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.

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.
Leaderboard — page 11 of 12 for Claude Code
RankRepoStarsScoreExternal link
321ash-project/ashGitHub2.5k ★
56.6
open
322wireshark/wiresharkGitLab1.6k ★
56.6
open
323flutter/aiGitHub285 ★
56.6
open
324Significant-Gravitas/AutoGPTGitHub187.2k ★
55.9
open
325expressjs/expressGitHub69.4k ★
55.8
open
326square/retrofitGitHub43.9k ★
55.7
open
327gnachman/iterm2GitLab1.5k ★
55.7
open
328flutter/samplesGitHub19.3k ★
54.6
open
329rrousselGit/riverpodGitHub7.4k ★
54.6
open
330jekyll/jekyllGitHub51.7k ★
54.3
open
331google/guavaGitHub51.9k ★
53.7
open
332netty/nettyGitHub35k ★
53.7
open
333sgl-project/sglangGitHub35.5k ★
53.0
open
334fdroid/fdroidclientGitLab2.7k ★
53.0
open
335flutter/flutterGitHub178.8k ★
52.6
open
336firecrawl/firecrawlGitHub177.2k ★
52.6
open
337openssl/opensslGitHub30.8k ★
52.6
open
338rayon-rs/rayonGitHub13.3k ★
52.6
open
339seanmonstar/reqwestGitHub11.8k ★
52.6
open
340kicad/code/kicadGitLab1.1k ★
52.6
open
341spring-projects/spring-bootGitHub81.4k ★
52.4
open
342redis/redisGitHub76.2k ★
51.7
open
343spring-projects/spring-frameworkGitHub60.2k ★
51.7
open
344erlang/otpGitHub12.3k ★
51.7
open
345openai/openai-cookbookGitHub75.8k ★
50.7
open
346cloudflare/aiGitHub1.2k ★
50.5
open
347postgres/postgresGitHub22k ★
50.3
open
348apple/swiftGitHub70.3k ★
50.0
open
349getlago/lagoGitHub10.5k ★
49.1
open
350mattermost/mattermostGitHub39k ★
48.7
open
351microsoft/semantic-kernelGitHub28.5k ★
45.8
open
352opencv/opencvGitHub90.7k ★
44.7
open

Tracking 371 repos · last updated