docs: match project display names to their GitHub repo names

Update 79 entries where the display name differed from the GitHub
repository name only in casing (e.g. NumPy→numpy, LangChain→langchain,
SQLAlchemy→sqlalchemy, DuckDB→duckdb).

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
This commit is contained in:
Vinta Chen
2026-03-19 00:11:45 +08:00
parent 65db5ab5e7
commit 4a0db0dee6

170
README.md
View File

@@ -152,12 +152,12 @@ _Libraries for manipulating audio and its metadata._
- [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis. - [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
- [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering. - [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
- [mingus](https://github.com/bspaans/python-mingus) - An advanced music theory and notation package with MIDI file and playback support. - [mingus](https://github.com/bspaans/python-mingus) - An advanced music theory and notation package with MIDI file and playback support.
- [pyaudioanalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications. - [pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
- [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface. - [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
- [timeside](https://github.com/Parisson/TimeSide) - Open web audio processing framework. - [TimeSide](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
- Metadata - Metadata
- [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger. - [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
- [eyed3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata. - [eyeD3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
- [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata. - [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
- [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files. - [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
@@ -190,9 +190,9 @@ _Libraries for enhancing Python built-in classes._
- [attrs](https://github.com/python-attrs/attrs) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions. - [attrs](https://github.com/python-attrs/attrs) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.
- [bidict](https://github.com/jab/bidict) - Efficient, Pythonic bidirectional map data structures and related functionality. - [bidict](https://github.com/jab/bidict) - Efficient, Pythonic bidirectional map data structures and related functionality.
- [box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access. - [Box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access.
- [dataclasses](https://docs.python.org/3/library/dataclasses.html) - (Python standard library) Data classes. - [dataclasses](https://docs.python.org/3/library/dataclasses.html) - (Python standard library) Data classes.
- [dotteddict](https://github.com/carlosescri/DottedDict) - A library that provides a method of accessing lists and dicts with a dotted path notation. - [DottedDict](https://github.com/carlosescri/DottedDict) - A library that provides a method of accessing lists and dicts with a dotted path notation.
## CMS ## CMS
@@ -238,7 +238,7 @@ _Tools of static analysis, linters and code quality checkers. Also see [awesome-
- [ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker and language server. - [ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker and language server.
- [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types. - [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
- Static Type Annotations Generators - Static Type Annotations Generators
- [monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types. - [MonkeyType](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
- [pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations. - [pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations.
## Command-line Interface Development ## Command-line Interface Development
@@ -252,7 +252,7 @@ _Libraries for building command-line applications._
- [cliff](https://github.com/openstack/cliff) - A framework for creating command-line programs with multi-level commands. - [cliff](https://github.com/openstack/cliff) - A framework for creating command-line programs with multi-level commands.
- [python-fire](https://github.com/google/python-fire) - A library for creating command line interfaces from absolutely any Python object. - [python-fire](https://github.com/google/python-fire) - A library for creating command line interfaces from absolutely any Python object.
- [python-prompt-toolkit](https://github.com/prompt-toolkit/python-prompt-toolkit) - A library for building powerful interactive command lines. - [python-prompt-toolkit](https://github.com/prompt-toolkit/python-prompt-toolkit) - A library for building powerful interactive command lines.
- [Typer](https://github.com/tiangolo/typer) - Modern CLI framework that uses Python type hints. Built on Click and Pydantic. - [typer](https://github.com/tiangolo/typer) - Modern CLI framework that uses Python type hints. Built on Click and Pydantic.
- Terminal Rendering - Terminal Rendering
- [alive-progress](https://github.com/rsalmei/alive-progress) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations. - [alive-progress](https://github.com/rsalmei/alive-progress) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
- [asciimatics](https://github.com/peterbrittain/asciimatics) - A package to create full-screen text UIs (from interactive forms to ASCII animations). - [asciimatics](https://github.com/peterbrittain/asciimatics) - A package to create full-screen text UIs (from interactive forms to ASCII animations).
@@ -273,7 +273,7 @@ _Useful CLI-based tools for productivity._
- [doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal. - [doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal.
- [howdoi](https://github.com/gleitz/howdoi) - Instant coding answers via the command line. - [howdoi](https://github.com/gleitz/howdoi) - Instant coding answers via the command line.
- [invoke](https://github.com/pyinvoke/invoke) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks. - [invoke](https://github.com/pyinvoke/invoke) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
- [pathpicker](https://github.com/facebook/PathPicker) - Select files out of bash output. - [PathPicker](https://github.com/facebook/PathPicker) - Select files out of bash output.
- [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command. - [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command.
- [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager. - [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
- [try](https://github.com/timofurrer/try) - A dead simple CLI to try out python packages - it's never been easier. - [try](https://github.com/timofurrer/try) - A dead simple CLI to try out python packages - it's never been easier.
@@ -288,7 +288,7 @@ _Useful CLI-based tools for productivity._
_Libraries for Computer Vision._ _Libraries for Computer Vision._
- [easyocr](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported. - [EasyOCR](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
- [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch. - [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
- [opencv](https://github.com/opencv/opencv-python) - Open Source Computer Vision Library. - [opencv](https://github.com/opencv/opencv-python) - Open Source Computer Vision Library.
