From 5885075bf7ef21b0c2bb3fe677e050b2f30a84b6 Mon Sep 17 00:00:00 2001 From: Mohd Aasim Ansari Date: Sun, 17 May 2026 07:31:18 +0000 Subject: [PATCH 01/18] Add ultralytics to Computer Vision section --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 81eff0e..f65b3ab 100644 --- a/README.md +++ b/README.md @@ -214,6 +214,7 @@ _Libraries for Computer Vision._ - [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. - [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr). +- [ultralytics](https://github.com/ultralytics/ultralytics) - Ultralytics YOLO for object detection, segmentation, pose estimation, and classification with state-of-the-art accuracy and speed. ### Recommender Systems From 420619b114cbb3ebd7cc958020455d61bb6e3d5c Mon Sep 17 00:00:00 2001 From: Vinta Chen Date: Sun, 17 May 2026 17:13:32 +0800 Subject: [PATCH 02/18] add links to the website --- README.md | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index 81eff0e..c9708a5 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ -# Awesome Python +# [Awesome Python](https://awesome-python.com/) -An opinionated guide to the best Python frameworks, libraries, tools, and resources. +An opinionated guide to the best Python frameworks, libraries, tools, and resources. Use the [website](https://awesome-python.com/) to search and filter projects more easily. ## **Sponsors** @@ -479,7 +479,6 @@ _Libraries for data analysis._ - [pathway](https://github.com/pathwaycom/pathway) - Real-time data processing framework for Python with reactive dataflows. - [polars](https://github.com/pola-rs/polars) - A fast DataFrame library implemented in Rust with a Python API. - ### Data Ingestion / ETL _Libraries for data extraction, transformation, and loading pipelines across multiple sources and destinations._ From 3e66360e400e5baae2bc3d3017a28e1de2f85fd4 Mon Sep 17 00:00:00 2001 From: Vinta Chen Date: Sun, 17 May 2026 17:15:31 +0800 Subject: [PATCH 03/18] refine wording --- README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index c9708a5..52d0c73 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,8 @@ # [Awesome Python](https://awesome-python.com/) -An opinionated guide to the best Python frameworks, libraries, tools, and resources. Use the [website](https://awesome-python.com/) to search and filter projects more easily. +An opinionated guide to the best Python frameworks, libraries, tools, and resources. + +**Visit the [website](https://awesome-python.com/) to search and filter projects more easily.** ## **Sponsors** From a9b13e4c4a64546a730f40b093a74854d60ebc77 Mon Sep 17 00:00:00 2001 From: Vinta Chen Date: Mon, 18 May 2026 13:53:45 +0800 Subject: [PATCH 04/18] update .gitignore --- .gitignore | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 0d9f410..f081c83 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,6 @@ +# secrets +.env* + # macOS .DS_Store @@ -10,7 +13,7 @@ __pycache__/ website/output/ website/data/ -# planning docs +# docs docs/ # agents From a089ae28cc12418e9044539fe77abab848179ef0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Raahul=20Dutta=20-=20=E0=A6=B0=E0=A6=BE=E0=A6=B9=E0=A7=81?= =?UTF-8?q?=E0=A6=B2=20=F0=9F=96=96?= Date: Tue, 19 May 2026 06:31:32 +0200 Subject: [PATCH 05/18] Merge pull request #3137 from raahulrahl/add-bindu Add bindu to AI and Agents > Orchestration --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 3920b7e..c7b25af 100644 --- a/README.md +++ b/README.md @@ -142,6 +142,7 @@ _Libraries for building AI applications, LLM integrations, and autonomous agents - [ag2](https://github.com/ag2ai/ag2) - An open-source AgentOS for multi-agent orchestration and building agentic AI systems. - [autogen](https://github.com/microsoft/autogen) - A programming framework for building agentic AI applications. - [bernstein](https://github.com/sipyourdrink-ltd/bernstein) - A deterministic Python orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, and 40+ more) with parallel git worktrees and an HMAC-signed audit chain. + - [bindu](https://github.com/getbindu/Bindu) - A framework that wraps any agent handler with DID-based cryptographic identity, A2A JSON-RPC over HTTP, OAuth2 auth, x402 (USDC) payments, and a built-in operator inbox. - [bub](https://github.com/bubbuild/bub) - A lightweight, hook-first Python framework for channel-native agents