Agent Friendly Code

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.

Overall (average across models) — Simple average of every per-model score.
Leaderboard — page 11 of 12 for Overall (average across models)
RankRepoStarsScoreExternal link
321square/retrofitGitHub43.9k ★
55.3
open
322apache/arrowGitHub17.1k ★
55.3
open
323flutter/flutterGitHub178.8k ★
53.5
open
324expressjs/expressGitHub69.4k ★
53.5
open
325kicad/code/kicadGitLab1.1k ★
53.5
open
326laravel/laravelGitHub84.9k ★
53.4
open
327google/guavaGitHub51.9k ★
53.4
open
328netty/nettyGitHub35k ★
53.4
open
329apache/dorisGitHub15.9k ★
53.4
open
330phpstan/phpstanGitHub14.1k ★
53.0
open
331langchain-ai/langchainGitHub145.8k ★
52.9
open
332spring-projects/spring-bootGitHub81.4k ★
52.6
open
333rayon-rs/rayonGitHub13.3k ★
52.6
open
334seanmonstar/reqwestGitHub11.8k ★
52.6
open
335fdroid/fdroidclientGitLab2.7k ★
52.6
open
336jekyll/jekyllGitHub51.7k ★
52.4
open
337openssl/opensslGitHub30.8k ★
52.2
open
338Significant-Gravitas/AutoGPTGitHub187.2k ★
51.6
open
339spring-projects/spring-frameworkGitHub60.2k ★
51.5
open
340erlang/otpGitHub12.3k ★
50.1
open
341apple/swiftGitHub70.3k ★
49.9
open
342sgl-project/sglangGitHub35.5k ★
49.9
open
343gnachman/iterm2GitLab1.5k ★
49.3
open
344cloudflare/aiGitHub1.2k ★
48.8
open
345redis/redisGitHub76.2k ★
48.5
open
346firecrawl/firecrawlGitHub177.2k ★
48.3
open
347postgres/postgresGitHub22k ★
48.0
open
348openai/openai-cookbookGitHub75.8k ★
46.4
open
349serde-rs/serdeGitHub10.8k ★
46.3
open
350getlago/lagoGitHub10.5k ★
46.3
open
351symfony/symfonyGitHub31.1k ★
45.5
open
352dotnet/mauiGitHub23.3k ★
44.9
open

Tracking 371 repos · last updated