- [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr). - [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
@@ -346,11 +346,11 @@ _Libraries for visualizing data. Also see [awesome-javascript](https://github.co
- [matplotlib](https://github.com/matplotlib/matplotlib) - A Python 2D plotting library. - [matplotlib](https://github.com/matplotlib/matplotlib) - A Python 2D plotting library.
- [plotly](https://github.com/plotly/plotly.py) - Interactive graphing library for Python. - [plotly](https://github.com/plotly/plotly.py) - Interactive graphing library for Python.
- [plotnine](https://github.com/has2k1/plotnine) - A grammar of graphics for Python based on ggplot2. - [plotnine](https://github.com/has2k1/plotnine) - A grammar of graphics for Python based on ggplot2.
- [streamlit](https://github.com/streamlit/streamlit) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
- [pygal](https://github.com/Kozea/pygal) - A Python SVG Charts Creator. - [pygal](https://github.com/Kozea/pygal) - A Python SVG Charts Creator.
- [pygraphviz](https://github.com/pygraphviz/pygraphviz/) - Python interface to [Graphviz](http://www.graphviz.org/). - [pygraphviz](https://github.com/pygraphviz/pygraphviz/) - Python interface to [Graphviz](http://www.graphviz.org/).
- [pyqtgraph](https://github.com/pyqtgraph/pyqtgraph) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets. - [pyqtgraph](https://github.com/pyqtgraph/pyqtgraph) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
- [seaborn](https://github.com/mwaskom/seaborn) - Statistical data visualization using Matplotlib. - [seaborn](https://github.com/mwaskom/seaborn) - Statistical data visualization using Matplotlib.
- [streamlit](https://github.com/streamlit/streamlit) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
- [UltraPlot](https://github.com/ultraplot/UltraPlot) - Matplotlib wrapper for publication-ready scientific figures with minimal code. Includes advanced subplot management, panel layouts, and batteries-included geoscience plotting. - [UltraPlot](https://github.com/ultraplot/UltraPlot) - Matplotlib wrapper for publication-ready scientific figures with minimal code. Includes advanced subplot management, panel layouts, and batteries-included geoscience plotting.
- [vispy](https://github.com/vispy/vispy) - High-performance scientific visualization based on OpenGL. - [vispy](https://github.com/vispy/vispy) - High-performance scientific visualization based on OpenGL.
@@ -358,10 +358,10 @@ _Libraries for visualizing data. Also see [awesome-javascript](https://github.co
_Databases implemented in Python._ _Databases implemented in Python._
- [DuckDB](https://github.com/duckdb/duckdb) - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads. - [duckdb](https://github.com/duckdb/duckdb) - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads.
- [pickleDB](https://github.com/patx/pickledb) - A simple and lightweight key-value store for Python. - [pickledb](https://github.com/patx/pickledb) - A simple and lightweight key-value store for Python.
- [tinydb](https://github.com/msiemens/tinydb) - A tiny, document-oriented database. - [tinydb](https://github.com/msiemens/tinydb) - A tiny, document-oriented database.
- [zodb](https://github.com/zopefoundation/ZODB) - A native object database for Python. A key-value and object graph database. - [ZODB](https://github.com/zopefoundation/ZODB) - A native object database for Python. A key-value and object graph database.
## Database Drivers ## Database Drivers
@@ -369,7 +369,7 @@ _Libraries for connecting and operating databases._
- MySQL - [awesome-mysql](https://github.com/shlomi-noach/awesome-mysql) - MySQL - [awesome-mysql](https://github.com/shlomi-noach/awesome-mysql)
- [mysqlclient](https://github.com/PyMySQL/mysqlclient) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork). - [mysqlclient](https://github.com/PyMySQL/mysqlclient) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
- [pymysql](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python. - [PyMySQL](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
- PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres) - PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres)
- [psycopg](https://github.com/psycopg/psycopg) - The most popular PostgreSQL adapter for Python. - [psycopg](https://github.com/psycopg/psycopg) - The most popular PostgreSQL adapter for Python.
- SQlite - [awesome-sqlite](https://github.com/planetopendata/awesome-sqlite) - SQlite - [awesome-sqlite](https://github.com/planetopendata/awesome-sqlite)
@@ -389,10 +389,10 @@ _Libraries for connecting and operating databases._
_Libraries for working with dates and times._ _Libraries for working with dates and times._
- [zoneinfo](https://docs.python.org/3/library/zoneinfo.html) - (Python standard library) IANA time zone support. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
- [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps. - [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
- [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module. - [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
- [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy. - [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
- [zoneinfo](https://docs.python.org/3/library/zoneinfo.html) - (Python standard library) IANA time zone support. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
## Debugging Tools ## Debugging Tools
@@ -459,7 +459,7 @@ _Frameworks and libraries for Distributed Computing._
- [luigi](https://github.com/spotify/luigi) - A module that helps you build complex pipelines of batch jobs. - [luigi](https://github.com/spotify/luigi) - A module that helps you build complex pipelines of batch jobs.
