Data & methodology
Static stats come from a GitHub API snapshot dated 2026-10-02, regenerated by a script that walks the seed list, refetches each repo and rewrites the dataset - nothing is typed by hand. Repo and organization pages then re-fetch contributors and language mixtures live, and fall back to clearly-labelled deterministic estimates when the API is rate-limited. The issue index is a separate crawl of GitHub's search API, last run 2026-10-21, and the accepted-project archive refreshes from each program's public API on the same cadence.
- Ranking - stars first; forks and last-push always shown so ranking context survives.
- Difficulty labels - derived, not claimed: beginner under 10k★, intermediate to 50k★, advanced above.
- Beginner signal - an issue counts as beginner-labelled only when GitHub carries a real good-first-issue or help-wanted label: 757 of 40,017 right now.
- Logos - official org avatars via GitHub, and program covers are our own generated SVG artwork, never copied branding.
- Sign-in - Google and email codes start a real session: an
httpOnlycookie this server signs, not a value the page writes for itself. Your browsing state and saved items stay in your browser until a database is attached to the deploy.


