that live alongside people. - [crewai](https://github.com/crewAIInc/crewAI) - A framework for orchestrating role-playing autonomous AI agents for collaborative task solving. - [dspy](https://github.com/stanfordnlp/dspy) - A framework for programming, not prompting, language models. From e403a8f0648343fc2208319cf6a0431c7cf247dc Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Fri, 22 May 2026 09:58:37 +0400 Subject: [PATCH 06/18] build(deps): bump idna from 3.11 to 3.15 (#3147) Bumps [idna](https://github.com/kjd/idna) from 3.11 to 3.15. - [Release notes](https://github.com/kjd/idna/releases) - [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md) - [Commits](https://github.com/kjd/idna/compare/v3.11...v3.15) --- updated-dependencies: - dependency-name: idna dependency-version: '3.15' dependency-type: indirect ... Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- uv.lock | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/uv.lock b/uv.lock index 635a3db..6ac5047 100644 --- a/uv.lock +++ b/uv.lock @@ -3,7 +3,7 @@ revision = 3 requires-python = ">=3.13" [options] -exclude-newer = "2026-04-30T04:38:39.45925Z" +exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values. exclude-newer-span = "P3D" [[package]] @@ -126,11 +126,11 @@ wheels = [ [[package]] name = "idna" -version = "3.11" +version = "3.15" source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/6f/6d/0703ccc57f3a7233505399edb88de3cbd678da106337b9fcde432b65ed60/idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902", size = 194582, upload-time = "2025-10-12T14:55:20.501Z" } +sdist = { url = "https://files.pythonhosted.org/packages/82/77/7b3966d0b9d1d31a36ddf1746926a11dface89a83409bf1483f0237aa758/idna-3.15.tar.gz", hash = "sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc", size = 199245, upload-time = "2026-05-12T22:45:57.011Z" } wheels = [ - { url = "https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea", size = 71008, upload-time = "2025-10-12T14:55:18.883Z" }, + { url = "https://files.pythonhosted.org/packages/d2/23/408243171aa9aaba178d3e2559159c24c1171a641aa83b67bdd3394ead8e/idna-3.15-py3-none-any.whl", hash = "sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8", size = 72340, upload-time = "2026-05-12T22:45:55.733Z" }, ] [[package]] From a10ec14611354a1490cc007fc0f3bd2f1c01f9e1 Mon Sep 17 00:00:00 2001 From: Jinyang Date: Sat, 23 May 2026 20:20:33 +0400 Subject: [PATCH 07/18] Add graphify (#3154) --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index c7b25af..e5b52eb 100644 --- a/README.md +++ b/README.md @@ -136,6 +136,7 @@ _Libraries for building AI applications, LLM integrations, and autonomous agents - Agent Skills - [django-ai-plugins](https://github.com/vintasoftware/django-ai-plugins) - Django backend agent skills for Django, DRF, Celery, and Django-specific code review. + - [graphify](https://github.com/safishamsi/graphify) - Turn any folder of code, SQL schemas, R scripts, shell scripts, docs, papers, images, or videos into a queryable knowledge graph. - [sentry-skills](https://github.com/getsentry/skills) - Python-focused engineering skills for code review, debugging, and backend workflows. - [trailofbits-skills](https://github.com/trailofbits/skills) - Python-friendly security skills for auditing, testing, and safer backend development. Also [skills-curated](https://github.com/trailofbits/skills-curated). - Orchestration From 9036e5ede2e73f4836a35cacbe75036496678178 Mon Sep 17 00:00:00 2001 From: Dewan Shakil Date: Sun, 24 May 2026 04:25:55 +0530 Subject: [PATCH 08/18] Add KittenTTS --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index e5b52eb..28aaf94 100644 --- a/README.md +++ b/README.md @@ -964,6 +964,7 @@ _Libraries for manipulating audio, video, and their metadata._ - Audio - [birdnet](https://github.com/kahst/BirdNET-Analyzer) - Deep learning framework for acoustic species detection; identifies bird species from audio recordings using TensorFlow. - [gtts](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS. + - [KittenTTS](https://github.com/KittenML/KittenTTS) - Lightweight ONNX text-to-speech library with small CPU-friendly models. - [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. - [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface. From fe6379f34d6a6a5039c05c436231b9b0c9b3b87e Mon Sep 17 