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How we list and rank

Every listing is collected automatically from public sources, filtered by data-based quality checks and ranked by GitHub stars and recent activity. Sponsors never change rankings.

Sources

  • The official MCP Registry, checked daily.
  • Public GitHub repositories containing SKILL.md files, swept weekly.
  • GitHub for stars, last commit, licence and fork status, refreshed weekly per repository.

Who gets listed

A project is listed when it is an original repository (not a fork or a copy), has had recent commits, has some proof of use in GitHub stars, and has a real description. For MCP servers the GitHub account that published the server must own the repository it links to. Identical copies of the same skill are merged into the best-starred original.

What the AI writes

Claude writes each listing's short summary, category, tags and use cases, based on the project's own README or SKILL.md. Install commands are not written by AI: they are built from the package data the publisher released. Repository text is treated as untrusted, so instructions hidden in it are never followed.

Ranking

Lists are ranked by GitHub stars, with the last commit shown next to each entry so you can judge activity. Best-of pages also highlight the most active and the best hosted option.

Corrections

Listings update from the source every day. If something is wrong, fix it in your repository or registry entry and it updates here.