knife: 469 - Bootstrap 3 integration with Django. * [:octocat: django-bootstrap3](https://github.com/dyve/django-bootstrap3) - :star: 1449 :fork_and_knife: 471 - Bootstrap 3 integration with Django.
* [: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. * [: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) - :star: 147 :fork_and_knife: 74 - A platform independent Django form serializer. * [:octocat: django-remote-forms](https://github.com/WiserTogether/django-remote-forms) - :star: 147 :fork_and_knife: 74 - A platform independent Django form serializer.
* [:earth_americas: WTForms-JSON](http://wtforms-json.readthedocs.org/) - A WTForms extension for JSON data handling. * [:earth_americas: WTForms-JSON](http://wtforms-json.readthedocs.org/) - A WTForms extension for JSON data handling.
@ -692,8 +692,8 @@ 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: 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. * [: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) - :star: 40 :fork_and_knife: 8 - A language for matching/validating/filtering Python dictionaries. * [:octocat: kmatch](https://github.com/ambitioninc/kmatch) - :star: 40 :fork_and_knife: 8 - A language for matching/validating/filtering Python dictionaries.
* [:octocat: schema](https://github.com/halst/schema) - :star: 879 :fork_and_knife: 79 - A library for validating Python data structures. * [:octocat: schema](https://github.com/halst/schema) - :star: 880 :fork_and_knife: 79 - A library for validating Python data structures.
* [:octocat: Schematics](https://github.com/schematics/schematics) - :star: 1599 :fork_and_knife: 205 - Data Structure Validation. * [:octocat: Schematics](https://github.com/schematics/schematics) - :star: 1601 :fork_and_knife: 205 - Data Structure Validation.
* [:octocat: valideer](https://github.com/podio/valideer) - :star: 167 :fork_and_knife: 7 - Lightweight extensible data validation and adaptation library. * [:octocat: valideer](https://github.com/podio/valideer) - :star: 167 :fork_and_knife: 7 - Lightweight extensible data validation and adaptation library.
* [:octocat: voluptuous](https://github.com/alecthomas/voluptuous) - :star: 626 :fork_and_knife: 97 - A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc. * [:octocat: voluptuous](https://github.com/alecthomas/voluptuous) - :star: 626 :fork_and_knife: 97 - A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc.
@ -708,7 +708,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for tagging items.* *Libraries for tagging items.*
* [:octocat: django-taggit](https://github.com/alex/django-taggit) - :star: 1487 :fork_and_knife: 409 - Simple tagging for Django. * [:octocat: django-taggit](https://github.com/alex/django-taggit) - :star: 1489 :fork_and_knife: 411 - Simple tagging for Django.
## Admin Panels ## Admin Panels
@ -716,11 +716,11 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: Ajenti](https://github.com/Eugeny/ajenti) - :star: 178 :fork_and_knife: 35 - The admin panel your servers deserve. * [:octocat: Ajenti](https://github.com/Eugeny/ajenti) - :star: 178 :fork_and_knife: 35 - The admin panel your servers deserve.
* [:earth_americas: django-suit](http://djangosuit.com/) - Alternative Django Admin-Interface (free only for Non-commercial use). * [: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) - :star: 1680 :fork_and_knife: 524 - Drop-in replacement of Django admin comes with lots of goodies. * [:octocat: django-xadmin](https://github.com/sshwsfc/django-xadmin) - :star: 1682 :fork_and_knife: 524 - Drop-in replacement of Django admin comes with lots of goodies.
* [:octocat: flask-admin](https://github.com/mrjoes/flask-admin) - :star: 55 :fork_and_knife: 28 - Simple and extensible administrative interface framework for Flask. * [:octocat: flask-admin](https://github.com/mrjoes/flask-admin) - :star: 56 :fork_and_knife: 28 - Simple and extensible administrative interface framework for Flask.
* [:octocat: flower](https://github.com/mher/flower) - :star: 1803 :fork_and_knife: 349 - Real-time monitor and web admin for Celery. * [:octocat: flower](https://github.com/mher/flower) - :star: 1804 :fork_and_knife: 349 - Real-time monitor and web admin for Celery.
* [:earth_americas: Grappelli](http://grappelliproject.com) – A jazzy skin for the Django Admin-Interface. * [:earth_americas: Grappelli](http://grappelliproject.com) – A jazzy skin for the Django Admin-Interface.
* [:octocat: Wooey](https://github.com/wooey/wooey) - :star: 661 :fork_and_knife: 59 - A Django app which creates automatic web UIs for Python scripts. * [:octocat: Wooey](https://github.com/wooey/wooey) - :star: 670 :fork_and_knife: 60 - A Django app which creates automatic web UIs for Python scripts.
## Static Site Generator ## Static Site Generator
@ -738,7 +738,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: envoy](https://github.com/kennethreitz/envoy) - :star: 1711 :fork_and_knife: 111 - Python [subprocess](https://docs.python.org/2/library/subprocess.html) for Humans™. * [:octocat: envoy](https://github.com/kennethreitz/envoy) - :star: 1711 :fork_and_knife: 111 - Python [subprocess](https://docs.python.org/2/library/subprocess.html) for Humans™.
* [:earth_americas: sarge](http://sarge.readthedocs.org/) - Yet another wrapper for subprocess. * [:earth_americas: sarge](http://sarge.readthedocs.org/) - Yet another wrapper for subprocess.
* [:octocat: sh](https://github.com/amoffat/sh) - :star: 3412 :fork_and_knife: 287 - A full-fledged subprocess replacement for Python. * [:octocat: sh](https://github.com/amoffat/sh) - :star: 3414 :fork_and_knife: 287 - A full-fledged subprocess replacement for Python.
## Concurrency and Parallelism ## Concurrency and Parallelism
@ -747,7 +747,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: multiprocessing](https://docs.python.org/2/library/multiprocessing.html) - (Python standard library) Process-based "threading" interface. * [: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. * [: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. * [:earth_americas: eventlet](http://eventlet.net/) - Asynchronous framework with WSGI support.
* [:octocat: gevent](http://www.gevent.org/) - :star: 646 :fork_and_knife: 118 - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet). * [:octocat: gevent](http://www.gevent.org/) - :star: 647 :fork_and_knife: 118 - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).