00:00:00 2001 From: Vinta Chen Date: Sun, 24 May 2026 15:25:01 +0800 Subject: [PATCH 09/18] clean up --- README.md | 2 -- SPONSORSHIP.md | 1 + 2 files changed, 1 insertion(+), 2 deletions(-) diff --git a/README.md b/README.md index e5b52eb..3361439 100644 --- a/README.md +++ b/README.md @@ -6,8 +6,6 @@ An opinionated guide to the best Python frameworks, libraries, tools, and resour ## **Sponsors** -- **[pyr](https://pyrun.dev)**: Zero-config Python project manager. Bootstraps its own runtime, app-convention, and working imports - out the box. - > The **#10 most-starred repo on GitHub**. Put your product in front of Python developers. [Become a sponsor](SPONSORSHIP.md). ## Categories diff --git a/SPONSORSHIP.md b/SPONSORSHIP.md index 4900a10..67f7cbc 100644 --- a/SPONSORSHIP.md +++ b/SPONSORSHIP.md @@ -34,6 +34,7 @@ Your sponsorship puts your product in front of developers at the exact moment th ## Previously Sponsored By - [Warp](https://www.warp.dev/) - The terminal for modern developers. +- [pyr](https://pyrun.dev) - Zero-config Python project manager. ## Get Started From 9e20e5153ab5b028691e112dc1d95ee91fe8d0ec Mon Sep 17 00:00:00 2001 From: "xiaoyunchong.xyc" Date: Mon, 25 May 2026 00:47:50 +0800 Subject: [PATCH 10/18] Add FunASR to Speech section --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 3361439..f1ad70b 100644 --- a/README.md +++ b/README.md @@ -165,6 +165,7 @@ _Libraries for building AI applications, LLM integrations, and autonomous agents - [vllm](https://github.com/vllm-project/vllm) - A high-throughput and memory-efficient inference and serving engine for LLMs. - Speech - [openai-whisper](https://github.com/openai/whisper) - A general-purpose automatic speech recognition model trained on 680k hours of multilingual and multitask supervised data. + - [funasr](https://github.com/modelscope/FunASR) - Industrial-grade speech recognition toolkit with 170x realtime speed, 50+ languages, speaker diarization, and emotion detection. - [vibevoice](https://github.com/microsoft/VibeVoice) - A family of open-source voice AI models from Microsoft for text-to-speech and long-form speech recognition. - [voxcpm](https://github.com/OpenBMB/VoxCPM) - A tokenizer-free text-to-speech foundation model for multilingual speech generation and voice cloning. From 79e0d8dc29000779cf4976448a59313b392a1e05 Mon Sep 17 00:00:00 2001 From: Vinta Chen Date: Wed, 27 May 2026 15:41:37 +0800 Subject: [PATCH 11/18] docs: add repository agent guidance --- AGENTS.md | 31 +++++++++++++++++++++++++++++++ 1 file changed, 31 insertions(+) create mode 100644 AGENTS.md diff --git a/AGENTS.md b/AGENTS.md new file mode 100644 index 0000000..29c863b --- /dev/null +++ b/AGENTS.md @@ -0,0 +1,31 @@ +# AGENTS.md + +## Repository Overview + +An opinionated list of Python frameworks, libraries, tools, and resources. Published at [awesome-python.com](https://awesome-python.com/). + +## Entry Guidelines + +**Refer to [CONTRIBUTING.md](CONTRIBUTING.md)** for acceptance criteria, quality requirements, rejection rules, and entry format. Apply these rules whenever adding or removing an entry, whether reviewing a PR or committing directly. + +## Structure + +- **README.md**: Source of truth for catalog entries and README sponsor placements. Hierarchical categories with alphabetically ordered entries. +- **CONTRIBUTING.md**: Submission guidelines and review criteria. +- **SPONSORSHIP.md**: Sponsor tiers, placement rules, and the editorial-independence policy. `website/templates/sponsorship.html` separately defines which sponsorship content appears on the published website page. +- **website/**: Static site generator that builds awesome-python.com from README.md. + - `build.py`: Parses README.md and renders HTML via Jinja2 templates. + - `fetch_github_stars.py`: Fetches star counts into `website/data/`. + - `readme_parser.py`: Markdown-to-structured-data parser. + - `templates/`, `static/`: Jinja2 templates and CSS/JS assets. + - `tests/`: Pytest tests for the build pipeline. +- **Makefile**: `make install`, `make build`, `make preview`, `make test`, `make lint`, `make format`, `make typecheck`, `make fetch_github_stars`. +- **pyproject.toml**: Uses `uv` for dependency management. Python >=3.13. + +## Key Rules + +- Alphabetical ordering within categories is mandatory. +- Quality over