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.
Repo not on the board? Score any public GitHub repo live from its current commit.
Gemini CLI — Reads hierarchical `GEMINI.md` (global → workspace → component-level) at every prompt per Gemini CLI's docs. The long-context advantage favors repos that split context per directory rather than docs-heavy in general.
| Rank | Repo | Stars | Score | External link |
|---|---|---|---|---|
| 225 | Anuken/MindustryGitHub | 28.9k ★ | open | |
| 226 | prisma/prismaGitHub | 47.6k ★ | open | |
| 227 | fastify/fastifyGitHub | 37.1k ★ | open | |
| 228 | vercel/aiGitHub | 26.6k ★ | open | |
| 229 | phoenixframework/phoenixGitHub | 23.1k ★ | open | |
| 230 | go-chi/chiGitHub | 22.8k ★ | open | |
| 231 | apache/beamGitHub | 8.7k ★ | open | |
| 232 | kubernetes/kubernetesGitHub | 126.4k ★ | open | |
| 233 | ggml-org/whisper.cppGitHub | 53.5k ★ | open | |
| 234 | nikic/PHP-ParserGitHub | 17.5k ★ | open | |
| 235 | ghostfolio/ghostfolioGitHub | 9.2k ★ | open | |
| 236 | apache/icebergGitHub | 9.2k ★ | open | |
| 237 | apache/pinotGitHub | 6.1k ★ | open | |
| 238 | babashka/babashkaGitHub | 4.6k ★ | open | |
| 239 | protocolbuffers/protobufGitHub | 72k ★ | open | |
| 240 | fastlane/fastlaneGitHub | 42.1k ★ | open | |
| 241 | questdb/questdbGitHub | 17.3k ★ | open | |
| 242 | rails/railsGitHub | 58.8k ★ | open | |
| 243 | bevyengine/bevyGitHub | 48.1k ★ | open | |
| 244 | rust-lang/cargoGitHub | 15.5k ★ | open | |
| 245 | filamentphp/filamentGitHub | 32k ★ | open | |
| 246 | facebook/reactGitHub | 249.1k ★ | open | |
| 247 | ClickHouse/ClickHouseGitHub | 49.7k ★ | open | |
| 248 | Aider-AI/aiderGitHub | 48.8k ★ | open | |
| 249 | quarkusio/quarkusGitHub | 15.9k ★ | open | |
| 250 | haskell/cabalGitHub | 1.7k ★ | open | |
| 251 | tailwindlabs/tailwindcssGitHub | 97.5k ★ | open | |
| 252 | drizzle-team/drizzle-ormGitHub | 35.7k ★ | open | |
| 253 | millionco/react-doctorGitHub | 14.7k ★ | open | |
| 254 | git/gitGitHub | 63k ★ | open | |
| 255 | coollabsio/coolifyGitHub | 61.5k ★ | open | |
| 256 | debezium/debeziumGitHub | 13.1k ★ | open |
Tracking 371 repos · last updated