Skill Census Β· work in progress

A deduplicated index of public agent skills β€” and what to do with it.

The ecosystem looks like thousands of skills. About a third are copies, and roughly 1 in 9 aren't real skills at all. This strips the noise so you can find the ones that matter.

Early, exploratory figures β€” rates, not counts (see the reliability note below). Method & data open. Maintained by Jing Huang, who also writes about building agent skills β€” a potential conflict, disclosed; check the numbers yourself.

Nobody can tell you how many skills exist

We ran two full crawls of every public .claude/skills/SKILL.md a day apart. They disagreed on the count by about a third β€” a single crawl even misses ~a third of the discoverable repos.

crawl A
crawl B (next day)

Discovered-repo overlap between the two: . So we publish rates (which are stable to ~Β±2 pt), never an absolute count.

About a third of skills are copies of each other

of files are byte-identical to another author's β€” but only of that is a repo duplicating itself. of the redundancy is cross-repo: genuine cross-author copying. And much of it is wholesale: of files sit in repos that are near-clones of another repo (template & starter repos re-uploaded under a new name).

And ~1 in 9 aren't real skills

of published SKILL.md files have no valid manifest β€” templates, placeholders, empty scaffolds. Of the real ones, here's the anatomy:

Most skills are short prose (body median ). Proper tool-scoping and hooks are rare β€” a low-cost way to make a skill better and safer.

The most-copied skills

Identical files that appear across the most independent owners β€” the community's de-facto building blocks.

What you can do with it

Search the distinct skills

A random, representative sample of valid-manifest skills with their content fetched. Search by name or description; filter by structure.

Why it matters

The duplication, the junk, and the count-instability all point to one gap: the ecosystem has no trustworthy, deduplicated index. People clone whole repos because there's nothing better to search. This is both the evidence that the gap exists and a first working version of the fix.

Explore it yourself

Everything here is open β€” the method, code, and the checked-in data. Check the numbers, challenge them, or fork the crawl. Want the next study? Watch the repo on GitHub.

Reliability & honesty. Figures are early and exploratory. We report rates, not absolute counts (counts swing ~Β±16% between crawls); rates carry a ~Β±2 pt band. We never claim to prove quality from popularity. Copy "direction" is unprovable from metadata β€” this is family membership, never an accusation. Maintained by Jing Huang, who also writes about building agent skills β€” a potential conflict, so the method, code, and checked-in data are open for you to check.