quantity. Only "awesome" projects. +- One project per PR. +- One entry per commit when adding or deleting entries. Format, wording, or categorization changes across multiple entries may be bundled in a single commit. +- README.md is the source of truth for catalog entries and README sponsor placements; treat `SPONSORSHIP.md` and `website/templates/sponsorship.html` as separate sponsorship content surfaces. From 96da94e633cafafb210a31aca87474ae7996c1a2 Mon Sep 17 00:00:00 2001 From: Shawn Chen Date: Thu, 28 May 2026 17:59:03 +1200 Subject: [PATCH 12/18] Add chdb to Database --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index f83de0b..dfc7676 100644 --- a/README.md +++ b/README.md @@ -435,6 +435,7 @@ _Libraries for connecting and operating databases._ _Databases implemented in Python._ +- [chdb](https://github.com/chdb-io/chdb) - In-process OLAP SQL engine with the full ClickHouse dialect, zero-copy pandas/Arrow interop, and federation to remote ClickHouse clusters via `remoteSecure()`. - [chromadb](https://github.com/chroma-core/chroma) - An open-source embedding database for building AI applications with embeddings and semantic search. - [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. From d51eff7eafb48755e8a9b75f8b281f519f93e5fc Mon Sep 17 00:00:00 2001 From: Samxss Date: Sat, 30 May 2026 10:33:04 -0500 Subject: [PATCH 13/18] docs: add scikit-lego to Machine Learning section (#3168) Added scikit-lego library to the Machine Learning category keeping strict alphabetical order. --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 6a0634c..59a4c19 100644 --- a/README.md +++ b/README.md @@ -191,6 +191,7 @@ _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. - [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks. - [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support. +- * [scikit-lego](https://github.com/koaning/scikit-lego) - A collection of lego bricks for scikit-learn pipelines. - [spark.ml](https://github.com/apache/spark) - [Apache Spark](https://spark.apache.org/)'s scalable [Machine Learning library](https://spark.apache.org/docs/latest/ml-guide.html) for distributed computing. - [TabGAN](https://github.com/Diyago/Tabular-data-generation) - Synthetic tabular data generation using GANs, Diffusion Models, and LLMs. - [timesfm](https://github.com/google-research/timesfm) - A pretrained foundation model from Google Research for time-series forecasting. From f0bfc4cfa28c80f8fe4e42ae565fddb64429ca63 Mon Sep 17 00:00:00 2001 From: Renato <33936751+N4S4@users.noreply.github.com> Date: Tue, 2 Jun 2026 10:23:10 +0100 Subject: [PATCH 14/18] Add synology-api entry to README (#3174) Add an entry for synology-api to the README's list of Python libraries. The link points to N4S4/synology-api and notes it provides a Python wrapper for Synology NAS APIs (Surveillance Station, File Station, Download Station, Docker, and 50+ other endpoints). --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 59a4c19..ac39ccf 100644 --- a/README.md +++ b/README.md @@ -1124,6 +1124,7 @@ _Libraries for programming with hardware._ - [bleak](https://github.com/hbldh/bleak) - A cross platform Bluetooth Low Energy Client for Python using asyncio. - [pynput](https://github.com/moses-palmer/pynput) - A library to control and monitor input devices. +- [synology-api](https://github.com/N4S4/synology-api) - Python wrapper for Synology NAS APIs: Surveillance Station, File Station, Download Station, Docker, and 50+ other endpoints. ### Microsoft Windows From d85e849fa18e9a3c2d53a12302a678fe4b092e22 Mon Sep 17 00:00:00 2001 From: Tianyu Hu <1002770724@qq.com> Date: Thu, 4 Jun 2026 12:22:42 +0800 Subject: [PATCH 15/18] Update canonical GitHub project links (#3177) --- README.md | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/README.md b/README.md index ac39ccf..b20ceaf 100644 --- a/README.md +++ b/README.md @@ -188,7 +188,7 @@ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://git - [feature_engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection. - [h2o](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform. - [lightgbm](https://github.com/lightgbm-org/LightGBM) - A fast, distributed, high performance gradient boosting framework. -- [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/minds-platform) - 