- [mpi4py](https://github.com/mpi4py/mpi4py) - Python bindings for MPI. - [mpi4py](https://github.com/mpi4py/mpi4py) - Python bindings for MPI.
- [PySpark](https://github.com/apache/spark) - [Apache Spark](https://spark.apache.org/) Python API. - [PySpark](https://github.com/apache/spark) - [Apache Spark](https://spark.apache.org/) Python API.
- [Ray](https://github.com/ray-project/ray/) - A system for parallel and distributed Python that unifies the machine learning ecosystem. - [ray](https://github.com/ray-project/ray/) - A system for parallel and distributed Python that unifies the machine learning ecosystem.
- Stream Processing - Stream Processing
- [streamparse](https://github.com/Parsely/streamparse) - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/). - [streamparse](https://github.com/Parsely/streamparse) - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/).
@@ -467,7 +467,7 @@ _Frameworks and libraries for Distributed Computing._
_Libraries to create packaged executables for release distribution._ _Libraries to create packaged executables for release distribution._
- [cx_freeze](https://github.com/marcelotduarte/cx_Freeze) - It is a Python tool that converts Python scripts into standalone executables and installers for Windows, macOS, and Linux. - [cx_Freeze](https://github.com/marcelotduarte/cx_Freeze) - It is a Python tool that converts Python scripts into standalone executables and installers for Windows, macOS, and Linux.
- [Nuitka](https://github.com/Nuitka/Nuitka) - Compiles Python programs into high-performance standalone executables (cross-platform, supports all Python versions). - [Nuitka](https://github.com/Nuitka/Nuitka) - Compiles Python programs into high-performance standalone executables (cross-platform, supports all Python versions).
- [py2app](https://github.com/ronaldoussoren/py2app) - Freezes Python scripts (Mac OS X). - [py2app](https://github.com/ronaldoussoren/py2app) - Freezes Python scripts (Mac OS X).
- [py2exe](https://github.com/py2exe/py2exe) - Freezes Python scripts (Windows). - [py2exe](https://github.com/py2exe/py2exe) - Freezes Python scripts (Windows).
@@ -529,8 +529,8 @@ _Libraries for sending and parsing email._
_Libraries for Python version and virtual environment management._ _Libraries for Python version and virtual environment management._
- [pyenv](https://github.com/pyenv/pyenv) - Simple Python version management.
- [pyenv-win](https://github.com/pyenv-win/pyenv-win) - Pyenv for Windows, Simple Python version management. - [pyenv-win](https://github.com/pyenv-win/pyenv-win) - Pyenv for Windows, Simple Python version management.
- [pyenv](https://github.com/pyenv/pyenv) - Simple Python version management.
- [virtualenv](https://github.com/pypa/virtualenv) - A tool to create isolated Python environments. - [virtualenv](https://github.com/pypa/virtualenv) - A tool to create isolated Python environments.
## File Manipulation ## File Manipulation
@@ -561,21 +561,21 @@ _Functional Programming with Python._
_Libraries for working with graphical user interface applications._ _Libraries for working with graphical user interface applications._
- [curses](https://docs.python.org/3/library/curses.html) - Built-in wrapper for [ncurses](http://www.gnu.org/software/ncurses/) used to create terminal GUI applications. - [curses](https://docs.python.org/3/library/curses.html) - Built-in wrapper for [ncurses](http://www.gnu.org/software/ncurses/) used to create terminal GUI applications.
- [CustomTkinter](https://github.com/tomschimansky/customtkinter) - A modern and customizable python UI-library based on Tkinter. - [customtkinter](https://github.com/tomschimansky/customtkinter) - A modern and customizable python UI-library based on Tkinter.
- [DearPyGui](https://github.com/RaylockLLC/DearPyGui/) - A Simple GPU accelerated Python GUI framework - [DearPyGui](https://github.com/RaylockLLC/DearPyGui/) - A Simple GPU accelerated Python GUI framework
- [enaml](https://github.com/nucleic/enaml) - Creating beautiful user-interfaces with Declarative Syntax like QML. - [enaml](https://github.com/nucleic/enaml) - Creating beautiful user-interfaces with Declarative Syntax like QML.
- [Flet](https://github.com/flet-dev/flet) - Cross-platform GUI framework for building modern apps in pure Python. - [flet](https://github.com/flet-dev/flet) - Cross-platform GUI framework for building modern apps in pure Python.
- [Flexx](https://github.com/zoofIO/flexx) - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering. - [flexx](https://github.com/zoofIO/flexx) - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
- [Gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line. - [Gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line.
- [kivy](https://github.com/kivy/kivy) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS. - [kivy](https://github.com/kivy/kivy) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
- [NiceGUI](https://github.com/zauberzeug/nicegui) - An easy-to-use, Python-based UI framework, which shows up in your web browser. - [nicegui](https://github.com/zauberzeug/nicegui) - An easy-to-use, Python-based UI framework, which shows up in your web browser.
- [pyglet](https://github.com/pyglet/pyglet) - A cross-platform windowing and multimedia library for Python. - [pyglet](https://github.com/pyglet/pyglet) - A cross-platform windowing and multimedia library for Python.
