{"id":39904,"url":"https://github.com/lukasmasuch/best-of-python","name":"best-of-python","description":"πŸ† A ranked list of awesome Python open-source libraries and tools. Updated weekly.","projects_count":639,"last_synced_at":"2026-09-28T21:00:24.805Z","repository":{"id":36996401,"uuid":"328766021","full_name":"lukasmasuch/best-of-python","owner":"lukasmasuch","description":"πŸ† A ranked list of awesome Python open-source libraries and tools. 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Updated weekly.\u003c/strong\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n \u003ca href=\"https://best-of.org\" title=\"Best-of Badge\"\u003e\u003cimg src=\"http://bit.ly/3o3EHNN\"\u003e\u003c/a\u003e\n \u003ca href=\"#Contents\" title=\"Project Count\"\u003e\u003cimg src=\"https://img.shields.io/badge/projects-400-blue.svg?color=5ac4bf\"\u003e\u003c/a\u003e\n \u003ca href=\"#Contribution\" title=\"Contributions are welcome\"\u003e\u003cimg src=\"https://img.shields.io/badge/contributions-welcome-green.svg\"\u003e\u003c/a\u003e\n \u003ca href=\"https://github.com/ml-tooling/best-of-python/releases\" title=\"Best-of Updates\"\u003e\u003cimg src=\"https://img.shields.io/github/release-date/ml-tooling/best-of-python?color=green\u0026label=updated\"\u003e\u003c/a\u003e\n \u003ca href=\"https://mltooling.substack.com/subscribe\" title=\"Subscribe to newsletter\"\u003e\u003cimg src=\"http://bit.ly/2Md9rxM\"\u003e\u003c/a\u003e\n \u003ca href=\"https://twitter.com/mltooling\" title=\"Follow on Twitter\"\u003e\u003cimg src=\"https://img.shields.io/twitter/follow/mltooling.svg?style=social\u0026label=Follow\"\u003e\u003c/a\u003e\n\u003c/p\u003e\n\nThis curated list contains 400 awesome open-source projects with a total of 2.1M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/ml-tooling/best-of-python/issues/new/choose), submit a [pull request](https://github.com/ml-tooling/best-of-python/pulls), or directly edit the [projects.yaml](https://github.com/ml-tooling/best-of-python/edit/main/projects.yaml). Contributions are very welcome!\n\n---\n\n\u003cp align=\"center\"\u003e\n πŸ§™β€β™‚οΈ\u0026nbsp; Discover other \u003ca href=\"https://best-of.org\"\u003ebest-of lists\u003c/a\u003e or create \u003ca href=\"https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md\"\u003eyour own\u003c/a\u003e.\u003cbr\u003e\n πŸ“«\u0026nbsp; Subscribe to our \u003ca href=\"https://mltooling.substack.com/subscribe\"\u003enewsletter\u003c/a\u003e for updates and trending projects.\n\u003c/p\u003e\n\n---\n\n\n## Contents\n\n- [Data Serialization](#data-serialization) _16 projects_\n- [Data Containers \u0026 Dataframes](#data-containers--dataframes) _31 projects_\n- [Data Structures](#data-structures) _15 projects_\n- [Data Validation](#data-validation) _15 projects_\n- [Algorithms \u0026 Design Patterns](#algorithms--design-patterns) _4 projects_\n- [Date \u0026 Time Utilities](#date--time-utilities) _9 projects_\n- [File \u0026 Path Utilities](#file--path-utilities) _10 projects_\n- [Compatiblity](#compatiblity) _7 projects_\n- [Cryptography](#cryptography) _7 projects_\n- [Infrastructure \u0026 DevOps](#infrastructure--devops) _20 projects_\n- [Process Utilities](#process-utilities) _4 projects_\n- [Asynchronous Programming](#asynchronous-programming) _7 projects_\n- [Configuration](#configuration) _9 projects_\n- [CLI Development](#cli-development) _20 projects_\n- [Development Tools](#development-tools) _1 projects_\n- [Data Caching](#data-caching) _6 projects_\n- [GUI Development](#gui-development) _10 projects_\n- [Computer \u0026 Machine Vision](#computer--machine-vision) _2 projects_\n- [Machine Learning \u0026 Data Engineering](#machine-learning--data-engineering) _1 projects_\n- [Text Data](#text-data) _12 projects_\n- [Web Development](#web-development) _1 projects_\n- [Database Clients](#database-clients) _64 projects_\n- [Data Loading \u0026 Extraction](#data-loading--extraction) _32 projects_\n- [Data Pipelines \u0026 Streaming](#data-pipelines--streaming) _44 projects_\n- [File Formats](#file-formats) _3 projects_\n- [Code Inspection](#code-inspection) _4 projects_\n- [General Utilities](#general-utilities) _15 projects_\n- [Python Implementations](#python-implementations) _6 projects_\n- [Others](#others) _21 projects_\n\n## Explanation\n- πŸ₯‡πŸ₯ˆπŸ₯‰\u0026nbsp; Combined project-quality score\n- ⭐️\u0026nbsp; Star count from GitHub\n- 🐣\u0026nbsp; New project _(less than 6 months old)_\n- πŸ’€\u0026nbsp; Inactive project _(6 months no activity)_\n- πŸ’€\u0026nbsp; Dead project _(12 months no activity)_\n- πŸ“ˆπŸ“‰\u0026nbsp; Project is trending up or down\n- βž•\u0026nbsp; Project was recently added\n- ❗️\u0026nbsp; Warning _(e.g. missing/risky license)_\n- πŸ‘¨β€πŸ’»\u0026nbsp; Contributors count from GitHub\n- πŸ”€\u0026nbsp; Fork count from GitHub\n- πŸ“‹\u0026nbsp; Issue count from GitHub\n- ⏱️\u0026nbsp; Last update timestamp on package manager\n- πŸ“₯\u0026nbsp; Download count from package manager\n- πŸ“¦\u0026nbsp; Number of dependent projects\n- \u003cimg src=\"https://git.io/JLy1S\" style=\"display:inline;\" width=\"13\" height=\"13\"\u003e\u0026nbsp; Pandas related project\n\n\u003cbr\u003e\n\n## Data Serialization\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/protocolbuffers/protobuf\"\u003eprotobuf\u003c/a\u003e\u003c/b\u003e (πŸ₯‡40 Β· ⭐ 72K) - Protocol Buffers - Googles data interchange format. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 16K Β· πŸ“¦ 1M):\n\n\t```\n\tgit clone https://github.com/protocolbuffers/protobuf\n\t```\n- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 600M / month Β· πŸ“¦ 13K Β· ⏱️ 17.09.2026):\n\t```\n\tpip install protobuf\n\t```\n- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 36M Β· ⏱️ 06.09.2026):\n\t```\n\tconda install -c conda-forge protobuf\n\t```\n- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 23M / month Β· πŸ“¦ 4K Β· ⏱️ 17.09.2026):\n\t```\n\tnpm install google-protobuf\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/google/flatbuffers\"\u003eflatbuffers\u003c/a\u003e\u003c/b\u003e (πŸ₯‡34 Β· ⭐ 26K) - FlatBuffers: Memory Efficient Serialization Library. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 3.7K Β· πŸ“¦ 210K):\n\n\t```\n\tgit clone https://github.com/google/flatbuffers\n\t```\n- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 73M / month Β· πŸ“¦ 700 Β· ⏱️ 19.12.2025):\n\t```\n\tpip install flatbuffers\n\t```\n- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 2.6M Β· ⏱️ 22.12.2025):\n\t```\n\tconda install -c conda-forge flatbuffers\n\t```\n- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 33M / month Β· πŸ“¦ 290 Β· ⏱️ 24.09.2025):\n\t```\n\tnpm install flatbuffers\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/ijl/orjson\"\u003eorjson\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ33 Β· ⭐ 8.2K Β· πŸ“‰) - Fast, correct Python JSON library supporting dataclasses,.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 320 Β· πŸ“¦ 230K):\n\n\t```\n\tgit clone https://github.com/ijl/orjson\n\t```\n- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 170M / month Β· πŸ“¦ 7.3K Β· ⏱️ 14.08.2026):\n\t```\n\tpip install orjson\n\t```\n- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 7.6M Β· ⏱️ 21.09.2026):\n\t```\n\tconda install -c conda-forge orjson\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/marshmallow-code/marshmallow\"\u003emarshmallow\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ33 Β· ⭐ 7.2K) - A lightweight library for converting complex objects to and from.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 740 Β· πŸ“¦ 230K):\n\n\t```\n\tgit clone https://github.com/marshmallow-code/marshmallow\n\t```\n- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 86M / month Β· πŸ“¦ 2.9K Β· ⏱️ 08.08.2026):\n\t```\n\tpip install marshmallow\n\t```\n- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 4.6M Β· ⏱️ 09.08.2026):\n\t```\n\tconda install -c conda-forge marshmallow\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/simplejson/simplejson\"\u003esimplejson\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ32 Β· ⭐ 1.7K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 360 Β· πŸ“¦ 150K):\n\n\t```\n\tgit clone https://github.com/simplejson/simplejson\n\t```\n- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 40M / month Β· πŸ“¦ 3K Β· ⏱️ 27.08.2026):\n\t```\n\tpip install simplejson\n\t```\n- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 5.7M Β· ⏱️ 04.09.2026):\n\t```\n\tconda install -c conda-forge simplejson\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/uqfoundation/dill\"\u003edill\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ31 Β· ⭐ 2.4K) - serialize all of Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 190 Β· πŸ“¦ 250K):\n\n\t```\n\tgit clone https://github.com/uqfoundation/dill\n\t```\n- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 160M / month Β· πŸ“¦ 4.2K Β· ⏱️ 19.01.2026):\n\t```\n\tpip install dill\n\t```\n- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 21M Β· ⏱️ 19.01.2026):\n\t```\n\tconda install -c conda-forge dill\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/cloudpipe/cloudpickle\"\u003ecloudpickle\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ31 Β· ⭐ 1.9K) - Extended pickling support for Python objects. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 200 Β· πŸ“¦ 170K):\n\n\t```\n\tgit clone https://github.com/cloudpipe/cloudpickle\n\t```\n- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 150M / month Β· πŸ“¦ 2.3K Β· ⏱️ 03.11.2025):\n\t```\n\tpip install cloudpickle\n\t```\n- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 39M Β· ⏱️ 09.12.2025):\n\t```\n\tconda install -c conda-forge cloudpickle\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/etingof/pyasn1\"\u003epyasn1\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ31 Β· ⭐ 240) - Generic ASN.1 library for Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/3rqEWVr\"\u003eBSD-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/etingof/pyasn1) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 120 Β· πŸ“¦ 710K):\n\n\t```\n\tgit clone https://github.com/etingof/pyasn1\n\t```\n- [PyPi](https://pypi.org/project/pyasn1) (πŸ“₯ 400M / month Β· πŸ“¦ 2.4K Β· ⏱️ 09.07.2026):\n\t```\n\tpip install pyasn1\n\t```\n- [Conda](https://anaconda.org/conda-forge/pyasn1) (πŸ“₯ 24M Β· ⏱️ 09.07.2026):\n\t```\n\tconda install -c conda-forge pyasn1\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/jsonpickle/jsonpickle\"\u003ejsonpickle\u003c/a\u003e\u003c/b\u003e (πŸ₯‰29 Β· ⭐ 1.3K) - Python library for serializing any arbitrary object graph into.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 180 Β· πŸ“¦ 51K):\n\n\t```\n\tgit clone https://github.com/jsonpickle/jsonpickle\n\t```\n- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 14M / month Β· πŸ“¦ 1.6K Β· ⏱️ 28.05.2026):\n\t```\n\tpip install jsonpickle\n\t```\n- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 2.5M Β· ⏱️ 28.05.2026):\n\t```\n\tconda install -c conda-forge jsonpickle\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/python-rapidjson/python-rapidjson\"\u003epython-rapidjson\u003c/a\u003e\u003c/b\u003e (πŸ₯‰26 Β· ⭐ 530) - Python wrapper around rapidjson. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 53 Β· πŸ“¦ 8.1K):\n\n\t```\n\tgit clone https://github.com/python-rapidjson/python-rapidjson\n\t```\n- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 3.4M / month Β· πŸ“¦ 300 Β· ⏱️ 06.09.2026):\n\t```\n\tpip install python-rapidjson\n\t```\n- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 4.8M Β· ⏱️ 14.09.2026):\n\t```\n\tconda install -c conda-forge python-rapidjson\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/explosion/srsly\"\u003esrsly\u003c/a\u003e\u003c/b\u003e (πŸ₯‰26 Β· ⭐ 480) - Modern high-performance serialization utilities for Python (JSON,.