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. - [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support. - * [scikit-lego](https://github.com/koaning/scikit-lego) - A collection of lego bricks for scikit-learn pipelines. @@ -477,7 +477,7 @@ _Libraries for data analysis._ - [aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas) - Pandas on AWS. - [datasette](https://github.com/simonw/datasette) - An open source multi-tool for exploring and publishing data. -- [data-profiling](https://github.com/Data-Centric-AI-Community/data-profiling) - Generate detailed data profiling reports for pandas DataFrames. +- [data-profiling](https://github.com/Data-Centric-AI-Community/fg-data-profiling) - Generate detailed data profiling reports for pandas DataFrames. - [desbordante](https://github.com/desbordante/desbordante-core/) - An open source data profiler for complex pattern discovery. - [ibis](https://github.com/ibis-project/ibis) - A portable Python dataframe library with a single API for 20+ backends. - [modin](https://github.com/modin-project/modin) - A drop-in pandas replacement that scales workflows by changing a single line of code. @@ -562,7 +562,7 @@ _Libraries for scientific computing. Also see [Python-for-Scientists](https://gi - [pydy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion. - [PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - This is a compilation of various robotics algorithms with visualizations. - Simulation and Modeling - - [mesa](https://github.com/projectmesa/mesa) - An agent-based modeling framework for building, analyzing, and visualizing complex system simulations. + - [mesa](https://github.com/mesa/mesa) - An agent-based modeling framework for building, analyzing, and visualizing complex system simulations. - [pathsim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor. - [pymc](https://github.com/pymc-devs/pymc) - Probabilistic programming and Bayesian modeling in Python. - [simpy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework. @@ -925,7 +925,7 @@ _Libraries for parsing and manipulating specific text formats._ - [weasyprint](https://github.com/Kozea/WeasyPrint) - A visual rendering engine for HTML and CSS that can export to PDF. - Markdown - [markdown-it-py](https://github.com/executablebooks/markdown-it-py) - Markdown parser with 100% CommonMark support, extensions, and syntax plugins. - - [markdown](https://github.com/waylan/Python-Markdown) - A Python implementation of John Gruber’s Markdown. + - [markdown](https://github.com/Python-Markdown/markdown) - A Python implementation of John Gruber’s 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. - Data Formats @@ -963,7 +963,7 @@ _Libraries for manipulating images._ _Libraries for manipulating audio, video, and their metadata._ - Audio - - [birdnet](https://github.com/kahst/BirdNET-Analyzer) - Deep learning framework for acoustic species detection; identifies bird species from audio recordings using TensorFlow. + - [birdnet](https://github.com/birdnet-team/BirdNET-Analyzer) - Deep learning framework for acoustic species detection; identifies bird species from audio recordings using TensorFlow. - [gtts](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS. - [KittenTTS](https://github.com/KittenML/KittenTTS) - Lightweight ONNX text-to-speech library with small CPU-friendly models. - [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis. @@ -975,7 +975,7 @@ _Libraries for manipulating audio, video, and their metadata._ - Metadata - [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger. - [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/tinytag/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files. ### Game Development @@ -1016,7 +1016,7 @@ _Functional Programming with Python._ - [coconut](https://github.com/evhub/coconut) - A variant of Python built for simple, elegant, Pythonic functional programming. - [functools](https://docs.python.org/3/library/functools.html) - (Python standard library) Higher-order functions and operations on callable objects. - [funcy](https://github.com/Suor/funcy) - A fancy and practical functional tools. -- [more-itertools](https://github.com/erikrose/more-itertools) - More routines for operating on iterables, beyond `itertools`. +- [more-itertools](https://github.com/more-itertools/more-itertools) - More routines for