* [:octocat: Tomorrow](https://github.com/madisonmay/Tomorrow) - :star: 1149 :fork_and_knife: 68 - Magic decorator syntax for asynchronous code. * [:octocat: Tomorrow](https://github.com/madisonmay/Tomorrow) - :star: 1149 :fork_and_knife: 68 - Magic decorator syntax for asynchronous code.
## Networking ## Networking
@ -766,9 +766,9 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for working with WebSocket.* *Libraries for working with WebSocket.*
* [:octocat: AutobahnPython](https://github.com/tavendo/AutobahnPython) - :star: 1186 :fork_and_knife: 386 - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html). * [:octocat: AutobahnPython](https://github.com/tavendo/AutobahnPython) - :star: 1188 :fork_and_knife: 386 - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
* [:octocat: Crossbar](https://github.com/crossbario/crossbar/) - :star: 987 :fork_and_knife: 133 - Open-source Unified Application Router (Websocket & WAMP for Python on Autobahn). * [:octocat: Crossbar](https://github.com/crossbario/crossbar/) - :star: 988 :fork_and_knife: 133 - Open-source Unified Application Router (Websocket & WAMP for Python on Autobahn).
* [:octocat: django-socketio](https://github.com/stephenmcd/django-socketio) - :star: 896 :fork_and_knife: 185 - WebSockets for Django. * [:octocat: django-socketio](https://github.com/stephenmcd/django-socketio) - :star: 897 :fork_and_knife: 185 - WebSockets for Django.
* [:octocat: WebSocket-for-Python](https://github.com/Lawouach/WebSocket-for-Python) - :star: 698 :fork_and_knife: 173 - WebSocket client and server library for Python 2 and 3 as well as PyPy. * [:octocat: WebSocket-for-Python](https://github.com/Lawouach/WebSocket-for-Python) - :star: 698 :fork_and_knife: 173 - WebSocket client and server library for Python 2 and 3 as well as PyPy.
## WSGI Servers ## WSGI Servers
@ -790,14 +790,14 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*RPC-compatible servers.* *RPC-compatible servers.*
* [:octocat: SimpleJSONRPCServer](https://github.com/joshmarshall/jsonrpclib/) - :star: 272 :fork_and_knife: 109 - This library is an implementation of the JSON-RPC specification. * [:octocat: SimpleJSONRPCServer](https://github.com/joshmarshall/jsonrpclib/) - :star: 271 :fork_and_knife: 109 - 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. * [: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/dotcloud/zerorpc-python) - :star: 1736 :fork_and_knife: 215 - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/). * [:octocat: zeroRPC](https://github.com/dotcloud/zerorpc-python) - :star: 1737 :fork_and_knife: 216 - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
## Cryptography ## Cryptography
* [:earth_americas: cryptography](https://cryptography.io/) - A package designed to expose cryptographic primitives and recipes to Python developers. * [:earth_americas: cryptography](https://cryptography.io/) - A package designed to expose cryptographic primitives and recipes to Python developers.
* [:octocat: hashids](https://github.com/davidaurelio/hashids-python) - :star: 457 :fork_and_knife: 40 - Implementation of [hashids](http://hashids.org) in Python. * [:octocat: hashids](https://github.com/davidaurelio/hashids-python) - :star: 458 :fork_and_knife: 40 - 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: 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: 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. * [:earth_americas: PyCrypto](https://www.dlitz.net/software/pycrypto/) - The Python Cryptography Toolkit.
@ -849,35 +849,35 @@ 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: 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. * [:earth_americas: nose](https://nose.readthedocs.org/) - nose extends unittest.
* [:octocat: contexts](https://github.com/benjamin-hodgson/Contexts) - :star: 37 :fork_and_knife: 3 - A BDD framework for Python 3.3+. Inspired by C#'s `Machine.Specifications`. * [:octocat: contexts](https://github.com/benjamin-hodgson/Contexts) - :star: 37 :fork_and_knife: 3 - A BDD framework for Python 3.3+. Inspired by C#'s `Machine.Specifications`.
* [:octocat: hypothesis](https://github.com/DRMacIver/hypothesis) - :star: 1413 :fork_and_knife: 132 - Hypothesis is an advanced Quickcheck style property based testing library. * [:octocat: hypothesis](https://github.com/DRMacIver/hypothesis) - :star: 1418 :fork_and_knife: 131 - Hypothesis is an advanced Quickcheck style property based testing library.
* [:earth_americas: mamba](https://nestorsalceda.github.io/mamba) - The definitive testing tool for Python. Born under the banner of BDD. * [: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) - :star: 533 :fork_and_knife: 81 - PyAutoGUI is a cross-platform GUI automation Python module for human beings. * [:octocat: PyAutoGUI](https://github.com/asweigart/pyautogui) - :star: 533 :fork_and_knife: 81 - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
* [:octocat: pyshould](https://github.com/drslump/pyshould) - :star: 32 :fork_and_knife: 6 - Should style asserts based on [PyHamcrest](https://github.com/hamcrest/PyHamcrest). * [:octocat: pyshould](https://github.com/drslump/pyshould) - :star: 32 :fork_and_knife: 6 - Should style asserts based on [PyHamcrest](https://github.com/hamcrest/PyHamcrest).
* [:earth_americas: pytest](http://pytest.org/) - A mature full-featured Python testing tool. * [: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/). * [: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) - :star: 1039 :fork_and_knife: 387 - A generic test automation framework. * [:octocat: Robot Framework](https://github.com/robotframework/robotframework) - :star: 1041 :fork_and_knife: 389 - A generic test automation framework.
* Web Testing * Web Testing
* [:earth_americas: Selenium](https://pypi.python.org/pypi/selenium) - Python bindings for [Selenium](http://www.seleniumhq.org/) WebDriver. * [: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) - :star: 3809 :fork_and_knife: 544 - Scalable user load testing tool written in Python. * [:octocat: locust](https://github.com/locustio/locust) - :star: 3815 :fork_and_knife: 546 - Scalable user load testing tool written in Python.
* [:octocat: sixpack](https://github.com/seatgeek/sixpack) - :star: 1109 :fork_and_knife: 115 - A language-agnostic A/B Testing framework. * [:octocat: sixpack](https://github.com/seatgeek/sixpack) - :star: 1109 :fork_and_knife: 115 - A language-agnostic A/B Testing framework.
* [:earth_americas: splinter](https://splinter.readthedocs.org/en/latest/) - Open source tool for testing web applications. * [:earth_americas: splinter](https://splinter.readthedocs.org/en/latest/) - Open source tool for testing web applications.
