Which public repos are friendliest to an AI coding agent?
Ranked per model across GitHub, GitLab, and Bitbucket — because agents aren't interchangeable.
Looking up a dependency? Check any npm / PyPI / Cargo package by name.
Claude Code — Loads CLAUDE.md at the start of every conversation per Anthropic's memory docs, so AGENTS.md / CLAUDE.md and a fast test loop carry the most weight.
| Rank | Repo | Stars | Score | External link |
|---|---|---|---|---|
| 193 | nats-io/nats-serverGitHub | 20.3k ★ | open | |
| 194 | encode/httpxGitHub | 15.4k ★ | open | |
| 195 | TanStack/queryGitHub | 50k ★ | open | |
| 196 | fastify/fastifyGitHub | 36.8k ★ | open | |
| 197 | vercel/aiGitHub | 25.7k ★ | open | |
| 198 | phoenixframework/phoenixGitHub | 23.1k ★ | open | |
| 199 | tauri-apps/tauriGitHub | 109.4k ★ | open | |
| 200 | elastic/elasticsearchGitHub | 77.6k ★ | open | |
| 201 | pocketbase/pocketbaseGitHub | 60.2k ★ | open | |
| 202 | influxdata/influxdbGitHub | 31.7k ★ | open | |
| 203 | elixir-lang/elixirGitHub | 26.6k ★ | open | |
| 204 | StarRocks/starrocksGitHub | 11.9k ★ | open | |
| 205 | apache/icebergGitHub | 9.1k ★ | open | |
| 206 | ghostfolio/ghostfolioGitHub | 9k ★ | open | |
| 207 | apache/pinotGitHub | 6.1k ★ | open | |
| 208 | starship/starshipGitHub | 59k ★ | open | |
| 209 | Alamofire/AlamofireGitHub | 42.4k ★ | open | |
| 210 | python-poetry/poetryGitHub | 34.3k ★ | open | |
| 211 | questdb/questdbGitHub | 17.2k ★ | open | |
| 212 | symfony/aiGitHub | 1.2k ★ | open | |
| 213 | remix-run/react-routerGitHub | 56.5k ★ | open | |
| 214 | expo/expoGitHub | 51k ★ | open | |
| 215 | millionco/react-doctorGitHub | 14.1k ★ | open | |
| 216 | shadcn-ui/uiGitHub | 119.7k ★ | open | |
| 217 | nocodb/nocodbGitHub | 64.2k ★ | open | |
| 218 | rust-lang/rustlingsGitHub | 63.6k ★ | open | |
| 219 | Anuken/MindustryGitHub | 28.4k ★ | open | |
| 220 | debezium/debeziumGitHub | 12.9k ★ | open | |
| 221 | immich-app/immichGitHub | 108.6k ★ | open | |
| 222 | fastapi/fastapiGitHub | 100.8k ★ | open | |
| 223 | vuejs/coreGitHub | 54k ★ | open | |
| 224 | go-chi/chiGitHub | 22.6k ★ | open |
Tracking 332 repos · last updated