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 37 Β· πŸ“¦ 70K):\n\n\t```\n\tgit clone https://github.com/explosion/srsly\n\t```\n- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 20M / month Β· πŸ“¦ 270 Β· ⏱️ 23.03.2026):\n\t```\n\tpip install srsly\n\t```\n- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 2.7M Β· ⏱️ 02.09.2026):\n\t```\n\tconda install -c conda-forge srsly\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/telegraphic/hickle\"\u003ehickle\u003c/a\u003e\u003c/b\u003e (πŸ₯‰22 Β· ⭐ 490) - a HDF5-based python pickle replacement. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 70 Β· πŸ“¦ 1.1K):\n\n\t```\n\tgit clone https://github.com/telegraphic/hickle\n\t```\n- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 39K / month Β· πŸ“¦ 39 Β· ⏱️ 30.03.2024):\n\t```\n\tpip install hickle\n\t```\n- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 43K Β· ⏱️ 06.09.2026):\n\t```\n\tconda install -c conda-forge hickle\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/samuelcolvin/rtoml\"\u003ertoml\u003c/a\u003e\u003c/b\u003e (πŸ₯‰22 Β· ⭐ 380 Β· πŸ’€) - A fast TOML library for python implemented in rust. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 30 Β· πŸ“¦ 980):\n\n\t```\n\tgit clone https://github.com/samuelcolvin/rtoml\n\t```\n- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 1.2M / month Β· πŸ“¦ 160 Β· ⏱️ 19.10.2025):\n\t```\n\tpip install rtoml\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 3 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/msgpack/msgpack-python\"\u003emsgpack\u003c/a\u003e\u003c/b\u003e (πŸ₯‰29 Β· ⭐ 2.1K) - MessagePack serializer implementation for Python.. \u003ccode\u003e❗Unlicensed\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/ultrajson/ultrajson\"\u003eultrajson\u003c/a\u003e\u003c/b\u003e (πŸ₯‰27 Β· ⭐ 4.5K) - Ultra fast JSON decoder and encoder written in C with Python.. \u003ccode\u003e❗Unlicensed\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/TkTech/pysimdjson\"\u003epysimdjson\u003c/a\u003e\u003c/b\u003e (πŸ₯‰21 Β· ⭐ 710) - Python bindings for the simdjson project. \u003ccode\u003e❗Unlicensed\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## Data Containers \u0026 Dataframes\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\n_General-purpose data containers as well as utilities \u0026 extensions for pandas._\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/pandas-dev/pandas\"\u003epandas\u003c/a\u003e\u003c/b\u003e (πŸ₯‡40 Β· ⭐ 50K) - Flexible and powerful data analysis / manipulation library for.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e \u003ccode\u003e\u003cimg src=\"https://git.io/JLy1S\" style=\"display:inline;\" width=\"13\" height=\"13\"\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 4.3K Β· πŸ”€ 20K Β· πŸ“¦ 2.9M):\n\n\t```\n\tgit clone https://github.com/pandas-dev/pandas\n\t```\n- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 520M / month Β· πŸ“¦ 130K Β· ⏱️ 17.09.2026):\n\t```\n\tpip install pandas\n\t```\n- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 96M Β· ⏱️ 19.09.2026):\n\t```\n\tconda install -c conda-forge pandas\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/pola-rs/polars\"\u003epolars\u003c/a\u003e\u003c/b\u003e (πŸ₯‡34 Β· ⭐ 40K) - Extremely fast Query Engine for DataFrames, written in Rust. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 770 Β· πŸ”€ 3.1K Β· πŸ“¦ 37K):\n\n\t```\n\tgit clone https://github.com/pola-rs/polars\n\t```\n- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 51M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.09.2026):\n\t```\n\tpip install polars\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/h5py/h5py\"\u003eh5py\u003c/a\u003e\u003c/b\u003e (πŸ₯‡33 Β· ⭐ 2.2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 560 Β· πŸ“¦ 360K):\n\n\t```\n\tgit clone https://github.com/h5py/h5py\n\t```\n- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 25M / month Β· πŸ“¦ 11K Β· ⏱️ 06.03.2026):\n\t```\n\tpip install h5py\n\t```\n- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 30M Β· ⏱️ 26.08.2026):\n\t```\n\tconda install -c conda-forge h5py\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/pydata/xarray\"\u003exarray\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ32 Β· ⭐ 4.2K) - N-D labeled arrays and datasets in Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.3K Β· πŸ“¦ 46K):\n\n\t```\n\tgit clone https://github.com/pydata/xarray\n\t```\n- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 10M / month Β· πŸ“¦ 6.3K Β· ⏱️ 09.07.2026):\n\t```\n\tpip install xarray\n\t```\n- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 18M Β· ⏱️ 09.07.2026):\n\t```\n\tconda install -c conda-forge xarray\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/pydata/numexpr\"\u003enumexpr\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ31 Β· ⭐ 2.5K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 230 Β· πŸ“¦ 100K):\n\n\t```\n\tgit clone https://github.com/pydata/numexpr\n\t```\n- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 11M / month Β· πŸ“¦ 1.3K Β· ⏱️ 18.07.2026):\n\t```\n\tpip install numexpr\n\t```\n- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 15M Β· ⏱️ 11.09.2026):\n\t```\n\tconda install -c conda-forge numexpr\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/zarr-developers/zarr-python\"\u003ezarr\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ30 Β· ⭐ 2.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 450 Β· πŸ“¦ 9.1K):\n\n\t```\n\tgit clone https://github.com/zarr-developers/zarr-python\n\t```\n- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.7K Β· ⏱️ 15.09.2026):\n\t```\n\tpip install zarr\n\t```\n- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 6.6M Β· ⏱️ 18.09.2026):\n\t```\n\tconda install -c conda-forge zarr\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/msiemens/tinydb\"\u003eTinyDB\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ29 Β· ⭐ 7.5K) - TinyDB is a lightweight document oriented database optimized for your.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 620 Β· πŸ“¦ 16K):\n\n\t```\n\tgit clone https://github.com/msiemens/tinydb\n\t```\n- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 3.3M / month Β· πŸ“¦ 910 Β· ⏱️ 06.08.2026):\n\t```\n\tpip install tinydb\n\t```\n- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 1M Β· ⏱️ 22.04.2025):\n\t```\n\tconda install -c conda-forge tinydb\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/ekzhu/datasketch\"\u003edatasketch\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ28 Β· ⭐ 2.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 320 Β· πŸ“¦ 2.7K):\n\n\t```\n\tgit clone https://github.com/ekzhu/datasketch\n\t```\n- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 3.7M / month Β· πŸ“¦ 220 Β· ⏱️ 05.07.2026):\n\t```\n\tpip install datasketch\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/pydata/bottleneck\"\u003eBottleneck\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ28 Β· ⭐ 1.2K) - Fast NumPy array functions written in C. \u003ccode\u003e\u003ca href=\"http://bit.ly/3rqEWVr\"\u003eBSD-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“¦ 60K):\n\n\t```\n\tgit clone https://github.com/pydata/bottleneck\n\t```\n- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 7.5M / month Β· πŸ“¦ 780 Β· ⏱️ 25.07.2026):\n\t```\n\tpip install Bottleneck\n\t```\n- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 7.7M Β· ⏱️ 11.09.2026):\n\t```\n\tconda install -c conda-forge bottleneck\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/modin-project/modin\"\u003eModin\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ26 Β· ⭐ 10K Β· πŸ’€) - Modin: Scale your Pandas workflows by changing a single line.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e \u003ccode\u003e\u003cimg src=\"https://git.io/JLy1S\" style=\"display:inline;\" width=\"13\" height=\"13\"\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 660 Β· πŸ“¦ 2.4K):\n\n\t```\n\tgit clone https://github.com/modin-project/modin\n\t```\n- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.1M / month Β· πŸ“¦ 66 Β· ⏱️ 02.10.2025):\n\t```\n\tpip install modin\n\t```\n- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 1M Β· ⏱️ 22.04.2025):\n\t```\n\tconda install -c conda-forge modin-core\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/PyTables/PyTables\"\u003ePyTables\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ26 Β· ⭐ 1.4K) - A Python package to manage extremely large amounts of data. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280):\n\n\t```\n\tgit clone https://github.com/PyTables/PyTables\n\t```\n- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 01.03.2026):\n\t```\n\tpip install tables\n\t```\n- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 13M Β· ⏱️ 11.09.2026):\n\t```\n\tconda install -c conda-forge pytables\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/vaexio/vaex\"\u003eVaex\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 8.5K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 600 Β· πŸ“¦ 1K):\n\n\t```\n\tgit clone https://github.com/vaexio/vaex\n\t```\n- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 8.7K / month Β· πŸ“¦ 68 Β· ⏱️ 03.02.2026):\n\t```\n\tpip install vaex\n\t```\n- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 650K Β· ⏱️ 22.04.2025):\n\t```\n\tconda install -c conda-forge vaex\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/h2oai/datatable\"\u003edatatable\u003c/a\u003e\u003c/b\u003e (πŸ₯‰22 Β· ⭐ 1.9K) - A Python package for manipulating 2-dimensional tabular data.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3postzC\"\u003eMPL-2.0\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 160):\n\n\t```\n\tgit clone https://github.com/h2oai/datatable\n\t```\n- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 20K / month Β· πŸ“¦ 54 Β· ⏱️ 01.12.2023):\n\t```\n\tpip install datatable\n\t```\n- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 66K Β· ⏱️ 09.09.2026):\n\t```\n\tconda install -c conda-forge datatable\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/patx/pickledb\"\u003epickleDB\u003c/a\u003e\u003c/b\u003e (πŸ₯‰20 Β· ⭐ 1.1K) - pickleDB is an in memory key-value store using Pythons orjson module.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 130 Β· πŸ“¦ 3.4K):\n\n\t```\n\tgit clone https://github.com/patx/pickledb\n\t```\n- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 24K / month Β· πŸ“¦ 8 Β· ⏱️ 05.01.2026):\n\t```\n\tpip install pickledb\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/static-frame/static-frame\"\u003eStaticFrame\u003c/a\u003e\u003c/b\u003e (πŸ₯‰19 Β· ⭐ 480) - Immutable and statically-typeable DataFrames with runtime type and.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub]() (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 38 Β· πŸ“¦ 33):\n\n\t```\n\tgit clone https://github.com/InvestmentSystems/static-frame\n\t```\n- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.8K / month Β· πŸ“¦ 6 Β· ⏱️ 11.08.2026):\n\t```\n\tpip install static-frame\n\t```\n- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 670K Β· ⏱️ 07.07.2026):\n\t```\n\tconda install -c conda-forge static-frame\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 16 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/numpy/numpy\"\u003enumpy\u003c/a\u003e\u003c/b\u003e (πŸ₯‡38 Β· ⭐ 33K) - The fundamental package for scientific computing with Python. \u003ccode\u003e❗Unlicensed\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/docarray/docarray\"\u003edocarray\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ28 Β· ⭐ 3.1K Β· πŸ’€) - Represent, send, store and search multimodal data. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/pandera-dev/pandera\"\u003epandera\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ27 Β· ⭐ 4.4K) - A light-weight and flexible data validation and testing.. \u003ccode\u003e❗Unlicensed\u003c/code\u003e \u003ccode\u003e\u003cimg src=\"https://git.io/JLy1S\" style=\"display:inline;\" width=\"13\" height=\"13\"\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/databricks/koalas\"\u003eKoalas\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 3.4K Β· πŸ’€) - Koalas: pandas API on Apache Spark. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e \u003ccode\u003espark\u003c/code\u003e \u003ccode\u003e\u003cimg src=\"https://git.io/JLy1S\" style=\"display:inline;\" width=\"13\" height=\"13\"\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/blaze/blaze\"\u003eBlaze\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/scikit-learn-contrib/sklearn-pandas\"\u003esklearn-pandas\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. \u003ccode\u003e\u003ca href=\"https://tldrlegal.com/search?q=Zlib\"\u003e❗️Zlib\u003c/a\u003e\u003c/code\u003e \u003ccode\u003esklearn\u003c/code\u003e \u003ccode\u003e\u003cimg src=\"https://git.io/JLy1S\" style=\"display:inline;\" width=\"13\" height=\"13\"\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/jmcarpenter2/swifter\"\u003eswifter\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 2.5K Β· πŸ’€) - A package which efficiently applies any function to a pandas.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e \u003ccode\u003e\u003cimg src=\"https://git.io/JLy1S\" style=\"display:inline;\" width=\"13\" height=\"13\"\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/nalepae/pandarallel\"\u003ePandaralΒ·lel\u003c/a\u003e\u003c/b\u003e (πŸ₯‰23 Β· ⭐ 3.8K Β· πŸ’€) - A simple and efficient tool to parallelize Pandas.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e \u003ccode\u003e\u003cimg src=\"https://git.io/JLy1S\" style=\"display:inline;\" width=\"13\" height=\"13\"\u003e\u003c/code\u003e \u003ccode\u003ejupyter\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/yhat/pandasql\"\u003epandasql\u003c/a\u003e\u003c/b\u003e (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e \u003ccode\u003e\u003cimg src=\"https://git.io/JLy1S\" style=\"display:inline;\" width=\"13\" height=\"13\"\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/Blosc/bcolz\"\u003ebcolz\u003c/a\u003e\u003c/b\u003e (πŸ₯‰22 Β· ⭐ 960 Β· πŸ’€) - A columnar data container that can be compressed. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/man-group/arctic\"\u003eArctic\u003c/a\u003e\u003c/b\u003e (πŸ₯‰21 Β· ⭐ 3.1K) - Arctic is a high performance datastore for numeric data. \u003ccode\u003e\u003ca href=\"https://tldrlegal.com/search?q=LGPL-2.1\"\u003e❗️LGPL-2.1\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/xhochy/fletcher\"\u003efletcher\u003c/a\u003e\u003c/b\u003e (πŸ₯‰20 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e \u003ccode\u003e\u003cimg src=\"https://git.io/JLy1S\" style=\"display:inline;\" width=\"13\" height=\"13\"\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/mouradmourafiq/pandas-summary\"\u003ePandas Summary\u003c/a\u003e\u003c/b\u003e (πŸ₯‰17 Β· ⭐ 530 Β· πŸ’€) - An extension to pandas describe function. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e \u003ccode\u003e\u003cimg src=\"https://git.io/JLy1S\" style=\"display:inline;\" width=\"13\" height=\"13\"\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/vertti/daffy\"\u003edaffy\u003c/a\u003e\u003c/b\u003e (πŸ₯‰15 Β· ⭐ 58) - Lightweight DataFrame validation decorators for Pandas, Polars, Modin,.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e \u003ccode\u003e\u003cimg src=\"https://git.io/JLy1S\" style=\"display:inline;\" width=\"13\" height=\"13\"\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/RaRe-Technologies/bounter\"\u003eBounter\u003c/a\u003e\u003c/b\u003e (πŸ₯‰13 Β· ⭐ 930 Β· πŸ’€) - Counter for large datasets. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/firmai/pandapy\"\u003ePandaPy\u003c/a\u003e\u003c/b\u003e (πŸ₯‰11 Β· ⭐ 490 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e \u003ccode\u003e\u003cimg src=\"https://git.io/JLy1S\" style=\"display:inline;\" width=\"13\" height=\"13\"\u003e\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## Data Structures\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/tobgu/pyrsistent\"\u003epyrsistent\u003c/a\u003e\u003c/b\u003e (πŸ₯‡31 Β· ⭐ 2.2K) - Persistent/Immutable/Functional data structures for Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 160 Β· πŸ“¦ 370K):\n\n\t```\n\tgit clone https://github.com/tobgu/pyrsistent\n\t```\n- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 24M / month Β· πŸ“¦ 1K Β· ⏱️ 25.10.2023):\n\t```\n\tpip install pyrsistent\n\t```\n- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 22M Β· ⏱️ 04.09.2026):\n\t```\n\tconda install -c conda-forge pyrsistent\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/jab/bidict\"\u003ebidict\u003c/a\u003e\u003c/b\u003e (πŸ₯‡29 Β· ⭐ 1.6K) - The bidirectional mapping library for Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/3postzC\"\u003eMPL-2.0\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 69 Β· πŸ“¦ 46K):\n\n\t```\n\tgit clone https://github.com/jab/bidict\n\t```\n- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 23M / month Β· πŸ“¦ 690 Β· ⏱️ 25.08.2026):\n\t```\n\tpip install bidict\n\t```\n- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 970K Β· ⏱️ 26.08.2026):\n\t```\n\tconda install -c conda-forge bidict\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/aio-libs/multidict\"\u003emultidict\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ28 Β· ⭐ 490) - The multidict implementation. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 130):\n\n\t```\n\tgit clone https://github.com/aio-libs/multidict\n\t```\n- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 450M / month Β· πŸ“¦ 2.3K Β· ⏱️ 21.09.2026):\n\t```\n\tpip install multidict\n\t```\n- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 30M Β· ⏱️ 20.02.2026):\n\t```\n\tconda install -c conda-forge multidict\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/mewwts/addict\"\u003eaddict\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ27 Β· ⭐ 2.5K) - The Python Dict thats better than heroin. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/mewwts/addict) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 130 Β· πŸ“¦ 18K):\n\n\t```\n\tgit clone https://github.com/mewwts/addict\n\t```\n- [PyPi](https://pypi.org/project/addict) (πŸ“₯ 5.7M / month Β· πŸ“¦ 450 Β· ⏱️ 21.11.2020):\n\t```\n\tpip install addict\n\t```\n- [Conda](https://anaconda.org/conda-forge/addict) (πŸ“₯ 1.1M Β· ⏱️ 02.12.2025):\n\t```\n\tconda install -c conda-forge addict\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/mahmoud/glom\"\u003eglom\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ27 Β· ⭐ 2.2K) - Pythons nested data operator (and CLI), for all your declarative.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 84 Β· πŸ“¦ 3.7K):\n\n\t```\n\tgit clone https://github.com/mahmoud/glom\n\t```\n- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 20M / month Β· πŸ“¦ 250 Β· ⏱️ 29.12.2025):\n\t```\n\tpip install glom\n\t```\n- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 69K Β· ⏱️ 29.12.2025):\n\t```\n\tconda install -c conda-forge glom\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/c0fec0de/anytree\"\u003eanytree\u003c/a\u003e\u003c/b\u003e (πŸ₯‰26 Β· ⭐ 1K) - Python tree data library. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 24K):\n\n\t```\n\tgit clone https://github.com/c0fec0de/anytree\n\t```\n- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 4.7M / month Β· πŸ“¦ 580 Β· ⏱️ 08.04.2025):\n\t```\n\tpip install anytree\n\t```\n- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 120K Β· ⏱️ 25.04.2026):\n\t```\n\tconda install -c conda-forge anytree\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/fabiocaccamo/python-benedict\"\u003epython-benedict\u003c/a\u003e\u003c/b\u003e (πŸ₯‰25 Β· ⭐ 1.6K) - dict subclass with keylist/keypath support, built-in I/O.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 49 Β· πŸ“¦ 2K):\n\n\t```\n\tgit clone https://github.com/fabiocaccamo/python-benedict\n\t```\n- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 660K / month Β· πŸ“¦ 110 Β· ⏱️ 07.07.2026):\n\t```\n\tpip install python-benedict\n\t```\n- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 280K Β· ⏱️ 22.04.2025):\n\t```\n\tconda install -c conda-forge python-benedict\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/MagicStack/immutables\"\u003eimmutables\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 1.2K) - A high-performance immutable mapping type for Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 59 Β· πŸ“¦ 8K):\n\n\t```\n\tgit clone https://github.com/MagicStack/immutables\n\t```\n- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.8M / month Β· πŸ“¦ 140 Β· ⏱️ 10.10.2024):\n\t```\n\tpip install immutables\n\t```\n- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 2M Β· ⏱️ 05.09.2026):\n\t```\n\tconda install -c conda-forge immutables\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/cdgriffith/Box\"\u003epython-box\u003c/a\u003e\u003c/b\u003e (πŸ₯‰23 Β· ⭐ 2.8K) - Python dictionaries with advanced dot notation access. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 120):\n\n\t```\n\tgit clone https://github.com/cdgriffith/Box\n\t```\n- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 4.5M / month Β· πŸ“¦ 590 Β· ⏱️ 21.02.2026):\n\t```\n\tpip install python-box\n\t```\n- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 1.3M Β· ⏱️ 06.09.2026):\n\t```\n\tconda install -c conda-forge python-box\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/aio-libs/janus\"\u003ejanus\u003c/a\u003e\u003c/b\u003e (πŸ₯‰23 Β· ⭐ 960) - Thread-safe asyncio-aware queue for Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 54):\n\n\t```\n\tgit clone https://github.com/aio-libs/janus\n\t```\n- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 4.1M / month Β· πŸ“¦ 130 Β· ⏱️ 13.12.2024):\n\t```\n\tpip install janus\n\t```\n- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 190K Β· ⏱️ 22.04.2025):\n\t```\n\tconda install -c conda-forge janus\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 5 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/grantjenks/python-sortedcontainers\"\u003epython-sortedcontainers\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ28 Β· ⭐ 3.9K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/rspeer/ordered-set\"\u003eordered-set\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ27 Β· ⭐ 210 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/piskvorky/sqlitedict\"\u003esqlitedict\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 1.2K Β· πŸ’€) - Persistent dict in Python, backed up by sqlite3 and pickle,.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/Infinidat/munch\"\u003emunch\u003c/a\u003e\u003c/b\u003e (πŸ₯‰22 Β· ⭐ 780 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/PFython/cleverdict\"\u003ecleverdict\u003c/a\u003e\u003c/b\u003e (πŸ₯‰15 Β· ⭐ 91 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## Data Validation\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/pydantic/pydantic\"\u003epydantic\u003c/a\u003e\u003c/b\u003e (πŸ₯‡36 Β· ⭐ 29K) - Data validation using Python type hints. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub]() (πŸ‘¨β€πŸ’» 810 Β· πŸ”€ 2.9K Β· πŸ“¦ 1.1M):\n\n\t```\n\tgit clone https://github.com/samuelcolvin/pydantic\n\t```\n- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 800M / month Β· πŸ“¦ 100K Β· ⏱️ 09.09.2026):\n\t```\n\tpip install pydantic\n\t```\n- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 31M Β· ⏱️ 28.08.2026):\n\t```\n\tconda install -c conda-forge pydantic\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/python-jsonschema/jsonschema\"\u003ejsonschema\u003c/a\u003e\u003c/b\u003e (πŸ₯‡32 Β· ⭐ 5K) - An implementation of JSON Schema validation for Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub]() (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 630 Β· πŸ“¦ 860K):\n\n\t```\n\tgit clone https://github.com/Julian/jsonschema\n\t```\n- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 440M / month Β· πŸ“¦ 9.6K Β· ⏱️ 07.01.2026):\n\t```\n\tpip install jsonschema\n\t```\n- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 53M Β· ⏱️ 24.08.2026):\n\t```\n\tconda install -c conda-forge jsonschema\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/pyeve/cerberus\"\u003ecerberus\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ29 Β· ⭐ 3.3K) - Lightweight, extensible data validation library for Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/3hkKRql\"\u003eISC\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 240 Β· πŸ“¦ 18K):\n\n\t```\n\tgit clone https://github.com/pyeve/cerberus\n\t```\n- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5M / month Β· πŸ“¦ 770 Β· ⏱️ 06.11.2025):\n\t```\n\tpip install cerberus\n\t```\n- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 890K Β· ⏱️ 17.07.2026):\n\t```\n\tconda install -c conda-forge cerberus\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/keleshev/schema\"\u003eschema\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ29 Β· ⭐ 2.9K) - Schema validation just got Pythonic. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 220 Β· πŸ“¦ 17K):\n\n\t```\n\tgit clone https://github.com/keleshev/schema\n\t```\n- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 20M / month Β· πŸ“¦ 890 Β· ⏱️ 11.10.2025):\n\t```\n\tpip install schema\n\t```\n- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 740K Β· ⏱️ 20.07.2026):\n\t```\n\tconda install -c conda-forge schema\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/alecthomas/voluptuous\"\u003evoluptuous\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ29 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 220 Β· πŸ“¦ 22K):\n\n\t```\n\tgit clone https://github.com/alecthomas/voluptuous\n\t```\n- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 5.9M / month Β· πŸ“¦ 620 Β· ⏱️ 18.12.2025):\n\t```\n\tpip install voluptuous\n\t```\n- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 1M Β· ⏱️ 06.09.2026):\n\t```\n\tconda install -c conda-forge voluptuous\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/holoviz/param\"\u003eparam\u003c/a\u003e\u003c/b\u003e (πŸ₯‰27 Β· ⭐ 520) - Declarative parameters for robust Python classes and a rich API for.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 86 Β· πŸ“¦ 18K):\n\n\t```\n\tgit clone https://github.com/holoviz/param\n\t```\n- [PyPi](https://pypi.org/project/param) (πŸ“₯ 1.3M / month Β· πŸ“¦ 270 Β· ⏱️ 21.09.2026):\n\t```\n\tpip install param\n\t```\n- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 3.1M Β· ⏱️ 04.09.2026):\n\t```\n\tconda install -c conda-forge param\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/samuelcolvin/dirty-equals\"\u003edirty-equals\u003c/a\u003e\u003c/b\u003e (πŸ₯‰23 Β· ⭐ 1K Β· πŸ’€) - Doing dirty (but extremely useful) things with equals. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 48 Β· πŸ“¦ 1.1K):\n\n\t```\n\tgit clone https://github.com/samuelcolvin/dirty-equals\n\t```\n- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 2.3M / month Β· πŸ“¦ 100 Β· ⏱️ 17.11.2025):\n\t```\n\tpip install dirty-equals\n\t```\n- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 150K Β· ⏱️ 18.11.2025):\n\t```\n\tconda install -c conda-forge dirty-equals\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 8 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://python-validators.github.io/validators\"\u003evalidators\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ28 Β· ⭐ 1.1K Β· πŸ’€) - Python Data Validation for Humans. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/JoshData/python-email-validator\"\u003epython-email-validator\u003c/a\u003e\u003c/b\u003e (πŸ₯‰26 Β· ⭐ 1.3K Β· πŸ’€) - A robust email syntax and deliverability validation.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3rvuUlR\"\u003eUnlicense\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/schematics/schematics\"\u003eschematics\u003c/a\u003e\u003c/b\u003e (πŸ₯‰25 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/crdoconnor/strictyaml\"\u003estrictyaml\u003c/a\u003e\u003c/b\u003e (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Type-safe YAML parser and validator. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/podio/valideer\"\u003evalideer\u003c/a\u003e\u003c/b\u003e (πŸ₯‰18 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/seandstewart/typical\"\u003etypical\u003c/a\u003e\u003c/b\u003e (πŸ₯‰17 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, \u0026 correct data-validation using Python 3 typing. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/guyskk/validr\"\u003evalidr\u003c/a\u003e\u003c/b\u003e (πŸ₯‰13 Β· ⭐ 220 Β· πŸ’€) - A simple, fast, extensible python library for data validation. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/dabeaz/dataklasses\"\u003edataklasses\u003c/a\u003e\u003c/b\u003e (πŸ₯‰7 Β· ⭐ 740 Β· πŸ’€) - A different spin on dataclasses. \u003ccode\u003e❗Unlicensed\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## Algorithms \u0026 Design Patterns\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\nπŸ”—\u0026nbsp;\u003cb\u003e\u003ca href=\"https://github.com/faif/python-patterns\"\u003epython-patterns\u003c/a\u003e\u003c/b\u003e ( ⭐ 43K) - Collection of design patterns/idioms in Python.\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/keon/algorithms\"\u003ealgorithms\u003c/a\u003e\u003c/b\u003e (πŸ₯‰22 Β· ⭐ 25K Β· πŸ’€) - Minimal examples of data structures and algorithms in Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 4.7K Β· πŸ“¦ 140):\n\n\t```\n\tgit clone https://github.com/keon/algorithms\n\t```\n- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 970 / month Β· πŸ“¦ 5 Β· ⏱️ 18.02.2026):\n\t```\n\tpip install algorithms\n\t```\n- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 5.3K Β· ⏱️ 22.04.2025):\n\t```\n\tconda install -c conda-forge algorithms\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 2 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/pytransitions/transitions\"\u003etransitions\u003c/a\u003e\u003c/b\u003e (πŸ₯‡26 Β· ⭐ 6.1K Β· πŸ’€) - A lightweight, object-oriented finite state machine.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/tylerlaberge/PyPattyrn\"\u003ePyPattyrn\u003c/a\u003e\u003c/b\u003e (πŸ₯‰18 Β· ⭐ 2.3K Β· πŸ’€) - A simple library for implementing common design patterns. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## Date \u0026 Time Utilities\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/arrow-py/arrow\"\u003earrow\u003c/a\u003e\u003c/b\u003e (πŸ₯‡32 Β· ⭐ 9K) - Better dates \u0026 times for Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 730 Β· πŸ“¦ 190K):\n\n\t```\n\tgit clone https://github.com/arrow-py/arrow\n\t```\n- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 58M / month Β· πŸ“¦ 2.3K Β· ⏱️ 18.10.2025):\n\t```\n\tpip install arrow\n\t```\n- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 15M Β· ⏱️ 18.10.2025):\n\t```\n\tconda install -c conda-forge arrow\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/scrapinghub/dateparser\"\u003edateparser\u003c/a\u003e\u003c/b\u003e (πŸ₯‡32 Β· ⭐ 2.9K) - python parser for human readable dates. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 510 Β· πŸ“¦ 40K):\n\n\t```\n\tgit clone https://github.com/scrapinghub/dateparser\n\t```\n- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 37M / month Β· πŸ“¦ 1.7K Β· ⏱️ 03.09.2026):\n\t```\n\tpip install dateparser\n\t```\n- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 2.4M Β· ⏱️ 03.09.2026):\n\t```\n\tconda install -c conda-forge dateparser\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/stub42/pytz\"\u003epytz\u003c/a\u003e\u003c/b\u003e (πŸ₯‡32 Β· ⭐ 400) - pytz Python historical timezone library and database. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 110 Β· πŸ“¦ 2.5M):\n\n\t```\n\tgit clone https://github.com/stub42/pytz\n\t```\n- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 370M / month Β· πŸ“¦ 17K Β· ⏱️ 24.09.2026):\n\t```\n\tpip install pytz\n\t```\n- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 100M Β· ⏱️ 26.07.2026):\n\t```\n\tconda install -c conda-forge pytz\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/vacanza/holidays\"\u003eholidays\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ31 Β· ⭐ 1.9K) - Open World Holidays Framework. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/vacanza/holidays) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 710 Β· πŸ“¦ 28K):\n\n\t```\n\tgit clone https://github.com/vacanza/holidays\n\t```\n- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 26M / month Β· πŸ“¦ 670 Β· ⏱️ 21.09.2026):\n\t```\n\tpip install holidays\n\t```\n- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 4.7M Β· ⏱️ 23.09.2026):\n\t```\n\tconda install -c conda-forge holidays\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/dateutil/dateutil\"\u003epython-dateutil\u003c/a\u003e\u003c/b\u003e (πŸ₯‰29 Β· ⭐ 2.6K) - Useful extensions to the standard Python datetime features. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 540):\n\n\t```\n\tgit clone https://github.com/dateutil/dateutil\n\t```\n- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 870M / month Β· πŸ“¦ 12K Β· ⏱️ 01.03.2024):\n\t```\n\tpip install python-dateutil\n\t```\n- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 110M Β· ⏱️ 28.06.2025):\n\t```\n\tconda install -c conda-forge python-dateutil\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/regebro/tzlocal\"\u003etzlocal\u003c/a\u003e\u003c/b\u003e (πŸ₯‰29 Β· ⭐ 220) - A Python module that tries to figure out what your local timezone is. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 64 Β· πŸ“¦ 230K):\n\n\t```\n\tgit clone https://github.com/regebro/tzlocal\n\t```\n- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 160M / month Β· πŸ“¦ 2.4K Β· ⏱️ 29.06.2026):\n\t```\n\tpip install tzlocal\n\t```\n- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 7.6M Β· ⏱️ 29.06.2026):\n\t```\n\tconda install -c conda-forge tzlocal\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://pendulum.eustace.io\"\u003ependulum\u003c/a\u003e\u003c/b\u003e (πŸ₯‰28 Β· ⭐ 6.6K Β· πŸ’€) - Python datetimes made easy. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub]() (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 420 Β· πŸ“¦ 41K):\n\n\t```\n\tgit clone https://github.com/sdispater/pendulum\n\t```\n- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 52M / month Β· πŸ“¦ 1.6K Β· ⏱️ 30.01.2026):\n\t```\n\tpip install pendulum\n\t```\n- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 2.4M Β· ⏱️ 31.01.2026):\n\t```\n\tconda install -c conda-forge pendulum\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 2 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/gweis/isodate\"\u003eisodate\u003c/a\u003e\u003c/b\u003e (πŸ₯‰28 Β· ⭐ 170 Β· πŸ’€) - ISO 8601 date/time parser. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/bear/parsedatetime\"\u003eparsedatetime\u003c/a\u003e\u003c/b\u003e (πŸ₯‰25 Β· ⭐ 700 Β· πŸ’€) - Parse human-readable date/time strings. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## File \u0026 Path Utilities\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/fsspec/filesystem_spec\"\u003efilesystem_spec\u003c/a\u003e\u003c/b\u003e (πŸ₯‡34 Β· ⭐ 1.4K) - A specification that python filesystems should adhere to. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 490 Β· πŸ“¦ 310K):\n\n\t```\n\tgit clone https://github.com/fsspec/filesystem_spec\n\t```\n- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 560M / month Β· πŸ“¦ 4.1K Β· ⏱️ 18.09.2026):\n\t```\n\tpip install fsspec\n\t```\n- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 40M Β· ⏱️ 24.09.2026):\n\t```\n\tconda install -c conda-forge fsspec\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/gorakhargosh/watchdog\"\u003ewatchdog\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ32 Β· ⭐ 7.1K) - Python library and shell utilities to monitor filesystem events. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 720 Β· πŸ“¦ 270K):\n\n\t```\n\tgit clone https://github.com/gorakhargosh/watchdog\n\t```\n- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 84M / month Β· πŸ“¦ 2.7K Β· ⏱️ 01.11.2024):\n\t```\n\tpip install watchdog\n\t```\n- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 6.5M Β· ⏱️ 04.09.2026):\n\t```\n\tconda install -c conda-forge watchdog\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/tox-dev/py-filelock\"\u003efilelock\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ32 Β· ⭐ 980) - A platform independent file lock. