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 |
|---|---|---|---|---|
| 321 | netty/nettyGitHub | 35k ★ | open | |
| 322 | rayon-rs/rayonGitHub | 13.3k ★ | open | |
| 323 | seanmonstar/reqwestGitHub | 11.8k ★ | open | |
| 324 | flutter/samplesGitHub | 19.3k ★ | open | |
| 325 | rrousselGit/riverpodGitHub | 7.4k ★ | open | |
| 326 | fdroid/fdroidclientGitLab | 2.7k ★ | open | |
| 327 | apache/arrowGitHub | 17.1k ★ | open | |
| 328 | spring-projects/spring-frameworkGitHub | 60.2k ★ | open | |
| 329 | spring-projects/spring-bootGitHub | 81.4k ★ | open | |
| 330 | flutter/flutterGitHub | 178.8k ★ | open | |
| 331 | kicad/code/kicadGitLab | 1.1k ★ | open | |
| 332 | expressjs/expressGitHub | 69.4k ★ | open | |
| 333 | laravel/laravelGitHub | 84.9k ★ | open | |
| 334 | apache/dorisGitHub | 15.9k ★ | open | |
| 335 | phpstan/phpstanGitHub | 14.1k ★ | open | |
| 336 | openssl/opensslGitHub | 30.8k ★ | open | |
| 337 | langchain-ai/langchainGitHub | 145.8k ★ | open | |
| 338 | jekyll/jekyllGitHub | 51.7k ★ | open | |
| 339 | Significant-Gravitas/AutoGPTGitHub | 187.2k ★ | open | |
| 340 | erlang/otpGitHub | 12.3k ★ | open | |
| 341 | apple/swiftGitHub | 70.3k ★ | open | |
| 342 | serde-rs/serdeGitHub | 10.8k ★ | open | |
| 343 | sgl-project/sglangGitHub | 35.5k ★ | open | |
| 344 | cloudflare/aiGitHub | 1.2k ★ | open | |
| 345 | dotnet/mauiGitHub | 23.3k ★ | open | |
| 346 | redis/redisGitHub | 76.2k ★ | open | |
| 347 | gnachman/iterm2GitLab | 1.5k ★ | open | |
| 348 | firecrawl/firecrawlGitHub | 177.2k ★ | open | |
| 349 | postgres/postgresGitHub | 22k ★ | open | |
| 350 | getlago/lagoGitHub | 10.5k ★ | open | |
| 351 | AvaloniaUI/AvaloniaGitHub | 31.5k ★ | open | |
| 352 | symfony/symfonyGitHub | 31.1k ★ | open |
Tracking 371 repos · last updated