operating on iterables, beyond `itertools`. - [returns](https://github.com/dry-python/returns) - A set of type-safe monads, transformers, and composition utilities. - [toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries. Also available as [cytoolz](https://github.com/pytoolz/cytoolz/) for Cython-accelerated performance. @@ -1071,7 +1071,7 @@ _Local PyPI repository server and proxies._ - [bandersnatch](https://github.com/pypa/bandersnatch/) - PyPI mirroring tool provided by Python Packaging Authority (PyPA). - [devpi](https://github.com/devpi/devpi) - PyPI server and packaging/testing/release tool. -- [warehouse](https://github.com/pypa/warehouse) - Next generation Python Package Repository (PyPI). +- [warehouse](https://github.com/pypi/warehouse) - Next generation Python Package Repository (PyPI). ### Distribution @@ -1138,7 +1138,7 @@ _Python programming on Microsoft Windows._ _Useful libraries or tools that don't fit in the categories above._ -- [blinker](https://github.com/jek/blinker) - A fast Python in-process signal/event dispatching system. +- [blinker](https://github.com/pallets-eco/blinker) - A fast Python in-process signal/event dispatching system. - [boltons](https://github.com/mahmoud/boltons) - A set of pure-Python utilities. - [itsdangerous](https://github.com/pallets/itsdangerous) - Various helpers to pass trusted data to untrusted environments. - [tryton](https://github.com/tryton/tryton) - A general-purpose business framework. From 5fe1dbd2043180d685a8c91fad71ae5fb409db4a Mon Sep 17 00:00:00 2001 From: Amin Alaee Date: Thu, 4 Jun 2026 06:25:05 +0200 Subject: [PATCH 16/18] Add uuid-utils (#3178) --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index b20ceaf..dc20826 100644 --- a/README.md +++ b/README.md @@ -1008,6 +1008,7 @@ _Libraries for enhancing Python built-in classes._ - [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. - [box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access. +- [uuid-utils](https://github.com/aminalaee/uuid-utils) - A fast, Rust-backed drop-in replacement for Python's built-in `uuid` module, supporting RFC 9562 (UUIDv6, UUIDv7, and UUIDv8). ### Functional Programming From b7e67813045ae62bc772c03f5ef9155373322044 Mon Sep 17 00:00:00 2001 From: Jinyang Date: Thu, 4 Jun 2026 08:29:45 +0400 Subject: [PATCH 17/18] add nuwa-skill --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index dc20826..a5ecae8 100644 --- a/README.md +++ b/README.md @@ -135,6 +135,7 @@ _Libraries for building AI applications, LLM integrations, and autonomous agents - Agent Skills - [django-ai-plugins](https://github.com/vintasoftware/django-ai-plugins) - Django backend agent skills for Django, DRF, Celery, and Django-specific code review. - [graphify](https://github.com/safishamsi/graphify) - Turn any folder of code, SQL schemas, R scripts, shell scripts, docs, papers, images, or videos into a queryable knowledge graph. + - [nuwa-skill](https://github.com/alchaincyf/nuwa-skill/blob/main/README_EN.md) - Nuwa distills the thinking of anyone — let Musk, Naval, Munger, and Feynman work for you. - [sentry-skills](https://github.com/getsentry/skills) - Python-focused engineering skills for code review, debugging, and backend workflows. - [trailofbits-skills](https://github.com/trailofbits/skills) - Python-friendly security skills for auditing, testing, and safer backend development. Also [skills-curated](https://github.com/trailofbits/skills-curated). - Orchestration From 6dd7b2a65947d3c0aa87e909dd6633c96d2a8fc1 Mon Sep 17 00:00:00 2001 From: Beslan Birzhev Date: Thu, 4 Jun 2026 07:35:12 +0300 Subject: [PATCH 18/18] Add kubesdk (#3166) --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index dc20826..84ea401 100644 --- a/README.md +++ b/README.md @@ -735,6 +735,7 @@ _Software and libraries for DevOps._ - Other - [borg](https://github.com/borgbackup/borg) - A deduplicating archiver with compression and encryption. - [chaostoolkit](https://github.com/chaostoolkit/chaostoolkit) - A Chaos Engineering toolkit & Orchestration for Developers. + - [kubesdk](https://github.com/puzl-cloud/kubesdk) - A modern async-first Kubernetes client and API model generator. - [pre-commit](https://github.com/pre-commit/pre-commit) - A framework for managing and maintaining multi-language pre-commit hooks. ### Distributed Computing