- [PyGObject](https://github.com/GNOME/pygobject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3). - [pygobject](https://github.com/GNOME/pygobject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
- [PySide](https://github.com/pyside/pyside-setup) - Qt for Python offers the official Python bindings for [Qt](https://www.qt.io/), this is same as PyQt but it's the official binding with different licensing.
- [PyQt](https://www.riverbankcomputing.com/static/Docs/PyQt6/) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework. - [PyQt](https://www.riverbankcomputing.com/static/Docs/PyQt6/) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.
- [PySide](https://github.com/pyside/pyside-setup) - Qt for Python offers the official Python bindings for [Qt](https://www.qt.io/), this is same as PyQt but it's the official binding with different licensing.
- [pywebview](https://github.com/r0x0r/pywebview/) - A lightweight cross-platform native wrapper around a webview component. - [pywebview](https://github.com/r0x0r/pywebview/) - A lightweight cross-platform native wrapper around a webview component.
- [Tkinter](https://wiki.python.org/moin/TkInter) - Tkinter is Python's de-facto standard GUI package. - [Tkinter](https://wiki.python.org/moin/TkInter) - Tkinter is Python's de-facto standard GUI package.
- [Toga](https://github.com/pybee/toga) - A Python native, OS native GUI toolkit. - [toga](https://github.com/pybee/toga) - A Python native, OS native GUI toolkit.
- [urwid](https://github.com/urwid/urwid) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc. - [urwid](https://github.com/urwid/urwid) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
- [wxPython](https://github.com/wxWidgets/Phoenix) - A blending of the wxWidgets C++ class library with the Python. - [wxPython](https://github.com/wxWidgets/Phoenix) - A blending of the wxWidgets C++ class library with the Python.
@@ -590,15 +590,15 @@ _Libraries for working with GraphQL._
_Awesome game development libraries._ _Awesome game development libraries._
- [Arcade](https://github.com/pythonarcade/arcade) - Arcade is a modern Python framework for crafting games with compelling graphics and sound. - [arcade](https://github.com/pythonarcade/arcade) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
- [Cocos2d](https://github.com/los-cocos/cocos) - A framework for building 2D games, demos, and other graphical/interactive applications. - [Cocos2d](https://github.com/los-cocos/cocos) - A framework for building 2D games, demos, and other graphical/interactive applications.
- [Harfang3D](https://github.com/harfang3d/harfang3d) - Python framework for 3D, VR and game development. - [harfang3d](https://github.com/harfang3d/harfang3d) - Python framework for 3D, VR and game development.
- [Panda3D](https://github.com/panda3d/panda3d) - 3D game engine developed by Disney. - [panda3d](https://github.com/panda3d/panda3d) - 3D game engine developed by Disney.
- [Pygame](https://github.com/pygame/pygame) - Pygame is a set of Python modules designed for writing games. - [pygame](https://github.com/pygame/pygame) - Pygame is a set of Python modules designed for writing games.
- [PyOgre](http://www.ogre3d.org/tikiwiki/PyOgre) - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D. - [PyOgre](http://www.ogre3d.org/tikiwiki/PyOgre) - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
- [PyOpenGL](https://github.com/mcfletch/pyopengl) - Python ctypes bindings for OpenGL and it's related APIs. - [pyopengl](https://github.com/mcfletch/pyopengl) - Python ctypes bindings for OpenGL and it's related APIs.
- [PySDL2](https://github.com/py-sdl/py-sdl2) - A ctypes based wrapper for the SDL2 library. - [PySDL2](https://github.com/py-sdl/py-sdl2) - A ctypes based wrapper for the SDL2 library.
- [RenPy](https://github.com/renpy/renpy) - A Visual Novel engine. - [renpy](https://github.com/renpy/renpy) - A Visual Novel engine.
## Geolocation ## Geolocation
@@ -617,7 +617,7 @@ _Libraries for working with HTML and XML._
- [beautifulsoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML. - [beautifulsoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
- [cssutils](https://github.com/jaraco/cssutils) - A CSS library for Python. - [cssutils](https://github.com/jaraco/cssutils) - A CSS library for Python.
- [html5lib](https://github.com/html5lib/html5lib-python) - A standards-compliant library for parsing and serializing HTML documents and fragments. - [html5lib](https://github.com/html5lib/html5lib-python) - A standards-compliant library for parsing and serializing HTML documents and fragments.
- [JustHTML](https://github.com/EmilStenstrom/justhtml/) - A pure Python HTML5 parser that just works. - [justhtml](https://github.com/EmilStenstrom/justhtml/) - A pure Python HTML5 parser that just works.
- [lxml](https://github.com/lxml/lxml) - A very fast, easy-to-use and versatile library for handling HTML and XML. - [lxml](https://github.com/lxml/lxml) - A very fast, easy-to-use and versatile library for handling HTML and XML.
- [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python. - [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
- [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML. - [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML.
