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made with ♥ · © 2026 aaaa.fyi

Independent project · real data from public registries

home/blog/how-we-rank
home/blog/how-we-rank

Inside aaaa.fyi

How aaaa.fyi ranks listings: real numbers only

aaaa.fyi · 2026-07-05 · 4 min read

Inside aaaa.fyi

Every number on aaaa.fyi is real or absent. There are no invented ratings and no editorial scores.

The sources

  • GitHub — stars, forks, license, last push, for every listed repo
  • npm — monthly downloads and daily series for anything installed via npx or npm
  • PyPI — monthly downloads for anything installed via pip
  • skills.sh — install counts for agent skills, the same numbers the CLI shows
  • The rules

  • If a listing has no public registry, its installs column shows a dash. We never estimate.
  • Rankings sort by installs first, GitHub stars as the tiebreaker.
  • Stats refresh several times a day. The "updated" column is the repo's real last-push time.
  • Listings are never silently deleted, so links keep working.
  • Community ratings are shown separately from registry data and never affect the default ranking.
  • Why it matters

    A directory is only useful if you can trust it. The fastest way to lose that trust is to rank by opinion and call it data. We'd rather show a smaller set of true numbers than a bigger set of invented ones. When a number looks surprising, click through — the source is one hop away.