* Mock * Mock
* [:earth_americas: mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library. * [: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. * [:earth_americas: doublex](https://pypi.python.org/pypi/doublex) - Powerful test doubles framework for Python.
* [:octocat: freezegun](https://github.com/spulec/freezegun) - :star: 784 :fork_and_knife: 84 - Travel through time by mocking the datetime module. * [:octocat: freezegun](https://github.com/spulec/freezegun) - :star: 786 :fork_and_knife: 84 - Travel through time by mocking the datetime module.
* [:octocat: httmock](https://github.com/patrys/httmock) - :star: 254 :fork_and_knife: 26 - A mocking library for requests for Python 2.6+ and 3.2+. * [:octocat: httmock](https://github.com/patrys/httmock) - :star: 254 :fork_and_knife: 26 - A mocking library for requests for Python 2.6+ and 3.2+.
* [:earth_americas: httpretty](http://falcao.it/HTTPretty/) - HTTP request mock tool for Python. * [:earth_americas: httpretty](http://falcao.it/HTTPretty/) - HTTP request mock tool for Python.
* [:octocat: responses](https://github.com/dropbox/responses) - :star: 1263 :fork_and_knife: 118 - A utility library for mocking out the requests Python library. * [:octocat: responses](https://github.com/dropbox/responses) - :star: 1265 :fork_and_knife: 118 - A utility library for mocking out the requests Python library.
* [:octocat: VCR.py](https://github.com/kevin1024/vcrpy) - :star: 720 :fork_and_knife: 107 - Record and replay HTTP interactions on your tests. * [:octocat: VCR.py](https://github.com/kevin1024/vcrpy) - :star: 720 :fork_and_knife: 108 - Record and replay HTTP interactions on your tests.
* Object Factories * Object Factories
* [:octocat: factory_boy](https://github.com/rbarrois/factory_boy) - :star: 943 :fork_and_knife: 128 - A test fixtures replacement for Python. * [:octocat: factory_boy](https://github.com/rbarrois/factory_boy) - :star: 945 :fork_and_knife: 128 - A test fixtures replacement for Python.
* [:octocat: mixer](https://github.com/klen/mixer) - :star: 320 :fork_and_knife: 33 - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc. * [:octocat: mixer](https://github.com/klen/mixer) - :star: 320 :fork_and_knife: 33 - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc.
* [:octocat: model_mommy](https://github.com/vandersonmota/model_mommy) - :star: 585 :fork_and_knife: 132 - Creating random fixtures for testing in Django. * [:octocat: model_mommy](https://github.com/vandersonmota/model_mommy) - :star: 585 :fork_and_knife: 132 - Creating random fixtures for testing in Django.
* Code Coverage * Code Coverage
* [:earth_americas: coverage](https://pypi.python.org/pypi/coverage) - Code coverage measurement. * [:earth_americas: coverage](https://pypi.python.org/pypi/coverage) - Code coverage measurement.
* Fake Data * Fake Data
* [:earth_americas: faker](http://www.joke2k.net/faker/) - A Python package that generates fake data. * [:earth_americas: faker](http://www.joke2k.net/faker/) - A Python package that generates fake data.
* [:octocat: fake2db](https://github.com/emirozer/fake2db) - :star: 1667 :fork_and_knife: 79 - Fake database generator. * [:octocat: fake2db](https://github.com/emirozer/fake2db) - :star: 1669 :fork_and_knife: 79 - Fake database generator.
* [:earth_americas: radar](https://pypi.python.org/pypi/radar) - Generate random datetime / time. * [:earth_americas: radar](https://pypi.python.org/pypi/radar) - Generate random datetime / time.
* Error Handler * Error Handler
* [:octocat: FuckIt.py](https://github.com/ajalt/fuckitpy) - :star: 2092 :fork_and_knife: 89 - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not. * [:octocat: FuckIt.py](https://github.com/ajalt/fuckitpy) - :star: 2092 :fork_and_knife: 89 - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.
@ -888,9 +888,9 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries and tools for analysing, parsing and manipulation codebases.* *Libraries and tools for analysing, parsing and manipulation codebases.*
* Code Analysis * Code Analysis
* [:octocat: code2flow](https://github.com/scottrogowski/code2flow) - :star: 264 :fork_and_knife: 33 - Turn your Python and JavaScript code into DOT flowcharts. * [:octocat: code2flow](https://github.com/scottrogowski/code2flow) - :star: 265 :fork_and_knife: 33 - Turn your Python and JavaScript code into DOT flowcharts.
* [:octocat: pycallgraph](https://github.com/gak/pycallgraph) - :star: 656 :fork_and_knife: 105 - A library that visualises the flow (call graph) of your Python application. * [:octocat: pycallgraph](https://github.com/gak/pycallgraph) - :star: 656 :fork_and_knife: 105 - A library that visualises the flow (call graph) of your Python application.
* [:octocat: pysonar2](https://github.com/yinwang0/pysonar2) - :star: 2182 :fork_and_knife: 585 - A type inferencer and indexer for Python. * [:octocat: pysonar2](https://github.com/yinwang0/pysonar2) - :star: 2184 :fork_and_knife: 585 - A type inferencer and indexer for Python.
* Linter * Linter
* [:earth_americas: Flake8](https://pypi.python.org/pypi/flake8) - The modular source code checker: pep8, pyflakes and co. * [:earth_americas: Flake8](https://pypi.python.org/pypi/flake8) - The modular source code checker: pep8, pyflakes and co.
* [:earth_americas: Pylint](http://www.pylint.org/) - A source code analyzer. * [:earth_americas: Pylint](http://www.pylint.org/) - A source code analyzer.
@ -904,17 +904,17 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: ipdb](https://pypi.python.org/pypi/ipdb) - IPython-enabled [pdb](https://docs.python.org/2/library/pdb.html). * [: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. * [:earth_americas: pudb](https://pypi.python.org/pypi/pudb) – A full-screen, console-based Python debugger.
* [:octocat: pyringe](https://github.com/google/pyringe) - :star: 1361 :fork_and_knife: 47 - Debugger capable of attaching to and injecting code into Python processes. * [:octocat: pyringe](https://github.com/google/pyringe) - :star: 1361 :fork_and_knife: 47 - Debugger capable of attaching to and injecting code into Python processes.