@@ -648,12 +648,12 @@ _Libraries for programming with hardware._
_Libraries for manipulating images._ _Libraries for manipulating images._
- [pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork. - [Pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
- [pymatting](https://github.com/pymatting/pymatting) - A library for alpha matting. - [pymatting](https://github.com/pymatting/pymatting) - A library for alpha matting.
- [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies. - [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies.
- [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator. - [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
- [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs. - [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
- [quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees. - [Quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
- [scikit-image](https://github.com/scikit-image/scikit-image) - A Python library for (scientific) image processing. - [scikit-image](https://github.com/scikit-image/scikit-image) - A Python library for (scientific) image processing.
- [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images. - [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
- [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick. - [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
@@ -668,7 +668,7 @@ _Implementations of Python._
- [ironpython](https://github.com/IronLanguages/ironpython3) - Implementation of the Python programming language written in C#. - [ironpython](https://github.com/IronLanguages/ironpython3) - Implementation of the Python programming language written in C#.
- [micropython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation. - [micropython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation.
- [numba](https://github.com/numba/numba) - Python JIT compiler to LLVM aimed at scientific Python. - [numba](https://github.com/numba/numba) - Python JIT compiler to LLVM aimed at scientific Python.
- [peachpy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python. - [PeachPy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
- [pypy](https://github.com/pypy/pypy) - A very fast and compliant implementation of the Python language. - [pypy](https://github.com/pypy/pypy) - A very fast and compliant implementation of the Python language.
- [pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques. - [pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques.
@@ -686,19 +686,19 @@ _Interactive Python interpreters (REPL)._
_Libraries for working with i18n._ _Libraries for working with i18n._
- [Babel](https://github.com/python-babel/babel) - An internationalization library for Python. - [babel](https://github.com/python-babel/babel) - An internationalization library for Python.
## Job Scheduler ## Job Scheduler
_Libraries for scheduling jobs._ _Libraries for scheduling jobs._
- [Airflow](https://github.com/apache/airflow) - Airflow is a platform to programmatically author, schedule and monitor workflows. - [airflow](https://github.com/apache/airflow) - Airflow is a platform to programmatically author, schedule and monitor workflows.
- [APScheduler](https://github.com/agronholm/apscheduler) - A light but powerful in-process task scheduler that lets you schedule functions. - [apscheduler](https://github.com/agronholm/apscheduler) - A light but powerful in-process task scheduler that lets you schedule functions.
- [django-schedule](https://github.com/thauber/django-schedule) - A calendaring app for Django. - [django-schedule](https://github.com/thauber/django-schedule) - A calendaring app for Django.
- [doit](https://github.com/pydoit/doit) - A task runner and build tool. - [doit](https://github.com/pydoit/doit) - A task runner and build tool.
- [Joblib](https://github.com/joblib/joblib) - A set of tools to provide lightweight pipelining in Python. - [joblib](https://github.com/joblib/joblib) - A set of tools to provide lightweight pipelining in Python.
- [Plan](https://github.com/fengsp/plan) - Writing crontab file in Python like a charm. - [plan](https://github.com/fengsp/plan) - Writing crontab file in Python like a charm.
- [Prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines. - [prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
- [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans. - [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
- [Spiff](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python. - [Spiff](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
- [TaskFlow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable. - [TaskFlow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
@@ -717,33 +717,33 @@ _Libraries for generating and working with logs._
_Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python)._ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python)._
- [Agno](https://github.com/agno-agi/agno) - Open-source Python library for building AI agents and agentic systems. - [agno](https://github.com/agno-agi/agno) - Open-source Python library for building AI agents and agentic systems.
- [diffusers](https://github.com/huggingface/diffusers) - A library that provides pretrained diffusion models for generating and editing images, audio, and video. - [diffusers](https://github.com/huggingface/diffusers) - A library that provides pretrained diffusion models for generating and editing images, audio, and video.
- [gym](https://github.com/openai/gym) - A toolkit for developing and comparing reinforcement learning algorithms.
- [Feature-engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection. - [Feature-engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
- [gym](https://github.com/openai/gym) - A toolkit for developing and comparing reinforcement learning algorithms.
- [H2O](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform. - [H2O](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
- [Instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic. - [instructor](https://github.com/567-labs/instructor) - A library for extracting structured data from LLMs, powered by Pydantic.
- [LangChain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability. - [langchain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability.
- [LlamaIndex](https://github.com/run-llama/llama_index) - A data framework for your LLM application. - [LlamaIndex](https://github.com/run-llama/llama_index) - A data framework for your LLM application.
- [Metrics](https://github.com/benhamner/Metrics) - Machine learning evaluation metrics. - [Metrics](https://github.com/benhamner/Metrics) - Machine learning evaluation metrics.
- [MindsDB](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries. - [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
- [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks. - [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
- [PraisonAI](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows. - [PraisonAI](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows.
- [pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas. - [pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas.
- [RAGFlow](https://github.com/infiniflow/ragflow) - An open-source RAG engine for document understanding and question answering with LLMs. - [ragflow](https://github.com/infiniflow/ragflow) - An open-source RAG engine for document understanding and question answering with LLMs.
