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.

Claude CodeLoads 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.
Leaderboard — page 10 of 12 for Claude Code
RankRepoStarsScoreExternal link
289dotnet/aspnetcoreGitHub38.4k ★
60.9
open
290championswimmer/TwoFacGitHub125 ★
60.9
open
291charmbracelet/bubbleteaGitHub44.8k ★
60.5
open
292facebookresearch/faissGitHub40.9k ★
60.5
open
293llvm/llvm-projectGitHub40.2k ★
60.5
open
294composer/composerGitHub29.5k ★
60.5
open
295apache/rocketmqGitHub22.6k ★
60.5
open
296dagger/daggerGitHub16.2k ★
60.5
open
297laravel/aiGitHub1.1k ★
60.5
open
298dotnet/runtimeGitHub18.3k ★
59.6
open
299apache/hudiGitHub6.2k ★
59.6
open
300veloren/velorenGitLab2.4k ★
59.6
open
301square/okhttpGitHub47.1k ★
59.2
open
302langchain-ai/langchainGitHub145.8k ★
58.9
open
303curl/curlGitHub42.8k ★
58.9
open
304timescale/timescaledbGitHub23.5k ★
58.6
open
305gleam-lang/gleamGitHub21.9k ★
58.2
open
306tokio-rs/axumGitHub27k ★
57.9
open
307stretchr/testifyGitHub26.2k ★
57.9
open
308graphviz/graphvizGitLab1.5k ★
57.9
open
309laravel/laravelGitHub84.9k ★
57.2
open
310apache/arrowGitHub17.1k ★
57.0
open
311AUTOMATIC1111/stable-diffusion-webuiGitHub164.8k ★
56.6
open
312obsproject/obs-studioGitHub75.9k ★
56.6
open
313tokio-rs/tokioGitHub33.1k ★
56.6
open
314ruby/rubyGitHub23.7k ★
56.6
open
315mkdocs/mkdocsGitHub22.4k ★
56.6
open
316apache/dorisGitHub15.9k ★
56.6
open
317phpstan/phpstanGitHub14.1k ★
56.6
open
318dart-lang/sdkGitHub11.3k ★
56.6
open
319elixir-ecto/ectoGitHub6.5k ★
56.6
open
320serverpod/serverpodGitHub3.3k ★
56.6
open

Tracking 371 repos · last updated