* [:octocat: wdb](https://github.com/Kozea/wdb) - :star: 1016 :fork_and_knife: 51 - An improbable web debugger through WebSockets. * [:octocat: wdb](https://github.com/Kozea/wdb) - :star: 1017 :fork_and_knife: 51 - An improbable web debugger through WebSockets.
* [:earth_americas: winpdb](http://winpdb.org/) - A Platform Independent Python Debugger with GUI, capable of remote debugging based on rpdb2. * [: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) - :star: 3705 :fork_and_knife: 689 - Display various debug information about the current request/response. * [:octocat: django-debug-toolbar](https://github.com/django-debug-toolbar/django-debug-toolbar) - :star: 3705 :fork_and_knife: 689 - Display various debug information about the current request/response.
* [:octocat: django-devserver](https://github.com/dcramer/django-devserver) - :star: 1153 :fork_and_knife: 146 - A drop-in replacement for Django's runserver. * [:octocat: django-devserver](https://github.com/dcramer/django-devserver) - :star: 1153 :fork_and_knife: 147 - A drop-in replacement for Django's runserver.
* [:octocat: flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - :star: 478 :fork_and_knife: 76 - A port of the django-debug-toolbar to flask. * [:octocat: flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - :star: 478 :fork_and_knife: 76 - A port of the django-debug-toolbar to flask.
* Profiler * Profiler
* [:octocat: line_profiler](https://github.com/rkern/line_profiler) - :star: 892 :fork_and_knife: 69 - Line-by-line profiling. * [:octocat: line_profiler](https://github.com/rkern/line_profiler) - :star: 894 :fork_and_knife: 69 - Line-by-line profiling.
* [:octocat: memory_profiler](https://github.com/fabianp/memory_profiler) - :star: 796 :fork_and_knife: 107 - Monitor Memory usage of Python code. * [:octocat: memory_profiler](https://github.com/fabianp/memory_profiler) - :star: 797 :fork_and_knife: 107 - Monitor Memory usage of Python code.
* [:octocat: profiling](https://github.com/what-studio/profiling) - :star: 2418 :fork_and_knife: 82 - An interactive Python profiler. * [:octocat: profiling](https://github.com/what-studio/profiling) - :star: 2420 :fork_and_knife: 82 - An interactive Python profiler.
* Others * Others
* [:octocat: pyelftools](https://github.com/eliben/pyelftools) - :star: 335 :fork_and_knife: 125 - A pure-Python library for parsing and analyzing ELF files and DWARF debugging information. * [:octocat: pyelftools](https://github.com/eliben/pyelftools) - :star: 336 :fork_and_knife: 125 - A pure-Python library for parsing and analyzing ELF files and DWARF debugging information.
* [:octocat: python-statsd](https://github.com/WoLpH/python-statsd) - :star: 86 :fork_and_knife: 35 - Python Client for the [statsd](https://github.com/etsy/statsd/) server. * [:octocat: python-statsd](https://github.com/WoLpH/python-statsd) - :star: 86 :fork_and_knife: 35 - Python Client for the [statsd](https://github.com/etsy/statsd/) server.
## Science and Data Analysis ## Science and Data Analysis
@ -922,7 +922,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Libraries for scientific computing and data analyzing.* *Libraries for scientific computing and data analyzing.*
* [:earth_americas: astropy](http://www.astropy.org/) - A community Python library for Astronomy. * [:earth_americas: astropy](http://www.astropy.org/) - A community Python library for Astronomy.
* [:octocat: bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - :star: 324 :fork_and_knife: 168 - A toolkit providing best-practice pipelines for fully automated high throughput sequencing analysis. * [:octocat: bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - :star: 324 :fork_and_knife: 169 - A toolkit providing best-practice pipelines for fully automated high throughput sequencing analysis.
* [:octocat: bccb](https://github.com/chapmanb/bcbb) - :star: 309 :fork_and_knife: 152 - Collection of useful code related to biological analysis. * [:octocat: bccb](https://github.com/chapmanb/bcbb) - :star: 309 :fork_and_knife: 152 - 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: 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: blaze](http://blaze.pydata.org/en/latest/) - NumPy and Pandas interface to Big Data.
@ -931,23 +931,23 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:earth_americas: Numba](http://numba.pydata.org/) - Python JIT (just in time) complier to LLVM aimed at scientific Python by the developers of Cython and NumPy. * [:earth_americas: Numba](http://numba.pydata.org/) - Python JIT (just in time) complier to LLVM aimed at scientific Python by the developers of Cython and NumPy.
* [:earth_americas: NumPy](http://www.numpy.org/) - A fundamental package for scientific computing with Python. * [: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. * [:earth_americas: Open Babel](http://openbabel.org/wiki/Main_Page) - A chemical toolbox designed to speak the many languages of chemical data.
* [:octocat: Open Mining](https://github.com/avelino/mining) - :star: 593 :fork_and_knife: 98 - Business Intelligence (BI) in Python (Pandas web interface) * [:octocat: Open Mining](https://github.com/avelino/mining) - :star: 593 :fork_and_knife: 99 - Business Intelligence (BI) in Python (Pandas web interface)
* [:earth_americas: orange](http://orange.biolab.si/) - Data mining, data visualization, analysis and machine learning through visual programming or Python scripting. * [:earth_americas: orange](http://orange.biolab.si/) - Data mining, data visualization, analysis and machine learning through visual programming or Python scripting.
* [:earth_americas: Pandas](http://pandas.pydata.org/) - A library providing high-performance, easy-to-use data structures and data analysis tools. * [:earth_americas: Pandas](http://pandas.pydata.org/) - A library providing high-performance, easy-to-use data structures and data analysis tools.
* [:earth_americas: PyDy](https://pydy.org/) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion based around NumPy, SciPy, IPython, and matplotlib. * [:earth_americas: PyDy](https://pydy.org/) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion based around NumPy, SciPy, IPython, and matplotlib.
* [:octocat: PyMC](https://github.com/pymc-devs/pymc3) - :star: 1567 :fork_and_knife: 360 - Markov Chain Monte Carlo sampling toolkit. * [:octocat: PyMC](https://github.com/pymc-devs/pymc3) - :star: 1570 :fork_and_knife: 363 - Markov Chain Monte Carlo sampling toolkit.