- [rasa](https://github.com/RasaHQ/rasa) - An open-source machine learning framework for automated text and voice-based conversations. - [rasa](https://github.com/RasaHQ/rasa) - An open-source machine learning framework for automated text and voice-based conversations.
- [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support. - [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support.
- [Spark ML](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library for distributed computing. - [Spark ML](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library for distributed computing.
- [Transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks. - [transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks.
- [xgboost](https://github.com/dmlc/xgboost) - A scalable, portable, and distributed gradient boosting library. - [xgboost](https://github.com/dmlc/xgboost) - A scalable, portable, and distributed gradient boosting library.
## Microsoft Windows ## Microsoft Windows
_Python programming on Microsoft Windows._ _Python programming on Microsoft Windows._
- [PythonNet](https://github.com/pythonnet/pythonnet) - Python Integration with the .NET Common Language Runtime (CLR). - [pythonnet](https://github.com/pythonnet/pythonnet) - Python Integration with the .NET Common Language Runtime (CLR).
- [PyWin32](https://github.com/mhammond/pywin32) - Python Extensions for Windows. - [pywin32](https://github.com/mhammond/pywin32) - Python Extensions for Windows.
- [WinPython](https://github.com/winpython/winpython) - Portable development environment for Windows 10/11. - [winpython](https://github.com/winpython/winpython) - Portable development environment for Windows 10/11.
## Miscellaneous ## Miscellaneous
@@ -765,8 +765,8 @@ _Libraries for working with human languages._
- [nltk](https://github.com/nltk/nltk) - A leading platform for building Python programs to work with human language data. - [nltk](https://github.com/nltk/nltk) - A leading platform for building Python programs to work with human language data.
- [pattern](https://github.com/clips/pattern) - A web mining module. - [pattern](https://github.com/clips/pattern) - A web mining module.
- [polyglot](https://github.com/aboSamoor/polyglot) - Natural language pipeline supporting hundreds of languages. - [polyglot](https://github.com/aboSamoor/polyglot) - Natural language pipeline supporting hundreds of languages.
- [spacy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython. - [spaCy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
- [Stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages. - [stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
- Chinese - Chinese
- [funNLP](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP. - [funNLP](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
- [jieba](https://github.com/fxsjy/jieba) - The most popular Chinese text segmentation library. - [jieba](https://github.com/fxsjy/jieba) - The most popular Chinese text segmentation library.
@@ -787,17 +787,17 @@ _Libraries that implement Object-Relational Mapping or data mapping techniques._
- Relational Databases - Relational Databases
- [Django Models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM. - [Django Models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.
- [SQLAlchemy](https://github.com/sqlalchemy/sqlalchemy) - The Python SQL Toolkit and Object Relational Mapper. - [sqlalchemy](https://github.com/sqlalchemy/sqlalchemy) - The Python SQL Toolkit and Object Relational Mapper.
- [awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy) - [awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy)
- [dataset](https://github.com/pudo/dataset) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL. - [dataset](https://github.com/pudo/dataset) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
- [peewee](https://github.com/coleifer/peewee) - A small, expressive ORM. - [peewee](https://github.com/coleifer/peewee) - A small, expressive ORM.
- [pony](https://github.com/ponyorm/pony/) - ORM that provides a generator-oriented interface to SQL. - [pony](https://github.com/ponyorm/pony/) - ORM that provides a generator-oriented interface to SQL.
- [pydal](https://github.com/web2py/pydal/) - A pure Python Database Abstraction Layer. - [pydal](https://github.com/web2py/pydal/) - A pure Python Database Abstraction Layer.
- [SQLModel](https://github.com/fastapi/sqlmodel) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy. - [sqlmodel](https://github.com/fastapi/sqlmodel) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.
- NoSQL Databases - NoSQL Databases
- [Beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB. - [beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
- [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB. - [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
- [ODMantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation. - [odmantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
- [PynamoDB](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/). - [PynamoDB](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
## Package Management ## Package Management
@@ -848,9 +848,9 @@ _Libraries for starting and communicating with OS processes._
_Libraries for quantum computing._ _Libraries for quantum computing._
- [Cirq](https://github.com/quantumlib/Cirq) — A Google-developed framework focused on hardware-aware quantum circuit design for NISQ devices. - [Cirq](https://github.com/quantumlib/Cirq) — A Google-developed framework focused on hardware-aware quantum circuit design for NISQ devices.
- [PennyLane](https://github.com/PennyLaneAI/pennylane) — A hybrid quantum-classical machine learning library with automatic differentiation support. - [pennylane](https://github.com/PennyLaneAI/pennylane) — A hybrid quantum-classical machine learning library with automatic differentiation support.
- [Qiskit](https://github.com/Qiskit/qiskit) — An IBM-backed quantum SDK for building, simulating, and running circuits on real quantum hardware. - [qiskit](https://github.com/Qiskit/qiskit) — An IBM-backed quantum SDK for building, simulating, and running circuits on real quantum hardware.
- [QuTiP](https://github.com/qutip/qutip) - Quantum Toolbox in Python. - [qutip](https://github.com/qutip/qutip) - Quantum Toolbox in Python.
