About SkillFed

What this is

SkillFed indexes publicly published agent skills from their source repositories, merges duplicate copies, and renders one honest page per skill — metadata, license, install commands, and AI-assisted analysis that is always labeled as such. Agents query the same index over MCP with abstract wishes; these pages are the human half of the portal.

The index currently counts 56,283 unique skills across 3,292 publishers. Both numbers are computed from the database at every build — never estimated, never pasted.

SkillFed does not audit third-party repositories: a listing is not an endorsement, and install commands always point at the publisher’s own source.

Who runs it

SkillFed is built and run by Mike Arbuzov. He writes the research reports and the field analyses on this site, edits the blog, and owns the pipelines that produce everything else.

Sisong Bennett Bei works on the skill search itself — improving how a wish is matched against the catalog — and contributes to SkillFed’s research.

How these pages are made

Research notes (/research) are written by SkillFed’s research pipeline. Each note reads one paper and states what that paper found for skill authors, in our words. The paper and its authors are named at the top of every note and the source is one click away; the note itself is SkillFed’s writing, and it carries no personal byline, because no one here hand-writes them one at a time.

Blog posts (/blog) are drafted by the same pipeline over the skills it has just analyzed, then read against a standard and shipped by Mike Arbuzov as editor. He sets that standard and maintains the pipeline that meets it; he does not rewrite the posts line by line.

Research reports are written by Mike Arbuzov directly — the analysis, the figures, and the argument are his, and they carry his name.

Skill pages carry no byline at all. They are rendered from public repository metadata plus AI-assisted analysis that is labeled as such on the page.

Use it from your agent

No agent, just a chat window? The index is searchable from ChatGPT, Claude or anything else with web access, with nothing installed — see using SkillFed from a chat.

Contact

Questions, corrections, or takedown requests: open an issue on GitHub. For what this site does (and doesn’t) collect, see the privacy note.