* [:earth_americas: RDKit](http://www.rdkit.org/) - Cheminformatics and Machine Learning Software. * [: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. * [: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: 1544 :fork_and_knife: 763 - Statistical modeling and econometrics in Python. * [:octocat: statsmodels](https://github.com/statsmodels/statsmodels) - :star: 1546 :fork_and_knife: 764 - Statistical modeling and econometrics in Python.
* [:octocat: SymPy](https://github.com/sympy/sympy) - :star: 3008 :fork_and_knife: 1523 - A Python library for symbolic mathematics. * [:octocat: SymPy](https://github.com/sympy/sympy) - :star: 3009 :fork_and_knife: 1523 - A Python library for symbolic mathematics.
* [:octocat: zipline](https://github.com/quantopian/zipline) - :star: 3505 :fork_and_knife: 1074 - A Pythonic algorithmic trading library. * [:octocat: zipline](https://github.com/quantopian/zipline) - :star: 3517 :fork_and_knife: 1077 - A Pythonic algorithmic trading library.
## Data Visualization ## Data Visualization
*Libraries for visualizing data. See: [awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization).* *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. * [:earth_americas: matplotlib](http://matplotlib.org/) - A Python 2D plotting library.
* [:octocat: bokeh](https://github.com/ContinuumIO/bokeh) - :star: 4437 :fork_and_knife: 981 - Interactive Web Plotting for Python. * [:octocat: bokeh](https://github.com/ContinuumIO/bokeh) - :star: 4443 :fork_and_knife: 986 - Interactive Web Plotting for Python.
* [:octocat: ggplot](https://github.com/yhat/ggplot) - :star: 2640 :fork_and_knife: 350 - Same API as ggplot2 for R. * [:octocat: ggplot](https://github.com/yhat/ggplot) - :star: 2640 :fork_and_knife: 350 - Same API as ggplot2 for R.
* [:earth_americas: plotly](https://plot.ly/python) - Collaborative web plotting for Python and matplotlib. * [: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: pygal](http://pygal.org/) - A Python SVG Charts Creator.
@ -969,13 +969,13 @@ 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).* *Libraries for Machine Learning. See: [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python).*
* [:octocat: Crab](https://github.com/muricoca/crab) - :star: 712 :fork_and_knife: 264 - A flexible, fast recommender engine. * [:octocat: Crab](https://github.com/muricoca/crab) - :star: 712 :fork_and_knife: 264 - A flexible, fast recommender engine.
* [:octocat: gensim](https://github.com/piskvorky/gensim) - :star: 2780 :fork_and_knife: 1002 - Topic Modelling for Humans. * [:octocat: gensim](https://github.com/piskvorky/gensim) - :star: 2785 :fork_and_knife: 1001 - Topic Modelling for Humans.
* [:octocat: hebel](https://github.com/hannes-brt/hebel) - :star: 1143 :fork_and_knife: 107 - GPU-Accelerated Deep Learning Library in Python. * [:octocat: hebel](https://github.com/hannes-brt/hebel) - :star: 1143 :fork_and_knife: 107 - GPU-Accelerated Deep Learning Library in Python.
* [:octocat: NuPIC](https://github.com/numenta/nupic) - :star: 4324 :fork_and_knife: 1210 - Numenta Platform for Intelligent Computing. * [:octocat: NuPIC](https://github.com/numenta/nupic) - :star: 4326 :fork_and_knife: 1211 - Numenta Platform for Intelligent Computing.
* [:octocat: pattern](https://github.com/clips/pattern) - :star: 4642 :fork_and_knife: 835 - Web mining module for Python. * [:octocat: pattern](https://github.com/clips/pattern) - :star: 4644 :fork_and_knife: 837 - Web mining module for Python.
* [:octocat: PyBrain](https://github.com/pybrain/pybrain) - :star: 1882 :fork_and_knife: 595 - Another Python Machine Learning Library. * [:octocat: PyBrain](https://github.com/pybrain/pybrain) - :star: 1882 :fork_and_knife: 597 - Another Python Machine Learning Library.
* [:octocat: Pylearn2](https://github.com/lisa-lab/pylearn2) - :star: 2144 :fork_and_knife: 880 - A Machine Learning library based on [Theano](https://github.com/Theano/Theano). * [:octocat: Pylearn2](https://github.com/lisa-lab/pylearn2) - :star: 2145 :fork_and_knife: 882 - A Machine Learning library based on [Theano](https://github.com/Theano/Theano).
* [:octocat: python-recsys](https://github.com/ocelma/python-recsys) - :star: 620 :fork_and_knife: 275 - A Python library for implementing a Recommender System. * [:octocat: python-recsys](https://github.com/ocelma/python-recsys) - :star: 622 :fork_and_knife: 275 - A Python library for implementing a Recommender System.
* [:earth_americas: scikit-learn](http://scikit-learn.org/) - A Python module for machine learning built on top of SciPy. * [: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) - :star: 123 :fork_and_knife: 30 - A lightweight Python wrapper for [Vowpal Wabbit](https://github.com/JohnLangford/vowpal_wabbit/). * [:octocat: vowpal_porpoise](https://github.com/josephreisinger/vowpal_porpoise) - :star: 123 :fork_and_knife: 30 - A lightweight Python wrapper for [Vowpal Wabbit](https://github.com/JohnLangford/vowpal_wabbit/).
@ -983,12 +983,12 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Framworks and libraries for MapReduce.* *Framworks and libraries for MapReduce.*
* [:octocat: dpark](https://github.com/douban/dpark) - :star: 1819 :fork_and_knife: 431 - Python clone of Spark, a MapReduce alike framework in Python. * [:octocat: dpark](https://github.com/douban/dpark) - :star: 1821 :fork_and_knife: 431 - Python clone of Spark, a MapReduce alike framework in Python.
* [:octocat: dumbo](https://github.com/klbostee/dumbo) - :star: 971 :fork_and_knife: 158 - Python module that allows one to easily write and run Hadoop programs. * [:octocat: dumbo](https://github.com/klbostee/dumbo) - :star: 971 :fork_and_knife: 158 - Python module that allows one to easily write and run Hadoop programs.
* [:octocat: luigi](https://github.com/spotify/luigi) - :star: 5008 :fork_and_knife: 970 - A module that helps you build complex pipelines of batch jobs. * [:octocat: luigi](https://github.com/spotify/luigi) - :star: 5018 :fork_and_knife: 970 - A module that helps you build complex pipelines of batch jobs.