## Recommender Systems ## Recommender Systems
@@ -869,7 +869,7 @@ _Libraries for building recommender systems._
_Refactoring tools and libraries for Python._ _Refactoring tools and libraries for Python._
- [Bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python. - [Bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
- [Rope](https://github.com/python-rope/rope) - Rope is a python refactoring library. - [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
## RESTful API ## RESTful API
@@ -901,7 +901,7 @@ _Libraries for robotics._
_RPC-compatible servers._ _RPC-compatible servers._
- [RPyC](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python - [rpyc](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
- [zeroRPC](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/). - [zeroRPC](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
## Science ## Science
@@ -909,27 +909,27 @@ _RPC-compatible servers._
_Libraries for scientific computing. Also see [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists)._ _Libraries for scientific computing. Also see [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists)._
- [astropy](https://github.com/astropy/astropy) - A community Python library for Astronomy. - [astropy](https://github.com/astropy/astropy) - A community Python library for Astronomy.
- [bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - Providing best-practice pipelines for fully automated high throughput sequencing analysis.
- [bcbb](https://github.com/chapmanb/bcbb) - Collection of useful code related to biological analysis. - [bcbb](https://github.com/chapmanb/bcbb) - Collection of useful code related to biological analysis.
- [Biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation. - [bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - Providing best-practice pipelines for fully automated high throughput sequencing analysis.
- [biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation.
- [cclib](https://github.com/cclib/cclib) - A library for parsing and interpreting the results of computational chemistry packages. - [cclib](https://github.com/cclib/cclib) - A library for parsing and interpreting the results of computational chemistry packages.
- [Colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms. - [colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms.
- [Karate Club](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data. - [Karate Club](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data.
- [manim](https://github.com/ManimCommunity/manim) - An animation engine for explanatory math videos. - [manim](https://github.com/ManimCommunity/manim) - An animation engine for explanatory math videos.
- [NetworkX](https://github.com/networkx/networkx) - A high-productivity software for complex networks. - [networkx](https://github.com/networkx/networkx) - A high-productivity software for complex networks.
- [NIPY](https://github.com/nipy/nipy) - A collection of neuroimaging toolkits. - [nipy](https://github.com/nipy/nipy) - A collection of neuroimaging toolkits.
- [NumPy](https://github.com/numpy/numpy) - A fundamental package for scientific computing with Python. - [numpy](https://github.com/numpy/numpy) - A fundamental package for scientific computing with Python.
- [ObsPy](https://github.com/obspy/obspy) - A Python toolbox for seismology. - [obspy](https://github.com/obspy/obspy) - A Python toolbox for seismology.
- [Open Babel](https://github.com/openbabel/openbabel) - A chemical toolbox designed to speak the many languages of chemical data. - [Open Babel](https://github.com/openbabel/openbabel) - A chemical toolbox designed to speak the many languages of chemical data.
- [PathSim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor. - [pathsim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
- [PyDy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion. - [pydy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
- [PyMC](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit. - [PyMC](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
- [RDKit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software. - [rdkit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software.
- [SciPy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering. - [scipy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
- [shapely](https://github.com/shapely/shapely) - Manipulation and analysis of geometric objects in the Cartesian plane. - [shapely](https://github.com/shapely/shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.
- [SimPy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework. - [SimPy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
- [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python. - [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
- [SymPy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics. - [sympy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
## Search ## Search
@@ -994,7 +994,7 @@ _Libraries for parsing and manipulating specific text formats._
- [markitdown](https://github.com/microsoft/markitdown) - Python tool for converting files and office documents to Markdown. - [markitdown](https://github.com/microsoft/markitdown) - Python tool for converting files and office documents to Markdown.
- [mistune](https://github.com/lepture/mistune) - Fastest and full featured pure Python parsers of Markdown. - [mistune](https://github.com/lepture/mistune) - Fastest and full featured pure Python parsers of Markdown.
- YAML - YAML
- [PyYAML](https://github.com/yaml/pyyaml) - YAML implementations for Python. - [pyyaml](https://github.com/yaml/pyyaml) - YAML implementations for Python.
- TOML - TOML
- [tomllib](https://docs.python.org/3/library/tomllib.html) - (Python standard library) Parse TOML files. - [tomllib](https://docs.python.org/3/library/tomllib.html) - (Python standard library) Parse TOML files.
- CSV - CSV
@@ -1026,9 +1026,9 @@ _Libraries for working with task queues._
_Libraries and tools for templating and lexing._ _Libraries and tools for templating and lexing._
- [Genshi](https://github.com/edgewall/genshi) - Python templating toolkit for generation of web-aware output. - [genshi](https://github.com/edgewall/genshi) - Python templating toolkit for generation of web-aware output.
- [Jinja2](https://github.com/pallets/jinja) - A modern and designer friendly templating language. - [Jinja2](https://github.com/pallets/jinja) - A modern and designer friendly templating language.
- [Mako](https://github.com/sqlalchemy/mako) - Hyperfast and lightweight templating for the Python platform. - [mako](https://github.com/sqlalchemy/mako) - Hyperfast and lightweight templating for the Python platform.
