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-[dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition.
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-[gTTS](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
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-[gtts](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
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-[kapre](https://github.com/keunwoochoi/kapre) - Keras Audio Preprocessors.
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-[librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
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-[matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
@@ -157,7 +157,7 @@ _Libraries for manipulating audio and its metadata._
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-[TimeSide](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
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- Metadata
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-[beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
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-[eyeD3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
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-[eyed3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
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-[mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
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-[tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
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@@ -236,7 +236,7 @@ _Tools of static analysis, linters and code quality checkers. Also see [awesome-
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-[ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker and language server.
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-[typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
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- Static Type Annotations Generators
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-[MonkeyType](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
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-[monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
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-[pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations.
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## Command-line Interface Development
@@ -367,7 +367,7 @@ _Libraries for connecting and operating databases._
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- MySQL - [awesome-mysql](https://github.com/shlomi-noach/awesome-mysql)
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-[mysqlclient](https://github.com/PyMySQL/mysqlclient) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
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-[PyMySQL](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
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-[pymysql](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
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-[enaml](https://github.com/nucleic/enaml) - Creating beautiful user-interfaces with Declarative Syntax like QML.
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-[flet](https://github.com/flet-dev/flet) - Cross-platform GUI framework for building modern apps in pure Python.
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-[flexx](https://github.com/zoofIO/flexx) - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
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-[Gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line.
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-[gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line.
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-[kivy](https://github.com/kivy/kivy) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
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-[nicegui](https://github.com/zauberzeug/nicegui) - An easy-to-use, Python-based UI framework, which shows up in your web browser.
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-[pyglet](https://github.com/pyglet/pyglet) - A cross-platform windowing and multimedia library for Python.
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-[pygobject](https://github.com/GNOME/pygobject) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
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-[PyQt](https://www.riverbankcomputing.com/static/Docs/PyQt6/) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.
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-[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.
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-[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.
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-[pywebview](https://github.com/r0x0r/pywebview/) - A lightweight cross-platform native wrapper around a webview component.
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-[tkinter](https://docs.python.org/3/library/tkinter.html) - (Python standard library) De-facto standard GUI package.
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-[tkinter](https://docs.python.org/3/library/tkinter.html) - (Python standard library) The standard Python interface to the Tcl/Tk GUI toolkit.
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-[toga](https://github.com/pybee/toga) - A Python native, OS native GUI toolkit.
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-[urwid](https://github.com/urwid/urwid) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
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-[wxPython](https://github.com/wxWidgets/Phoenix) - A blending of the wxWidgets C++ class library with the Python.
@@ -725,7 +725,7 @@ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://git
-[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.
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-[pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
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-[PraisonAI](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows.
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-[praisonai](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi-AI Agents framework with self-reflection, 100+ LLM support, MCP integration, and agentic workflows.
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-[pydantic-ai](https://github.com/pydantic/pydantic-ai) - A Python agent framework for building generative AI applications with structured schemas.
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-[ragflow](https://github.com/infiniflow/ragflow) - An open-source RAG engine for document understanding and question answering with LLMs.
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-[rasa](https://github.com/RasaHQ/rasa) - An open-source machine learning framework for automated text and voice-based conversations.
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_Frameworks for developing serverless Python code._
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-[python-lambda](https://github.com/nficano/python-lambda) - A toolkit for developing and deploying Python code in AWS Lambda.
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-[Zappa](https://github.com/zappa/Zappa) - A tool for deploying WSGI applications on AWS Lambda and API Gateway.
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-[zappa](https://github.com/zappa/Zappa) - A tool for deploying WSGI applications on AWS Lambda and API Gateway.
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## Shell
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-[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.
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