vinta

    vinta/awesome-python

    The definitive list that answers "I want to do X in Python, which tool should I use?"

    332.5K stars
    29.1K forks
    332.5K GitHub watchers
    Updated Nov 5, 2026
    View on GitHub

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    Where it stands

    Rank, growth pace and release cadence relative to everything GStars tracks.

    The project lists 414 contributors on GitHub.

    Use Cases & Benefits

    • Provides a curated, categorized list of Python frameworks, libraries, tools, and resources for various development needs.
    • Offers a comprehensive, opinionated guide to quickly find the best Python tools for specific tasks, saving research time.
    • Use for discovering Python libraries and frameworks to build web applications with admin panels and RESTful APIs.
    • Use for finding Python tools and libraries for data analysis, visualization, and machine learning projects.
    • Use for exploring Python resources for asynchronous programming, command-line interface development, and automation.

    Should you depend on it?

    License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.

    License

    Other

    GitHub could not identify this license; read the LICENSE file before depending on it.

    Community files

    • README: present
    • Contributing guide: present
    • Code of conduct: present

    Watch-outs

    • License not identified by GitHub; read the LICENSE file before depending on it.
    • No GitHub releases; pin a commit or tag instead of a release.

    General guidance from repository metadata, not legal advice. How we score

    From the README

    An opinionated list of awesome Python frameworks, libraries, software and resources.

    Libraries for administrative interfaces.

    Python implementation of data structures, algorithms and design patterns. Also see awesome-algorithms.

    Excerpt from the vinta/awesome-python README on GitHub (NOASSERTION license). © its authors.Read the full README on GitHub

    Daily snapshots

    Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots

    Sep 8: +128

    +18,508 stars over 82 days across 8 snapshot days; best day +128 on Sep 8.

    Forks

    29.1K+540

    Open issues

    18-9

    Compared with peers in Education

    Fastest-growing repositories GStars tracks in this cohort for the week of Nov 8, by 7-day star growth

    vinta/awesome-python compared with Education repositories by stars, 7-day star growth, health score and last release
    RepositoryStars+7dHealthLast release
    rohitg00/ai-engineering-from-scratch78.3K+1.6K751 day ago
    mnfst/awesome-free-llm-apis12.8K+75475—
    luongnv89/claude-howto46.9K+44075161 days ago
    github/awesome-copilot41.0K+25175—
    vinta/awesome-python332.5K—45—
    ripienaar/free-for-dev141.8K—45—
    Category median46.9K+59775—

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