## Testing ## Testing
@@ -1039,7 +1039,7 @@ _Libraries for testing codebases and generating test data._
- [nose2](https://github.com/nose-devs/nose2) - The successor to `nose`, based on `unittest2`. - [nose2](https://github.com/nose-devs/nose2) - The successor to `nose`, based on `unittest2`.
- [pytest](https://github.com/pytest-dev/pytest) - A mature full-featured Python testing tool. - [pytest](https://github.com/pytest-dev/pytest) - A mature full-featured Python testing tool.
- [Robot Framework](https://github.com/robotframework/robotframework) - A generic test automation framework. - [Robot Framework](https://github.com/robotframework/robotframework) - A generic test automation framework.
- [ScanAPI](https://github.com/scanapi/scanapi) - Automated Testing and Documentation for your REST API. - [scanapi](https://github.com/scanapi/scanapi) - Automated Testing and Documentation for your REST API.
- [unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework. - [unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework.
- Test Runners - Test Runners
- [green](https://github.com/CleanCut/green) - A clean, colorful test runner. - [green](https://github.com/CleanCut/green) - A clean, colorful test runner.
@@ -1047,15 +1047,15 @@ _Libraries for testing codebases and generating test data._
- [tox](https://github.com/tox-dev/tox) - Auto builds and tests distributions in multiple Python versions - [tox](https://github.com/tox-dev/tox) - Auto builds and tests distributions in multiple Python versions
- GUI / Web Testing - GUI / Web Testing
- [locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python. - [locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python.
- [PyAutoGUI](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings. - [pyautogui](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
- [Schemathesis](https://github.com/kiwicom/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications. - [schemathesis](https://github.com/kiwicom/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
- [Selenium](https://github.com/SeleniumHQ/selenium) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/). - [selenium](https://github.com/SeleniumHQ/selenium) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/).
- [splinter](https://github.com/cobrateam/splinter) - Open source tool for testing web applications. - [splinter](https://github.com/cobrateam/splinter) - Open source tool for testing web applications.
- Mock - Mock
- [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python. - [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
- [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module. - [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
- [httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+. - [httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+.
- [httpretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python. - [HTTPretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
- [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library. - [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
- [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support. - [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support.
- [responses](https://github.com/getsentry/responses) - A utility library for mocking out the requests Python library. - [responses](https://github.com/getsentry/responses) - A utility library for mocking out the requests Python library.
@@ -1147,7 +1147,7 @@ _Libraries to automate web scraping._
- [crawl4ai](https://github.com/unclecode/crawl4ai) - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents. - [crawl4ai](https://github.com/unclecode/crawl4ai) - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents.
- [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser. - [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
- [grab](https://github.com/lorien/grab) - Site scraping framework. - [grab](https://github.com/lorien/grab) - Site scraping framework.
- [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites. - [MechanicalSoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
- [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework. - [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
## Web Frameworks ## Web Frameworks
@@ -1161,11 +1161,11 @@ _Traditional full stack web frameworks. Also see [RESTful API](https://github.co
- [awesome-flask](https://github.com/humiaozuzu/awesome-flask) - [awesome-flask](https://github.com/humiaozuzu/awesome-flask)
- [pyramid](https://github.com/Pylons/pyramid) - A small, fast, down-to-earth, open source Python web framework. - [pyramid](https://github.com/Pylons/pyramid) - A small, fast, down-to-earth, open source Python web framework.
- [awesome-pyramid](https://github.com/uralbash/awesome-pyramid) - [awesome-pyramid](https://github.com/uralbash/awesome-pyramid)
- [fastHTML](https://github.com/AnswerDotAI/fasthtml) - The fastest way to create an HTML app. - [fasthtml](https://github.com/AnswerDotAI/fasthtml) - The fastest way to create an HTML app.
- [awesome-fasthtml](https://github.com/amosgyamfi/awesome-fasthtml) - [awesome-fasthtml](https://github.com/amosgyamfi/awesome-fasthtml)
- [masonite](https://github.com/MasoniteFramework/masonite) - The modern and developer centric Python web framework. - [masonite](https://github.com/MasoniteFramework/masonite) - The modern and developer centric Python web framework.
- Asynchronous - Asynchronous
- [Litestar](https://github.com/litestar-org/litestar) - Production-ready, capable and extensible ASGI Web framework. - [litestar](https://github.com/litestar-org/litestar) - Production-ready, capable and extensible ASGI Web framework.
- [microdot](https://github.com/miguelgrinberg/microdot) - The impossibly small web framework for Python and MicroPython. - [microdot](https://github.com/miguelgrinberg/microdot) - The impossibly small web framework for Python and MicroPython.
- [reflex](https://github.com/reflex-dev/reflex) A framework for building reactive, full-stack web applications entirely with python . - [reflex](https://github.com/reflex-dev/reflex) A framework for building reactive, full-stack web applications entirely with python .
- [tornado](https://github.com/tornadoweb/tornado) - A web framework and asynchronous networking library. - [tornado](https://github.com/tornadoweb/tornado) - A web framework and asynchronous networking library.