* [:octocat: mrjob](https://github.com/Yelp/mrjob) - :star: 1856 :fork_and_knife: 464 - Run MapReduce jobs on Hadoop or Amazon Web Services. * [:octocat: mrjob](https://github.com/Yelp/mrjob) - :star: 1856 :fork_and_knife: 465 - 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. * [:earth_americas: PySpark](http://spark.apache.org/docs/latest/programming-guide.html) - The Spark Python API.
* [:octocat: streamparse](https://github.com/Parsely/streamparse) - :star: 1018 :fork_and_knife: 146 - Run Python code against real-time streams of data. Integrates with [Apache Storm](https://storm.incubator.apache.org/). * [:octocat: streamparse](https://github.com/Parsely/streamparse) - :star: 1021 :fork_and_knife: 147 - Run Python code against real-time streams of data. Integrates with [Apache Storm](https://storm.incubator.apache.org/).
## Functional Programming ## Functional Programming
@ -997,41 +997,41 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* [:octocat: CyToolz](https://github.com/pytoolz/cytoolz/) - :star: 274 :fork_and_knife: 22 - Cython implementation of Toolz: High performance functional utilities. * [:octocat: CyToolz](https://github.com/pytoolz/cytoolz/) - :star: 274 :fork_and_knife: 22 - Cython implementation of Toolz: High performance functional utilities.
* [:octocat: fn.py](https://github.com/kachayev/fn.py) - :star: 2011 :fork_and_knife: 126 - Functional programming in Python: implementation of missing features to enjoy FP. * [:octocat: fn.py](https://github.com/kachayev/fn.py) - :star: 2011 :fork_and_knife: 126 - Functional programming in Python: implementation of missing features to enjoy FP.
* [:octocat: funcy](https://github.com/Suor/funcy) - :star: 1307 :fork_and_knife: 64 - A fancy and practical functional tools. * [:octocat: funcy](https://github.com/Suor/funcy) - :star: 1307 :fork_and_knife: 64 - A fancy and practical functional tools.
* [:octocat: Toolz](https://github.com/pytoolz/toolz) - :star: 1156 :fork_and_knife: 97 - A collection of functional utilities for iterators, functions, and dictionaries. * [:octocat: Toolz](https://github.com/pytoolz/toolz) - :star: 1157 :fork_and_knife: 97 - A collection of functional utilities for iterators, functions, and dictionaries.
## Third-party APIs ## 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. 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. * [:earth_americas: apache-libcloud](https://libcloud.apache.org/) - One Python library for all clouds.
* [:octocat: boto](https://github.com/boto/boto) - :star: 5558 :fork_and_knife: 2033 - Python interface to Amazon Web Services. * [:octocat: boto](https://github.com/boto/boto) - :star: 5557 :fork_and_knife: 2031 - Python interface to Amazon Web Services.
* [:octocat: django-wordpress](https://github.com/sunlightlabs/django-wordpress/) - :star: 216 :fork_and_knife: 51 - WordPress models and views for Django. * [:octocat: django-wordpress](https://github.com/sunlightlabs/django-wordpress/) - :star: 216 :fork_and_knife: 51 - WordPress models and views for Django.
* [:octocat: facebook-sdk](https://github.com/pythonforfacebook/facebook-sdk) - :star: 1718 :fork_and_knife: 655 - Facebook Platform Python SDK. * [:octocat: facebook-sdk](https://github.com/pythonforfacebook/facebook-sdk) - :star: 1719 :fork_and_knife: 655 - Facebook Platform Python SDK.
* [:octocat: facepy](https://github.com/jgorset/facepy) - :star: 500 :fork_and_knife: 149 - Facepy makes it really easy to interact with Facebook's Graph API * [:octocat: facepy](https://github.com/jgorset/facepy) - :star: 500 :fork_and_knife: 149 - Facepy makes it really easy to interact with Facebook's Graph API
* [:octocat: gmail](https://github.com/charlierguo/gmail) - :star: 1288 :fork_and_knife: 235 - A Pythonic interface for Gmail. * [:octocat: gmail](https://github.com/charlierguo/gmail) - :star: 1288 :fork_and_knife: 235 - A Pythonic interface for Gmail.
* [:octocat: google-api-python-client](https://github.com/google/google-api-python-client) - :star: 1063 :fork_and_knife: 463 - Google APIs Client Library for Python. * [:octocat: google-api-python-client](https://github.com/google/google-api-python-client) - :star: 1065 :fork_and_knife: 466 - Google APIs Client Library for Python.
* [:octocat: gspread](https://github.com/burnash/gspread) - :star: 1790 :fork_and_knife: 336 - Google Spreadsheets Python API. * [:octocat: gspread](https://github.com/burnash/gspread) - :star: 1791 :fork_and_knife: 336 - Google Spreadsheets Python API.
* [:octocat: twython](https://github.com/ryanmcgrath/twython) - :star: 1200 :fork_and_knife: 307 - A Python wrapper for the Twitter API. * [:octocat: twython](https://github.com/ryanmcgrath/twython) - :star: 1199 :fork_and_knife: 307 - A Python wrapper for the Twitter API.
## DevOps Tools ## DevOps Tools
*Software and libraries for DevOps.* *Software and libraries for DevOps.*
* [:octocat: Ansible](https://github.com/ansible/ansible) - :star: 18029 :fork_and_knife: 5459 - A radically simple IT automation platform. * [:octocat: Ansible](https://github.com/ansible/ansible) - :star: 18055 :fork_and_knife: 5475 - A radically simple IT automation platform.
* [:octocat: SaltStack](https://github.com/saltstack/salt) - :star: 6734 :fork_and_knife: 3043 - Infrastructure automation and management system. * [:octocat: SaltStack](https://github.com/saltstack/salt) - :star: 6742 :fork_and_knife: 3044 - Infrastructure automation and management system.
* [:earth_americas: Fabric](http://www.fabfile.org/) - A simple, Pythonic tool for remote execution and deployment. * [:earth_americas: Fabric](http://www.fabfile.org/) - A simple, Pythonic tool for remote execution and deployment.
* [:octocat: cuisine](https://github.com/sebastien/cuisine) - :star: 1186 :fork_and_knife: 148 - Chef-like functionality for Fabric. * [:octocat: cuisine](https://github.com/sebastien/cuisine) - :star: 1186 :fork_and_knife: 149 - 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: Docker Compose](https://docs.docker.com/compose/) - Fast, isolated development environments using [Docker](https://www.docker.com/).
