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 7 of 12 for Claude Code
RankRepoStarsScoreExternal link
193hashicorp/vaultGitHub36.2k ★
72.4
open
194coollabsio/coolifyGitHub61.5k ★
72.1
open
195rails/railsGitHub58.8k ★
72.1
open
196vercel/aiGitHub26.6k ★
71.7
open
197api-platform/coreGitHub2.6k ★
71.7
open
198vuejs/coreGitHub54.3k ★
71.6
open
199prettier/prettierGitHub52.2k ★
71.6
open
200filamentphp/filamentGitHub32k ★
71.6
open
201immerjs/immerGitHub29k ★
71.6
open
202kubernetes/kubernetesGitHub126.4k ★
71.4
open
203makeplane/planeGitHub59k ★
71.4
open
204tqdm/tqdmGitHub31.3k ★
71.4
open
205apache/seatunnelGitHub9.6k ★
70.8
open
206DefiLlama/defillama-appGitHub292 ★
70.8
open
207jgm/pandocGitHub46.2k ★
70.4
open
208apache/paimonGitHub3.4k ★
70.4
open
209facebook/reactGitHub249.1k ★
70.3
open
210storybookjs/storybookGitHub91k ★
70.3
open
21111ty/eleventyGitHub19.9k ★
70.3
open
212django/djangoGitHub90k ★
70.1
open
213explosion/spaCyGitHub33.9k ★
70.1
open
214clap-rs/clapGitHub16.7k ★
70.1
open
215oban-bg/obanGitHub4k ★
70.1
open
216godotengine/godotGitHub116.7k ★
69.7
open
217localsend/localsendGitHub90.2k ★
69.7
open
218BurntSushi/ripgrepGitHub68k ★
69.7
open
219ClickHouse/ClickHouseGitHub49.7k ★
69.7
open
220nats-io/nats-serverGitHub20.7k ★
69.7
open
221encode/httpxGitHub15.5k ★
69.7
open
222encode/uvicornGitHub10.9k ★
69.7
open
223apple/swift-argument-parserGitHub3.8k ★
69.7
open
224fastify/fastifyGitHub37.1k ★
68.9
open

Tracking 371 repos · last updated