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub]() (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 150 Β· πŸ“¦ 740K):\n\n\t```\n\tgit clone https://github.com/tox-dev/py-filelock\n\t```\n- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 480M / month Β· πŸ“¦ 6K Β· ⏱️ 23.09.2026):\n\t```\n\tpip install filelock\n\t```\n- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 51M Β· ⏱️ 24.09.2026):\n\t```\n\tconda install -c conda-forge filelock\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/Tinche/aiofiles\"\u003eaiofiles\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ30 Β· ⭐ 3.2K Β· πŸ’€) - File support for asyncio. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“¦ 250K):\n\n\t```\n\tgit clone https://github.com/Tinche/aiofiles\n\t```\n- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 120M / month Β· πŸ“¦ 7.7K Β· ⏱️ 09.10.2025):\n\t```\n\tpip install aiofiles\n\t```\n- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 2.8M Β· ⏱️ 01.01.2026):\n\t```\n\tconda install -c conda-forge aiofiles\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 6 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/ActiveState/appdirs\"\u003eappdirs\u003c/a\u003e\u003c/b\u003e (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/jaraco/zipp\"\u003ezipp\u003c/a\u003e\u003c/b\u003e (πŸ₯‰28 Β· ⭐ 67) - Backport of pathlib-compatible object wrapper for zip files. \u003ccode\u003e❗Unlicensed\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/benhoyt/scandir\"\u003escandir\u003c/a\u003e\u003c/b\u003e (πŸ₯‰25 Β· ⭐ 540 Β· πŸ’€) - Better directory iterator and faster os.walk(). Archived, as this.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/pyfilesystem/pyfilesystem2\"\u003epyfilesystem2\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 2.1K Β· πŸ’€) - Pythons Filesystem abstraction layer. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/jaraco/path\"\u003epath\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - Object-oriented file system path manipulation. \u003ccode\u003e❗Unlicensed\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/mikeorr/Unipath\"\u003eUnipath\u003c/a\u003e\u003c/b\u003e (πŸ₯‰19 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## Compatiblity\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/python/typing\"\u003etyping\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ27 Β· ⭐ 1.7K) - Python static typing home. Hosts the documentation and a user help.. \u003ccode\u003e\u003ca href=\"http://bit.ly/35wkF7y\"\u003ePython-2.0\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 290):\n\n\t```\n\tgit clone https://github.com/python/typing\n\t```\n- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 4.3M / month Β· πŸ“¦ 3.3K Β· ⏱️ 01.05.2021):\n\t```\n\tpip install typing\n\t```\n- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 4.5M Β· ⏱️ 22.04.2025):\n\t```\n\tconda install -c conda-forge typing\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 6 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/benjaminp/six\"\u003esix\u003c/a\u003e\u003c/b\u003e (πŸ₯‡32 Β· ⭐ 990 Β· πŸ’€) - Python 2 and 3 compatibility library. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/PythonCharmers/python-future\"\u003efuture\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ31 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/jazzband/pathlib2\"\u003epathlib2\u003c/a\u003e\u003c/b\u003e (πŸ₯‰25 Β· ⭐ 87) - Backport of pathlib aiming to support the full stdlib Python API. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/ericvsmith/dataclasses\"\u003edataclasses\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 590 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/agronholm/pythonfutures\"\u003efutures\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 240 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. \u003ccode\u003e\u003ca href=\"http://bit.ly/35wkF7y\"\u003ePython-2.0\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/jazzband/contextlib2\"\u003econtextlib2\u003c/a\u003e\u003c/b\u003e (πŸ₯‰23 Β· ⭐ 39 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. \u003ccode\u003e\u003ca href=\"https://tldrlegal.com/search?q=psfrag\"\u003e❗️psfrag\u003c/a\u003e\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## Cryptography\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/pyca/bcrypt\"\u003ebcrypt\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ32 Β· ⭐ 1.4K) - Modern(-ish) password hashing for your software and your servers. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 360K):\n\n\t```\n\tgit clone https://github.com/pyca/bcrypt\n\t```\n- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 150M / month Β· πŸ“¦ 2K Β· ⏱️ 25.09.2025):\n\t```\n\tpip install bcrypt\n\t```\n- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 13M Β· ⏱️ 08.09.2026):\n\t```\n\tconda install -c conda-forge bcrypt\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/Legrandin/pycryptodome\"\u003epycryptodomex\u003c/a\u003e\u003c/b\u003e (πŸ₯‰31 Β· ⭐ 3.2K) - A self-contained cryptographic library for Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 560 Β· πŸ“¦ 150K):\n\n\t```\n\tgit clone https://github.com/Legrandin/pycryptodome\n\t```\n- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 47M / month Β· πŸ“¦ 1.6K Β· ⏱️ 17.05.2025):\n\t```\n\tpip install pycryptodomex\n\t```\n- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 3.1M Β· ⏱️ 13.09.2025):\n\t```\n\tconda install -c conda-forge pycryptodomex\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 5 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/tink-crypto/tink\"\u003etink\u003c/a\u003e\u003c/b\u003e (πŸ₯‡34 Β· ⭐ 14K Β· πŸ’€) - Tink is a multi-language, cross-platform, open source library that.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/pyca/cryptography\"\u003ecryptography\u003c/a\u003e\u003c/b\u003e (πŸ₯‡34 Β· ⭐ 7.8K) - cryptography is a package designed to expose.. \u003ccode\u003e❗Unlicensed\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/jaraco/keyring\"\u003ekeyring\u003c/a\u003e\u003c/b\u003e (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - Store and access your passwords safely. \u003ccode\u003e❗Unlicensed\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/sybrenstuvel/python-rsa\"\u003ersa\u003c/a\u003e\u003c/b\u003e (πŸ₯‰28 Β· ⭐ 500 Β· πŸ’€) - Python-RSA is a pure-Python RSA implementation. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/wbond/asn1crypto\"\u003easn1crypto\u003c/a\u003e\u003c/b\u003e (πŸ₯‰28 Β· ⭐ 340 Β· πŸ’€) - Python ASN.1 library with a focus on performance and a pythonic API. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## Infrastructure \u0026 DevOps\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/boto/botocore\"\u003ebotocore\u003c/a\u003e\u003c/b\u003e (πŸ₯‡36 Β· ⭐ 1.6K) - The low-level, core functionality of boto3 and the AWS CLI. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 440K):\n\n\t```\n\tgit clone https://github.com/boto/botocore\n\t```\n- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 820M / month Β· πŸ“¦ 4.9K Β· ⏱️ 23.09.2026):\n\t```\n\tpip install botocore\n\t```\n- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 51M Β· ⏱️ 23.09.2026):\n\t```\n\tconda install -c conda-forge botocore\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/ansible/ansible\"\u003eansible\u003c/a\u003e\u003c/b\u003e (πŸ₯‡35 Β· ⭐ 71K) - Ansible is a radically simple IT automation platform that makes your.. \u003ccode\u003e\u003ca href=\"http://bit.ly/2M0xdwT\"\u003e❗️GPL-3.0\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 7K Β· πŸ”€ 24K Β· πŸ“¦ 43K):\n\n\t```\n\tgit clone https://github.com/ansible/ansible\n\t```\n- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 7.7M / month Β· πŸ“¦ 600 Β· ⏱️ 22.09.2026):\n\t```\n\tpip install ansible\n\t```\n- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 2M Β· ⏱️ 08.09.2026):\n\t```\n\tconda install -c conda-forge ansible\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/docker/docker-py\"\u003edocker\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ34 Β· ⭐ 7.2K) - A Python library for the Docker Engine API. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.7K Β· πŸ“¦ 130K):\n\n\t```\n\tgit clone https://github.com/docker/docker-py\n\t```\n- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 130M / month Β· πŸ“¦ 5.8K Β· ⏱️ 09.07.2026):\n\t```\n\tpip install docker\n\t```\n- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 8.3M Β· ⏱️ 12.07.2026):\n\t```\n\tconda install -c conda-forge docker-py\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/pulumi/pulumi\"\u003epulumi\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ33 Β· ⭐ 26K) - Pulumi - Infrastructure as Code in any programming language. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 4.4K Β· πŸ”€ 1.4K Β· πŸ“¦ 11K):\n\n\t```\n\tgit clone https://github.com/pulumi/pulumi\n\t```\n- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 6.3M / month Β· πŸ“¦ 590 Β· ⏱️ 23.09.2026):\n\t```\n\tpip install pulumi\n\t```\n- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 12M / month Β· πŸ“¦ 930 Β· ⏱️ 23.09.2026):\n\t```\n\tnpm install @pulumi/pulumi\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/paramiko/paramiko\"\u003eparamiko\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ33 Β· ⭐ 9.8K) - The leading native Python SSHv2 protocol library. \u003ccode\u003e\u003ca href=\"https://tldrlegal.com/search?q=LGPL-2.1\"\u003e❗️LGPL-2.1\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2.1K Β· πŸ“¦ 130K):\n\n\t```\n\tgit clone https://github.com/paramiko/paramiko\n\t```\n- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 100M / month Β· πŸ“¦ 4.6K Β· ⏱️ 09.05.2026):\n\t```\n\tpip install paramiko\n\t```\n- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 10M Β· ⏱️ 19.05.2026):\n\t```\n\tconda install -c conda-forge paramiko\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/aws/aws-cli\"\u003eawscli\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ31 Β· ⭐ 17K) - Universal Command Line Interface for Amazon Web Services. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 4.6K Β· πŸ“¦ 5):\n\n\t```\n\tgit clone https://github.com/aws/aws-cli\n\t```\n- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 88M / month Β· πŸ“¦ 780 Β· ⏱️ 27.08.2026):\n\t```\n\tpip install awscli\n\t```\n- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 63M Β· ⏱️ 20.09.2026):\n\t```\n\tconda install -c conda-forge awscli\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/kubernetes-client/python\"\u003ekubernetes\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ31 Β· ⭐ 7.7K) - Official Python client library for kubernetes. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 3.5K):\n\n\t```\n\tgit clone https://github.com/kubernetes-client/python\n\t```\n- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 72M / month Β· πŸ“¦ 2.7K Β· ⏱️ 24.09.2026):\n\t```\n\tpip install kubernetes\n\t```\n- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 880K Β· ⏱️ 11.12.2025):\n\t```\n\tconda install -c conda-forge kubernetes\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/ktbyers/netmiko\"\u003enetmiko\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ30 Β· ⭐ 4.3K) - Multi-vendor library to simplify Paramiko SSH connections to network.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.4K Β· πŸ“¦ 5.7K):\n\n\t```\n\tgit clone https://github.com/ktbyers/netmiko\n\t```\n- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 890K / month Β· πŸ“¦ 320 Β· ⏱️ 21.09.2026):\n\t```\n\tpip install netmiko\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/tomerfiliba/plumbum\"\u003eplumbum\u003c/a\u003e\u003c/b\u003e (πŸ₯‰29 Β· ⭐ 3.1K) - Plumbum: Shell Combinators. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 200 Β· πŸ“¦ 9.7K):\n\n\t```\n\tgit clone https://github.com/tomerfiliba/plumbum\n\t```\n- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 4.5M / month Β· πŸ“¦ 390 Β· ⏱️ 22.07.2026):\n\t```\n\tpip install plumbum\n\t```\n- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 1.6M Β· ⏱️ 23.07.2026):\n\t```\n\tconda install -c conda-forge plumbum\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/docker/compose\"\u003edocker-compose\u003c/a\u003e\u003c/b\u003e (πŸ₯‰28 Β· ⭐ 38K) - Define and run multi-container applications with Docker. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 5.8K Β· πŸ“¦ 280):\n\n\t```\n\tgit clone https://github.com/docker/compose\n\t```\n- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 690K / month Β· πŸ“¦ 250 Β· ⏱️ 10.05.2021):\n\t```\n\tpip install docker-compose\n\t```\n- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 930K Β· ⏱️ 03.09.2026):\n\t```\n\tconda install -c conda-forge docker-compose\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/fabric/fabric\"\u003efabric\u003c/a\u003e\u003c/b\u003e (πŸ₯‰28 Β· ⭐ 15K) - Simple, Pythonic remote execution and deployment. \u003ccode\u003e\u003ca href=\"http://bit.ly/3rqEWVr\"\u003eBSD-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 24):\n\n\t```\n\tgit clone https://github.com/fabric/fabric\n\t```\n- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 7.4M / month Β· πŸ“¦ 450 Β· ⏱️ 06.04.2026):\n\t```\n\tpip install fabric\n\t```\n- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 700K Β· ⏱️ 06.04.2026):\n\t```\n\tconda install -c conda-forge fabric\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://pyinfra.com\"\u003epyinfra\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 5.9K) - pyinfra automates/provisions/manages/deploys infrastructure. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub]() (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 530 Β· πŸ“¦ 260):\n\n\t```\n\tgit clone https://github.com/Fizzadar/pyinfra\n\t```\n- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 180K / month Β· πŸ“¦ 46 Β· ⏱️ 27.07.2026):\n\t```\n\tpip install pyinfra\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/emre/storm\"\u003estorm\u003c/a\u003e\u003c/b\u003e (πŸ₯‰18 Β· ⭐ 3.3K) - Manage your SSH like a boss. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/emre/storm) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 150):\n\n\t```\n\tgit clone https://github.com/emre/storm\n\t```\n- [PyPi](https://pypi.org/project/storm) (πŸ“₯ 2.8K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2026):\n\t```\n\tpip install storm\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 7 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/dbader/schedule\"\u003eschedule\u003c/a\u003e\u003c/b\u003e (πŸ₯‰29 Β· ⭐ 12K Β· πŸ’€) - Python job scheduling for humans. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/pahaz/sshtunnel\"\u003esshtunnel\u003c/a\u003e\u003c/b\u003e (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/ParallelSSH/parallel-ssh\"\u003eparallel-ssh\u003c/a\u003e\u003c/b\u003e (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - Asynchronous parallel SSH client library. \u003ccode\u003e\u003ca href=\"https://tldrlegal.com/search?q=LGPL-2.1\"\u003e❗️LGPL-2.1\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/fabtools/fabtools\"\u003efabtools\u003c/a\u003e\u003c/b\u003e (πŸ₯‰20 Β· ⭐ 1.2K Β· πŸ’€) - Tools for writing awesome Fabric files. \u003ccode\u003e\u003ca href=\"http://bit.ly/3rqEWVr\"\u003eBSD-2\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/pypyr/pypyr\"\u003epypyr\u003c/a\u003e\u003c/b\u003e (πŸ₯‰18 Β· ⭐ 640 Β· πŸ’€) - pypyr task-runner cli \u0026 api for automation pipelines. Automate.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/aluzzardi/wssh\"\u003ewssh\u003c/a\u003e\u003c/b\u003e (πŸ₯‰15 Β· ⭐ 1.3K Β· πŸ’€) - SSH to WebSockets Bridge. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/grai-io/grai-core\"\u003eGrai\u003c/a\u003e\u003c/b\u003e (πŸ₯‰11 Β· ⭐ 310 Β· πŸ’€) - Platform to programmatically manage, test, and debug data.. \u003ccode\u003e\u003ca href=\"https://tldrlegal.com/search?q=MIT-0\"\u003e❗️MIT-0\u003c/a\u003e\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## Process Utilities\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/amoffat/sh\"\u003esh\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ30 Β· ⭐ 7.2K) - Python process launching. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 510 Β· πŸ“¦ 19K):\n\n\t```\n\tgit clone https://github.com/amoffat/sh\n\t```\n- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.3M / month Β· πŸ“¦ 860 Β· ⏱️ 25.07.2026):\n\t```\n\tpip install sh\n\t```\n- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 530K Β· ⏱️ 06.06.2026):\n\t```\n\tconda install -c conda-forge sh\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/Supervisor/supervisor\"\u003esupervisor\u003c/a\u003e\u003c/b\u003e (πŸ₯‰29 Β· ⭐ 8.9K Β· πŸ’€) - Supervisor process control system for Unix.. \u003ccode\u003e\u003ca href=\"https://tldrlegal.com/search?q=Repoze%20Public%20License\"\u003e❗️Repoze Public License\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.3K Β· πŸ“¦ 14K):\n\n\t```\n\tgit clone https://github.com/Supervisor/supervisor\n\t```\n- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 7.9M / month Β· πŸ“¦ 160 Β· ⏱️ 23.08.2025):\n\t```\n\tpip install supervisor\n\t```\n- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 820K Β· ⏱️ 27.02.2026):\n\t```\n\tconda install -c conda-forge supervisor\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 2 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/pexpect/pexpect\"\u003epexpect\u003c/a\u003e\u003c/b\u003e (πŸ₯‡31 Β· ⭐ 2.7K Β· πŸ’€) - A Python module for controlling interactive programs in a pseudo-.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3hkKRql\"\u003eISC\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/pexpect/ptyprocess\"\u003eptyprocess\u003c/a\u003e\u003c/b\u003e (πŸ₯‰29 Β· ⭐ 230 Β· πŸ’€) - Run a subprocess in a pseudo terminal. \u003ccode\u003e\u003ca href=\"http://bit.ly/3hkKRql\"\u003eISC\u003c/a\u003e\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## Asynchronous Programming\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/agronholm/anyio\"\u003eanyio\u003c/a\u003e\u003c/b\u003e (πŸ₯‡34 Β· ⭐ 2.5K) - High level asynchronous concurrency and networking framework that works on.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 270 Β· πŸ“¦ 680K):\n\n\t```\n\tgit clone https://github.com/agronholm/anyio\n\t```\n- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 760M / month Β· πŸ“¦ 8.5K Β· ⏱️ 05.09.2026):\n\t```\n\tpip install anyio\n\t```\n- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 44M Β· ⏱️ 07.09.2026):\n\t```\n\tconda install -c conda-forge anyio\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/MagicStack/uvloop\"\u003euvloop\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ33 Β· ⭐ 12K) - Ultra fast asyncio event loop. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 610 Β· πŸ“¦ 230K):\n\n\t```\n\tgit clone https://github.com/MagicStack/uvloop\n\t```\n- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 200M / month Β· πŸ“¦ 2K Β· ⏱️ 16.10.2025):\n\t```\n\tpip install uvloop\n\t```\n- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 5.2M Β· ⏱️ 17.09.2026):\n\t```\n\tconda install -c conda-forge uvloop\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/fastapi/asyncer\"\u003easyncer\u003c/a\u003e\u003c/b\u003e (πŸ₯‰26 Β· ⭐ 2.5K) - Asyncer, async and await, focused on developer experience. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub]() (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 87 Β· πŸ“¦ 8.4K):\n\n\t```\n\tgit clone https://github.com/tiangolo/asyncer\n\t```\n- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 6.8M / month Β· πŸ“¦ 320 Β· ⏱️ 25.06.2026):\n\t```\n\tpip install asyncer\n\t```\n- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 53K Β· ⏱️ 25.06.2026):\n\t```\n\tconda install -c conda-forge asyncer\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/aiokitchen/aiomisc\"\u003eaiomisc\u003c/a\u003e\u003c/b\u003e (πŸ₯‰23 Β· ⭐ 420) - aiomisc - miscellaneous utils for asyncio. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 28 Β· πŸ“¦ 450):\n\n\t```\n\tgit clone https://github.com/aiokitchen/aiomisc\n\t```\n- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 65K / month Β· πŸ“¦ 61 Β· ⏱️ 06.09.2026):\n\t```\n\tpip install aiomisc\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 3 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/python-greenlet/greenlet\"\u003egreenlet\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ32 Β· ⭐ 1.8K) - Lightweight in-process concurrent programming. \u003ccode\u003e❗Unlicensed\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/alex-sherman/unsync\"\u003eunsync\u003c/a\u003e\u003c/b\u003e (πŸ₯‰20 Β· ⭐ 900 Β· πŸ’€) - Unsynchronize asyncio. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/glenfant/stopit\"\u003estopit\u003c/a\u003e\u003c/b\u003e (πŸ₯‰18 Β· ⭐ 35 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout.. \u003ccode\u003e\u003ca href=\"http://bit.ly/2M0xdwT\"\u003e❗️GPL-3.0\u003c/a\u003e\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## Configuration\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/theskumar/python-dotenv\"\u003epython-dotenv\u003c/a\u003e\u003c/b\u003e (πŸ₯‡36 Β· ⭐ 8.8K) - Reads key-value pairs from a .env file and can set them as.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 560 Β· πŸ“¦ 1.8M):\n\n\t```\n\tgit clone https://github.com/theskumar/python-dotenv\n\t```\n- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 550M / month Β· πŸ“¦ 45K Β· ⏱️ 16.08.2026):\n\t```\n\tpip install python-dotenv\n\t```\n- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 16M Β· ⏱️ 17.08.2026):\n\t```\n\tconda install -c conda-forge python-dotenv\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/ipython/traitlets\"\u003etraitlets\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ32 Β· ⭐ 650) - A lightweight Traits like module. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 210 Β· πŸ“¦ 620K):\n\n\t```\n\tgit clone https://github.com/ipython/traitlets\n\t```\n- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 110M / month Β· πŸ“¦ 2.3K Β· ⏱️ 03.08.2026):\n\t```\n\tpip install traitlets\n\t```\n- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 58M Β· ⏱️ 03.08.2026):\n\t```\n\tconda install -c conda-forge traitlets\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/omry/omegaconf\"\u003eomegaconf\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ31 Β· ⭐ 2.4K) - Flexible Python configuration system. The last one you will ever need. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“¦ 65K):\n\n\t```\n\tgit clone https://github.com/omry/omegaconf\n\t```\n- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 27M / month Β· πŸ“¦ 2.6K Β· ⏱️ 07.08.2026):\n\t```\n\tpip install omegaconf\n\t```\n- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 2.9M Β· ⏱️ 10.08.2026):\n\t```\n\tconda install -c conda-forge omegaconf\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/dynaconf/dynaconf\"\u003eDynaconf\u003c/a\u003e\u003c/b\u003e (πŸ₯‰26 Β· ⭐ 4.3K) - The dynamic configurator for your Python Project. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub]() (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340):\n\n\t```\n\tgit clone https://github.com/rochacbruno/dynaconf\n\t```\n- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 4.7M / month Β· πŸ“¦ 780 Β· ⏱️ 05.08.2026):\n\t```\n\tpip install dynaconf\n\t```\n- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 250K Β· ⏱️ 06.08.2026):\n\t```\n\tconda install -c conda-forge dynaconf\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/DiffSK/configobj\"\u003econfigobj\u003c/a\u003e\u003c/b\u003e (πŸ₯‰26 Β· ⭐ 340) - Python 3+ compatible port of the configobj library. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 88 Β· πŸ“¦ 50K):\n\n\t```\n\tgit clone https://github.com/DiffSK/configobj\n\t```\n- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 4.9M / month Β· πŸ“¦ 650 Β· ⏱️ 21.09.2024):\n\t```\n\tpip install configobj\n\t```\n- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 1.4M Β· ⏱️ 22.04.2025):\n\t```\n\tconda install -c conda-forge configobj\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/willkg/everett\"\u003eeverett\u003c/a\u003e\u003c/b\u003e (πŸ₯‰18 Β· ⭐ 150 Β· πŸ’€) - configuration library for python projects. \u003ccode\u003e\u003ca href=\"http://bit.ly/3postzC\"\u003eMPL-2.0\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 14 Β· πŸ“‹ 96 - 4% open Β· ⏱️ 15.10.2025):\n\n\t```\n\tgit clone https://github.com/willkg/everett\n\t```\n- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 360K / month Β· πŸ“¦ 22 Β· ⏱️ 15.10.2025):\n\t```\n\tpip install everett\n\t```\n- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 130K Β· ⏱️ 22.04.2025):\n\t```\n\tconda install -c conda-forge everett\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 3 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"http://github.com/henriquebastos/python-decouple/\"\u003epython-decouple\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ27 Β· ⭐ 3K Β· πŸ’€) - Strict separation of settings from code. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/google/gin-config\"\u003egin-config\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 2.1K Β· πŸ’€) - Gin provides a lightweight configuration framework for Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"http://github.com/crankycoder/Hydra\"\u003ehydra\u003c/a\u003e\u003c/b\u003e (πŸ₯‰20 Β· ⭐ 20) - A high performance persistent bloom filter. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## CLI Development\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/pallets/click\"\u003eclick\u003c/a\u003e\u003c/b\u003e (πŸ₯‡38 Β· ⭐ 18K) - Python composable command line interface toolkit. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 2K Β· πŸ“¦ 2.4M):\n\n\t```\n\tgit clone https://github.com/pallets/click\n\t```\n- [PyPi](https://pypi.org/project/click) (πŸ“₯ 780M / month Β· πŸ“¦ 75K Β· ⏱️ 26.08.2026):\n\t```\n\tpip install click\n\t```\n- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 75M Β· ⏱️ 07.09.2026):\n\t```\n\tconda install -c conda-forge click\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/Textualize/rich\"\u003erich\u003c/a\u003e\u003c/b\u003e (πŸ₯‡36 Β· ⭐ 56K) - Rich is a Python library for rich text and beautiful formatting in the terminal. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 2.2K Β· πŸ“¦ 570K):\n\n\t```\n\tgit clone https://github.com/Textualize/rich\n\t```\n- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 430M / month Β· πŸ“¦ 44K Β· ⏱️ 12.04.2026):\n\t```\n\tpip install rich\n\t```\n- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 27M Β· ⏱️ 12.04.2026):\n\t```\n\tconda install -c conda-forge rich\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/fastapi/typer\"\u003eTyper\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ33 Β· ⭐ 20K) - Typer, build great CLIs. Easy to code. Based on Python type hints. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub]() (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 970 Β· πŸ“¦ 280K):\n\n\t```\n\tgit clone https://github.com/tiangolo/typer\n\t```\n- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 240M / month Β· πŸ“¦ 35K Β· ⏱️ 28.08.2026):\n\t```\n\tpip install typer\n\t```\n- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 16M Β· ⏱️ 28.08.2026):\n\t```\n\tconda install -c conda-forge typer\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/kislyuk/argcomplete\"\u003eargcomplete\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ32 Β· ⭐ 1.6K) - Python and tab completion, better together. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 150 Β· πŸ“¦ 76K):\n\n\t```\n\tgit clone https://github.com/kislyuk/argcomplete\n\t```\n- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 56M / month Β· πŸ“¦ 2.4K Β· ⏱️ 06.08.2026):\n\t```\n\tpip install argcomplete\n\t```\n- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 4.1M Β· ⏱️ 08.08.2026):\n\t```\n\tconda install -c conda-forge argcomplete\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/jquast/wcwidth\"\u003ewcwidth\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ32 Β· ⭐ 460) - Python and C11 library that measures the width of strings in a terminal. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 79 Β· πŸ“¦ 780K):\n\n\t```\n\tgit clone https://github.com/jquast/wcwidth\n\t```\n- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 230M / month Β· πŸ“¦ 2.8K Β· ⏱️ 23.09.2026):\n\t```\n\tpip install wcwidth\n\t```\n- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 52M Β· ⏱️ 24.09.2026):\n\t```\n\tconda install -c conda-forge wcwidth\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/google/python-fire\"\u003epython-fire\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ30 Β· ⭐ 28K Β· πŸ’€) - Python Fire is a library for automatically generating.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 1.5K Β· πŸ“¦ 55K):\n\n\t```\n\tgit clone https://github.com/google/python-fire\n\t```\n- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 17M / month Β· πŸ“¦ 3K Β· ⏱️ 16.08.2025):\n\t```\n\tpip install fire\n\t```\n- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 1.7M Β· ⏱️ 12.09.2025):\n\t```\n\tconda install -c conda-forge fire\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/bw2/ConfigArgParse\"\u003eConfigArgParse\u003c/a\u003e\u003c/b\u003e (πŸ₯‰28 Β· ⭐ 760) - Drop-in replacement for argparse with added support for config.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 120 Β· πŸ“¦ 26K):\n\n\t```\n\tgit clone https://github.com/bw2/ConfigArgParse\n\t```\n- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 17M / month Β· πŸ“¦ 820 Β· ⏱️ 06.09.2026):\n\t```\n\tpip install configargparse\n\t```\n- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 2.3M Β· ⏱️ 07.09.2026):\n\t```\n\tconda install -c conda-forge configargparse\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/tmbo/questionary\"\u003equestionary\u003c/a\u003e\u003c/b\u003e (πŸ₯‰27 Β· ⭐ 1.8K Β· πŸ’€) - Python library to build pretty command line user prompts Easy to.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 99 Β· πŸ“¦ 25K):\n\n\t```\n\tgit clone https://github.com/tmbo/questionary\n\t```\n- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 21M / month Β· πŸ“¦ 1.4K Β· ⏱️ 28.08.2025):\n\t```\n\tpip install questionary\n\t```\n- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 530K Β· ⏱️ 08.09.2025):\n\t```\n\tconda install -c conda-forge questionary\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/prompt-toolkit/python-prompt-toolkit\"\u003epython-prompt-toolkit\u003c/a\u003e\u003c/b\u003e (πŸ₯‰26 Β· ⭐ 11K) - Library for building powerful interactive command line.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 800):\n\n\t```\n\tgit clone https://github.com/prompt-toolkit/python-prompt-toolkit\n\t```\n- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 180M / month Β· ⏱️ 26.07.2026):\n\t```\n\tpip install prompt_toolkit\n\t```\n- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 49M Β· ⏱️ 27.07.2026):\n\t```\n\tconda install -c conda-forge prompt-toolkit\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/erikrose/blessings\"\u003eblessings\u003c/a\u003e\u003c/b\u003e (πŸ₯‰26 Β· ⭐ 1.5K) - A thin, practical wrapper around terminal capabilities in Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/erikrose/blessings) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 150 Β· πŸ“¦ 11K):\n\n\t```\n\tgit clone https://github.com/erikrose/blessings\n\t```\n- [PyPi](https://pypi.org/project/blessings) (πŸ“₯ 670K / month Β· πŸ“¦ 460 Β· ⏱️ 21.06.2018):\n\t```\n\tpip install blessings\n\t```\n- [Conda](https://anaconda.org/conda-forge/blessings) (πŸ“₯ 510K Β· ⏱️ 05.09.2026):\n\t```\n\tconda install -c conda-forge blessings\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/jazzband/docopt-ng\"\u003edocopt-ng\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 220) - Humane command line arguments parser. Now with maintenance, typehints,.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 27 Β· πŸ“¦ 880):\n\n\t```\n\tgit clone https://github.com/jazzband/docopt-ng\n\t```\n- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 1.8M / month Β· πŸ“¦ 100 Β· ⏱️ 30.05.2023):\n\t```\n\tpip install docopt-ng\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/kdeldycke/click-extra\"\u003eClick Extra\u003c/a\u003e\u003c/b\u003e (πŸ₯‰19 Β· ⭐ 120) - Drop-in replacement for Click to make user-friendly and.. \u003ccode\u003e\u003ca href=\"http://bit.ly/2KucAZR\"\u003e❗️GPL-2.0\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/kdeldycke/click-extra) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 13 Β· πŸ“¦ 140):\n\n\t```\n\tgit clone https://github.com/kdeldycke/click-extra\n\t```\n- [PyPi](https://pypi.org/project/click-extra) (πŸ“₯ 77K / month Β· πŸ“¦ 56 Β· ⏱️ 23.09.2026):\n\t```\n\tpip install click-extra\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 8 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/tartley/colorama\"\u003ecolorama\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ32 Β· ⭐ 3.7K Β· πŸ’€) - Simple cross-platform colored terminal text in Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/docopt/docopt\"\u003edocopt\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ29 Β· ⭐ 8K Β· πŸ’€) - Create *beautiful* command-line interfaces with Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/python-poetry/cleo\"\u003ecleo\u003c/a\u003e\u003c/b\u003e (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - Cleo allows you to create beautiful and testable command-line interfaces. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/peterbrittain/asciimatics\"\u003easciimatics\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 4.3K Β· πŸ’€) - A cross platform package to do curses-like operations, plus.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/kennethreitz/clint\"\u003eclint\u003c/a\u003e\u003c/b\u003e (πŸ₯‰20 Β· ⭐ 95 Β· πŸ’€) - Python Command Line Interface Tools. \u003ccode\u003e\u003ca href=\"http://bit.ly/3hkKRql\"\u003eISC\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/glamp/bashplotlib\"\u003ebashplotlib\u003c/a\u003e\u003c/b\u003e (πŸ₯‰19 Β· ⭐ 1.9K Β· πŸ’€) - plotting in the terminal. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/nojhan/colout\"\u003ecolout\u003c/a\u003e\u003c/b\u003e (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Color text streams with a polished command line interface. \u003ccode\u003e\u003ca href=\"http://bit.ly/2M0xdwT\"\u003e❗️GPL-3.0\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/HzaCode/OneCite\"\u003eonecite\u003c/a\u003e\u003c/b\u003e (πŸ₯‰11 Β· ⭐ 56) - An intelligent toolkit to automatically parse, complete, and format.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## Development Tools\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\nπŸ”—\u0026nbsp;\u003cb\u003e\u003ca href=\"https://github.com/ml-tooling/best-of-python-dev\"\u003ebest-of-python-dev\u003c/a\u003e\u003c/b\u003e ( ⭐ 1.2K Β· πŸ’€) - A ranked list of awesome python developer tools and libraries...\n\n\u003cbr\u003e\n\n## Data Caching\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/tkem/cachetools\"\u003ecachetools\u003c/a\u003e\u003c/b\u003e (πŸ₯‡34 Β· ⭐ 2.8K) - Extensible memoizing collections and decorators. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 210 Β· πŸ“¦ 710K):\n\n\t```\n\tgit clone https://github.com/tkem/cachetools\n\t```\n- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 230M / month Β· πŸ“¦ 5.3K Β· ⏱️ 16.09.2026):\n\t```\n\tpip install cachetools\n\t```\n- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 24M Β· ⏱️ 21.09.2026):\n\t```\n\tconda install -c conda-forge cachetools\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/aio-libs/aiocache\"\u003eaiocache\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ27 Β· ⭐ 1.4K Β· πŸ’€) - Asyncio cache manager for redis, memcached and memory. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 170 Β· πŸ“¦ 5.1K):\n\n\t```\n\tgit clone https://github.com/aio-libs/aiocache\n\t```\n- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 6.6M / month Β· πŸ“¦ 150 Β· ⏱️ 25.09.2024):\n\t```\n\tpip install aiocache\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/pydanny/cached-property\"\u003ecached-property\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ27 Β· ⭐ 700) - A decorator for caching properties in classes. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/pydanny/cached-property) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 79 Β· πŸ“¦ 59K):\n\n\t```\n\tgit clone https://github.com/pydanny/cached-property\n\t```\n- [PyPi](https://pypi.org/project/cached-property) (πŸ“₯ 20M / month Β· πŸ“¦ 1.6K Β· ⏱️ 25.10.2024):\n\t```\n\tpip install cached-property\n\t```\n- [Conda](https://anaconda.org/conda-forge/cached-property) (πŸ“₯ 29M Β· ⏱️ 25.08.2026):\n\t```\n\tconda install -c conda-forge cached-property\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/bbangert/beaker\"\u003ebeaker\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 510) - WSGI middleware for sessions and caching. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 140 Β· πŸ“¦ 6.2K):\n\n\t```\n\tgit clone https://github.com/bbangert/beaker\n\t```\n- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 170K / month Β· πŸ“¦ 94 Β· ⏱️ 30.05.2026):\n\t```\n\tpip install beaker\n\t```\n- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 200K Β· ⏱️ 30.05.2026):\n\t```\n\tconda install -c conda-forge beaker\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/lericson/pylibmc\"\u003epylibmc\u003c/a\u003e\u003c/b\u003e (πŸ₯‰24 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 140 Β· πŸ“¦ 5.9K):\n\n\t```\n\tgit clone https://github.com/lericson/pylibmc\n\t```\n- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 390K / month Β· πŸ“¦ 79 Β· ⏱️ 30.08.2022):\n\t```\n\tpip install pylibmc\n\t```\n- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 490K Β· ⏱️ 06.09.2026):\n\t```\n\tconda install -c conda-forge pylibmc\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 1 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/python-cachier/cachier\"\u003ecachier\u003c/a\u003e\u003c/b\u003e (πŸ₯‰17 Β· ⭐ 660) - Persistent, stale-free, local and cross-machine caching for.. \u003ccode\u003e❗Unlicensed\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## GUI Development\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\nπŸ”—\u0026nbsp;\u003cb\u003e\u003ca href=\"https://github.com/ml-tooling/best-of-web-python\"\u003ebest-of-web-python - Web UI\u003c/a\u003e\u003c/b\u003e ( ⭐ 2.6K Β· πŸ’€) - Collection of libraries to implement web-based UIs.\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/kivy/kivy\"\u003ekivy\u003c/a\u003e\u003c/b\u003e (πŸ₯‡29 Β· ⭐ 19K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“¦ 18K):\n\n\t```\n\tgit clone https://github.com/kivy/kivy\n\t```\n- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 170K / month Β· πŸ“¦ 360 Β· ⏱️ 26.12.2024):\n\t```\n\tpip install kivy\n\t```\n- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 720K Β· ⏱️ 29.03.2026):\n\t```\n\tconda install -c conda-forge kivy\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/hoffstadt/DearPyGui\"\u003eDearPyGui\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ27 Β· ⭐ 15K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 780 Β· πŸ“¦ 4.5K):\n\n\t```\n\tgit clone https://github.com/hoffstadt/DearPyGui\n\t```\n- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 190K / month Β· πŸ“¦ 210 Β· ⏱️ 01.05.2026):\n\t```\n\tpip install dearpygui\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/chriskiehl/Gooey\"\u003eGooey\u003c/a\u003e\u003c/b\u003e (πŸ₯‰23 Β· ⭐ 21K) - Turn (almost) any Python command line program into a full GUI application.. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 1K Β· πŸ“¦ 1.1K):\n\n\t```\n\tgit clone https://github.com/chriskiehl/Gooey\n\t```\n- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 4K / month Β· πŸ“¦ 100 Β· ⏱️ 29.01.2022):\n\t```\n\tpip install gooey\n\t```\n- [Conda](https://anaconda.org/conda-forge/gooey) (πŸ“₯ 150K Β· ⏱️ 26.03.2026):\n\t```\n\tconda install -c conda-forge gooey\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/beeware/toga\"\u003etoga\u003c/a\u003e\u003c/b\u003e (πŸ₯‰23 Β· ⭐ 5.4K) - A Python native, OS native GUI toolkit. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 820 Β· πŸ“¦ 3):\n\n\t```\n\tgit clone https://github.com/beeware/toga\n\t```\n- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.5K / month Β· πŸ“¦ 50 Β· ⏱️ 08.07.2026):\n\t```\n\tpip install toga\n\t```\n- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 50 / month Β· πŸ“¦ 5 Β· ⏱️ 23.04.2017):\n\t```\n\tnpm install @pybee/toga\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003eShow 5 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/python-eel/Eel\"\u003eEel\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ25 Β· ⭐ 6.8K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/PySimpleGUI/PySimpleGUI\"\u003ePySimpleGUI\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ24 Β· ⭐ 14K) - PySimpleGUI is a Python package that enables Python.. \u003ccode\u003e\u003ca href=\"https://tldrlegal.com/search?q=PySimpleGUI%20License\"\u003e❗️PySimpleGUI License\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/flexxui/flexx\"\u003eflexx\u003c/a\u003e\u003c/b\u003e (πŸ₯‰20 Β· ⭐ 3.3K Β· πŸ’€) - Write desktop and web apps in pure Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/3rqEWVr\"\u003eBSD-2\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/wxWidgets/Phoenix\"\u003ePhoenix\u003c/a\u003e\u003c/b\u003e (πŸ₯‰20 Β· ⭐ 2.6K) - wxPythons Project Phoenix. A new implementation of wxPython,.. \u003ccode\u003e\u003ca href=\"https://tldrlegal.com/search?q=wxWindows\"\u003e❗️wxWindows\u003c/a\u003e\u003c/code\u003e\n- \u003cb\u003e\u003ca href=\"https://github.com/nucleic/enaml\"\u003eenaml\u003c/a\u003e\u003c/b\u003e (πŸ₯‰19 Β· ⭐ 1.6K Β· πŸ’€) - Declarative User Interfaces for Python. \u003ccode\u003e❗Unlicensed\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## Computer \u0026 Machine Vision\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\nπŸ”—\u0026nbsp;\u003cb\u003e\u003ca href=\"https://github.com/ml-tooling/best-of-ml-python\"\u003ebest-of-ml-python - Computer Vision\u003c/a\u003e\u003c/b\u003e ( ⭐ 16K Β· πŸ’€) - Collection of computer vision and image processing..\n\n\u003cdetails\u003e\u003csummary\u003eShow 1 hidden projects...\u003c/summary\u003e\n\n- \u003cb\u003e\u003ca href=\"https://github.com/pipeless-ai/pipeless\"\u003ePipeless\u003c/a\u003e\u003c/b\u003e (πŸ₯‡12 Β· ⭐ 850 Β· πŸ’€) - An open-source framework to create and deploy computer vision.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\n\u003c/details\u003e\n\u003cbr\u003e\n\n## Machine Learning \u0026 Data Engineering\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\nπŸ”—\u0026nbsp;\u003cb\u003e\u003ca href=\"https://github.com/ml-tooling/best-of-ml-python\"\u003ebest-of-ml-python\u003c/a\u003e\u003c/b\u003e ( ⭐ 16K Β· πŸ’€) - A ranked list of awesome machine learning Python libraries. Updated..\n\n\u003cbr\u003e\n\n## Text Data\n\n\u003ca href=\"#contents\"\u003e\u003cimg align=\"right\" width=\"15\" height=\"15\" src=\"https://git.io/JtehR\" alt=\"Back to top\"\u003e\u003c/a\u003e\n\nπŸ”—\u0026nbsp;\u003cb\u003e\u003ca href=\"https://github.com/ml-tooling/best-of-ml-python#text-data--nlp\"\u003ebest-of-ml-python - NLP\u003c/a\u003e\u003c/b\u003e ( ⭐ 16K Β· πŸ’€) - Collection of text processing and NLP libraries.\n\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/chardet/chardet\"\u003echardet\u003c/a\u003e\u003c/b\u003e (πŸ₯‡32 Β· ⭐ 2.7K) - Python character encoding detector. \u003ccode\u003e\u003ca href=\"https://tldrlegal.com/search?q=0BSD\"\u003e❗️0BSD\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 310 Β· πŸ“¦ 970K):\n\n\t```\n\tgit clone https://github.com/chardet/chardet\n\t```\n- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 170M / month Β· πŸ“¦ 7.4K Β· ⏱️ 14.08.2026):\n\t```\n\tpip install chardet\n\t```\n- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 35M Β· ⏱️ 17.08.2026):\n\t```\n\tconda install -c conda-forge chardet\n\t```\n- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 110 / month Β· πŸ“¦ 7 Β· ⏱️ 20.08.2017):\n\t```\n\tnpm install @pypi/chardet\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/carpedm20/emoji\"\u003eemoji\u003c/a\u003e\u003c/b\u003e (πŸ₯‡31 Β· ⭐ 2K) - emoji terminal output for Python. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 300 Β· πŸ“¦ 93K):\n\n\t```\n\tgit clone https://github.com/carpedm20/emoji\n\t```\n- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 12M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2026):\n\t```\n\tpip install emoji\n\t```\n- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 280K Β· ⏱️ 22.09.2026):\n\t```\n\tconda install -c conda-forge emoji\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/un33k/python-slugify\"\u003epython-slugify\u003c/a\u003e\u003c/b\u003e (πŸ₯‡31 Β· ⭐ 1.6K) - Returns unicode slugs. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 140 Β· πŸ“¦ 120K):\n\n\t```\n\tgit clone https://github.com/un33k/python-slugify\n\t```\n- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 62M / month Β· πŸ“¦ 2.2K Β· ⏱️ 22.09.2026):\n\t```\n\tpip install python-slugify\n\t```\n- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 4.2M Β· ⏱️ 09.09.2026):\n\t```\n\tconda install -c conda-forge python-slugify\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/daviddrysdale/python-phonenumbers\"\u003ephonenumbers\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ29 Β· ⭐ 3.8K) - Python port of Googles libphonenumber. \u003ccode\u003e\u003ca href=\"http://bit.ly/3nYMfla\"\u003eApache-2\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 440):\n\n\t```\n\tgit clone https://github.com/daviddrysdale/python-phonenumbers\n\t```\n- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 34M / month Β· πŸ“¦ 1K Β· ⏱️ 24.09.2026):\n\t```\n\tpip install phonenumbers\n\t```\n- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 2.6M Β· ⏱️ 10.09.2026):\n\t```\n\tconda install -c conda-forge phonenumbers\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/jmoiron/humanize\"\u003ehumanize\u003c/a\u003e\u003c/b\u003e (πŸ₯ˆ29 Β· ⭐ 1.7K) - python humanize functions. \u003ccode\u003e\u003ca href=\"http://bit.ly/34MBwT8\"\u003eMIT\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/jmoiron/humanize) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 150):\n\n\t```\n\tgit clone https://github.com/jmoiron/humanize\n\t```\n- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 46M / month Β· πŸ“¦ 1.9K Β· ⏱️ 30.06.2026):\n\t```\n\tpip install humanize\n\t```\n- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 1.7M Β· ⏱️ 01.07.2026):\n\t```\n\tconda install -c conda-forge humanize\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://github.com/WojciechMula/pyahocorasick\"\u003epyahocorasick\u003c/a\u003e\u003c/b\u003e (πŸ₯‰28 Β· ⭐ 1.1K) - Python module (C extension and plain python) implementing Aho-.. \u003ccode\u003e\u003ca href=\"http://bit.ly/3aKzpTv\"\u003eBSD-3\u003c/a\u003e\u003c/code\u003e\u003c/summary\u003e\n\n- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 4.4K):\n\n\t```\n\tgit clone https://github.com/WojciechMula/pyahocorasick\n\t```\n- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 5.9M / month Β· πŸ“¦ 270 Β· ⏱️ 27.04.2026):\n\t```\n\tpip install pyahocorasick\n\t```\n- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 610K Β· ⏱️ 05.09.2026):\n\t```\n\tconda install -c conda-forge pyahocorasick\n\t```\n\u003c/details\u003e\n\u003cdetails\u003e\u003csummary\u003e\u003cb\u003e\u003ca href=\"https://gi","projects_url":"https://awesome.ecosyste.ms/api/v1/lists/lukasmasuch%2Fbest-of-python/projects"}