* [:octocat: Fabtools](https://github.com/ronnix/fabtools) - :star: 1022 :fork_and_knife: 202 - Tools for writing awesome Fabric files. * [:octocat: Fabtools](https://github.com/ronnix/fabtools) - :star: 1022 :fork_and_knife: 201 - Tools for writing awesome Fabric files.
* [:earth_americas: gitapi](http://bitbucket.org/haard/gitapi) - Pure-Python API for git. * [:earth_americas: gitapi](http://bitbucket.org/haard/gitapi) - Pure-Python API for git.
* [:octocat: gunnery](https://github.com/gunnery/gunnery) - :star: 602 :fork_and_knife: 56 - Multipurpose task execution tool for distributed systems with web-based interface. * [:octocat: gunnery](https://github.com/gunnery/gunnery) - :star: 603 :fork_and_knife: 56 - Multipurpose task execution tool for distributed systems with web-based interface.
* [:earth_americas: hgapi](http://bitbucket.org/haard/hgapi) - Pure-Python API for Mercurial. * [:earth_americas: hgapi](http://bitbucket.org/haard/hgapi) - Pure-Python API for Mercurial.
* [:octocat: honcho](https://github.com/nickstenning/honcho) - :star: 801 :fork_and_knife: 92 - A Python port of [Foreman](https://github.com/ddollar/foreman), a tool for managing Procfile-based applications. * [:octocat: honcho](https://github.com/nickstenning/honcho) - :star: 801 :fork_and_knife: 92 - A Python port of [Foreman](https://github.com/ddollar/foreman), a tool for managing Procfile-based applications.
* [:earth_americas: OpenStack](http://www.openstack.org/) - Open source software for building private and public clouds. * [:earth_americas: OpenStack](http://www.openstack.org/) - Open source software for building private and public clouds.
* [:octocat: pexpect](https://github.com/pexpect/pexpect) - :star: 641 :fork_and_knife: 174 - Controlling interactive programs in a pseudo-terminal like GNU expect. * [:octocat: pexpect](https://github.com/pexpect/pexpect) - :star: 641 :fork_and_knife: 174 - Controlling interactive programs in a pseudo-terminal like GNU expect.
* [:octocat: provy](https://github.com/python-provy/provy) - :star: 106 :fork_and_knife: 19 - An easy-to-use provisioning system in Python. * [:octocat: provy](https://github.com/python-provy/provy) - :star: 106 :fork_and_knife: 19 - An easy-to-use provisioning system in Python.
* [:octocat: psutil](https://github.com/giampaolo/psutil) - :star: 1734 :fork_and_knife: 293 - A cross-platform process and system utilities module. * [:octocat: psutil](https://github.com/giampaolo/psutil) - :star: 1735 :fork_and_knife: 293 - A cross-platform process and system utilities module.
* [:octocat: supervisor](https://github.com/Supervisor/supervisor) - :star: 2639 :fork_and_knife: 548 - Supervisor process control system for UNIX. * [:octocat: supervisor](https://github.com/Supervisor/supervisor) - :star: 2642 :fork_and_knife: 550 - Supervisor process control system for UNIX.
## Job Scheduler ## Job Scheduler
@ -1042,8 +1042,8 @@ 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: 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. * [: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: 906 :fork_and_knife: 66 - Writing crontab file in Python like a charm. * [:octocat: Plan](https://github.com/fengsp/plan) - :star: 906 :fork_and_knife: 66 - Writing crontab file in Python like a charm.
* [:octocat: schedule](https://github.com/dbader/schedule) - :star: 2306 :fork_and_knife: 232 - Python job scheduling for humans. * [:octocat: schedule](https://github.com/dbader/schedule) - :star: 2310 :fork_and_knife: 233 - Python job scheduling for humans.
* [:octocat: Spiff](https://github.com/knipknap/SpiffWorkflow) - :star: 345 :fork_and_knife: 87 - A powerful workflow engine implemented in pure Python. * [:octocat: Spiff](https://github.com/knipknap/SpiffWorkflow) - :star: 347 :fork_and_knife: 88 - 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: TaskFlow](http://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
## Foreign Function Interface ## Foreign Function Interface
@ -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: 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. * [: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: 3883 :fork_and_knife: 268 - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance. * [:octocat: Pyston](https://github.com/dropbox/pyston) - :star: 3885 :fork_and_knife: 268 - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance.
* [:earth_americas: Stackless Python](http://www.stackless.com/) - An enhanced version of the Python. * [:earth_americas: Stackless Python](http://www.stackless.com/) - An enhanced version of the Python.
## Microsoft Windows ## 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: 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. * [: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: 203 :fork_and_knife: 77 - Python Integration with the .NET Common Language Runtime (CLR). * [:octocat: PythonNet](https://github.com/pythonnet/pythonnet) - :star: 205 :fork_and_knife: 77 - Python Integration with the .NET Common Language Runtime (CLR).
* [:earth_americas: PyWin32](http://sourceforge.net/projects/pywin32/) - Python Extensions for Windows. * [: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. * [: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: ino](http://inotool.org/) - Command line toolkit for working with [Arduino](http://www.arduino.cc/).
* [:earth_americas: Pyro](http://pyrorobotics.com/) - Python Robotics. * [:earth_americas: Pyro](http://pyrorobotics.com/) - Python Robotics.
* [:octocat: PyUserInput](https://github.com/SavinaRoja/PyUserInput) - :star: 445 :fork_and_knife: 109 - A module for cross-platform control of the mouse and keyboard. * [:octocat: PyUserInput](https://github.com/SavinaRoja/PyUserInput) - :star: 446 :fork_and_knife: 110 - A module for cross-platform control of the mouse and keyboard.
* [:earth_americas: scapy](http://www.secdev.org/projects/scapy/) - A brilliant packet manipulation library. * [: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. * [:earth_americas: wifi](https://wifi.readthedocs.org/) - A Python library and command line tool for working with WiFi on Linux.
@ -1105,17 +1105,17 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
*Useful libraries or tools that don't fit in the categories above.* *Useful libraries or tools that don't fit in the categories above.*
* [:octocat: blinker](https://github.com/jek/blinker) - :star: 371 :fork_and_knife: 44 - A fast Python in-process signal/event dispatching system. * [:octocat: blinker](https://github.com/jek/blinker) - :star: 372 :fork_and_knife: 44 - A fast Python in-process signal/event dispatching system.
