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.

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 7 of 11 for Claude Code
RankRepoStarsScoreExternal link
193nats-io/nats-serverGitHub20.3k ★
69.7
open
194encode/httpxGitHub15.4k ★
69.7
open
195TanStack/queryGitHub50k ★
69.6
open
196fastify/fastifyGitHub36.8k ★
68.9
open
197vercel/aiGitHub25.7k ★
68.9
open
198phoenixframework/phoenixGitHub23.1k ★
68.9
open
199tauri-apps/tauriGitHub109.4k ★
68.8
open
200elastic/elasticsearchGitHub77.6k ★
68.8
open
201pocketbase/pocketbaseGitHub60.2k ★
68.8
open
202influxdata/influxdbGitHub31.7k ★
68.8
open
203elixir-lang/elixirGitHub26.6k ★
68.8
open
204StarRocks/starrocksGitHub11.9k ★
68.8
open
205apache/icebergGitHub9.1k ★
68.8
open
206ghostfolio/ghostfolioGitHub9k ★
68.8
open
207apache/pinotGitHub6.1k ★
68.8
open
208starship/starshipGitHub59k ★
68.4
open
209Alamofire/AlamofireGitHub42.4k ★
68.4
open
210python-poetry/poetryGitHub34.3k ★
68.4
open
211questdb/questdbGitHub17.2k ★
67.8
open
212symfony/aiGitHub1.2k ★
67.8
open
213remix-run/react-routerGitHub56.5k ★
67.6
open
214expo/expoGitHub51k ★
67.6
open
215millionco/react-doctorGitHub14.1k ★
67.6
open
216shadcn-ui/uiGitHub119.7k ★
67.5
open
217nocodb/nocodbGitHub64.2k ★
67.0
open
218rust-lang/rustlingsGitHub63.6k ★
67.0
open
219Anuken/MindustryGitHub28.4k ★
66.8
open
220debezium/debeziumGitHub12.9k ★
66.8
open
221immich-app/immichGitHub108.6k ★
66.4
open
222fastapi/fastapiGitHub100.8k ★
66.4
open
223vuejs/coreGitHub54k ★
66.3
open
224go-chi/chiGitHub22.6k ★
66.2
open

Tracking 332 repos · last updated