* [:octocat: itsdangerous](https://github.com/mitsuhiko/itsdangerous) - :star: 952 :fork_and_knife: 84 - Various helpers to pass trusted data to untrusted environments. * [:octocat: itsdangerous](https://github.com/mitsuhiko/itsdangerous) - :star: 954 :fork_and_knife: 84 - Various helpers to pass trusted data to untrusted environments.
* [:octocat: pluginbase](https://github.com/mitsuhiko/pluginbase) - :star: 390 :fork_and_knife: 29 - A simple but flexible plugin system for Python. * [:octocat: pluginbase](https://github.com/mitsuhiko/pluginbase) - :star: 391 :fork_and_knife: 29 - A simple but flexible plugin system for Python.
* [:octocat: Pychievements](https://github.com/PacketPerception/pychievements) - :star: 74 :fork_and_knife: 4 - A framework for creating and tracking achievements. * [:octocat: Pychievements](https://github.com/PacketPerception/pychievements) - :star: 74 :fork_and_knife: 4 - A framework for creating and tracking achievements.
## Algorithms and Design Patterns ## Algorithms and Design Patterns
*Python implementation of algorithms and design patterns.* *Python implementation of algorithms and design patterns.*
* [:octocat: algorithms](https://github.com/nryoung/algorithms) - :star: 1565 :fork_and_knife: 413 - A module of algorithms for Python. * [:octocat: algorithms](https://github.com/nryoung/algorithms) - :star: 1570 :fork_and_knife: 414 - A module of algorithms for Python.
* [:octocat: python-patterns](https://github.com/faif/python-patterns) - :star: 8855 :fork_and_knife: 2092 - A collection of design patterns in Python. * [:octocat: python-patterns](https://github.com/faif/python-patterns) - :star: 8868 :fork_and_knife: 2100 - A collection of design patterns in Python.
## Editor Plugins ## Editor Plugins
@ -1124,14 +1124,14 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
* Emacs * Emacs
* [:octocat: Elpy](https://github.com/jorgenschaefer/elpy) - :star: 761 :fork_and_knife: 110 - Emacs Python Development Environment. * [:octocat: Elpy](https://github.com/jorgenschaefer/elpy) - :star: 761 :fork_and_knife: 110 - Emacs Python Development Environment.
* Sublime Text * Sublime Text
* [:octocat: SublimeJEDI](https://github.com/srusskih/SublimeJEDI) - :star: 648 :fork_and_knife: 68 - A Sublime Text plugin to the awesome auto-complete library Jedi. * [:octocat: SublimeJEDI](https://github.com/srusskih/SublimeJEDI) - :star: 648 :fork_and_knife: 69 - A Sublime Text plugin to the awesome auto-complete library Jedi.
* [:octocat: Anaconda](https://github.com/DamnWidget/anaconda) - :star: 1121 :fork_and_knife: 121 - Anaconda turns your Sublime Text 3 in a full featured Python development IDE. * [:octocat: Anaconda](https://github.com/DamnWidget/anaconda) - :star: 1124 :fork_and_knife: 120 - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.
* Vim * Vim
* [:octocat: YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - :star: 11344 :fork_and_knife: 1325 - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python. * [:octocat: YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - :star: 11352 :fork_and_knife: 1326 - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
* [:octocat: Jedi-vim](https://github.com/davidhalter/jedi-vim) - :star: 2414 :fork_and_knife: 212 - Vim bindings for the Jedi auto-completion library for Python. * [:octocat: Jedi-vim](https://github.com/davidhalter/jedi-vim) - :star: 2418 :fork_and_knife: 212 - Vim bindings for the Jedi auto-completion library for Python.
* [:octocat: Python-mode](https://github.com/klen/python-mode) - :star: 3086 :fork_and_knife: 639 - An all in one plugin for turning Vim into a Python IDE. * [:octocat: Python-mode](https://github.com/klen/python-mode) - :star: 3089 :fork_and_knife: 639 - An all in one plugin for turning Vim into a Python IDE.
* Visual Studio * Visual Studio
* [:octocat: PTVS](https://github.com/Microsoft/PTVS) - :star: 1175 :fork_and_knife: 311 - Python Tools for Visual Studio. * [:octocat: PTVS](https://github.com/Microsoft/PTVS) - :star: 1177 :fork_and_knife: 313 - Python Tools for Visual Studio.
## IDEs ## 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: 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: 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. * [: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) - :star: 1234 :fork_and_knife: 300 - Open Source Python IDE. * [:octocat: Spyder](https://github.com/spyder-ide/spyder) - :star: 1238 :fork_and_knife: 302 - Open Source Python IDE.
* [:earth_americas: WingIDE](http://wingide.com/) - Commercial IDE for Python. * [:earth_americas: WingIDE](http://wingide.com/) - Commercial IDE for Python.
# Services # Services
@ -1199,8 +1199,8 @@ List of lists.
* Python * Python
* [:octocat: pycrumbs](https://github.com/kirang89/pycrumbs/blob/master/pycrumbs.md) * [:octocat: pycrumbs](https://github.com/kirang89/pycrumbs/blob/master/pycrumbs.md)
* [:octocat: python-github-projects](https://github.com/checkcheckzz/python-github-projects) - :star: 235 :fork_and_knife: 42 * [:octocat: python-github-projects](https://github.com/checkcheckzz/python-github-projects) - :star: 235 :fork_and_knife: 42
* [:octocat: python_reference](https://github.com/rasbt/python_reference) - :star: 1622 :fork_and_knife: 317 * [:octocat: python_reference](https://github.com/rasbt/python_reference) - :star: 1623 :fork_and_knife: 317
* [:octocat: pythonidae](https://github.com/svaksha/pythonidae) - :star: 395 :fork_and_knife: 79 * [:octocat: pythonidae](https://github.com/svaksha/pythonidae) - :star: 395 :fork_and_knife: 80
* Monty * Monty
* [:octocat: awesome](https://github.com/sindresorhus/awesome) - :star: 38771 :fork_and_knife: 4439 * [:octocat: awesome](https://github.com/sindresorhus/awesome) - :star: 39005 :fork_and_knife: 4483
* [:octocat: lists](https://github.com/jnv/lists) - :star: 3867 :fork_and_knife: 282 * [:octocat: lists](https://github.com/jnv/lists) - :star: 3867 :fork_and_knife: 284