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 8 of 12 for Claude Code
RankRepoStarsScoreExternal link
225phoenixframework/phoenixGitHub23.1k ★
68.9
open
226tauri-apps/tauriGitHub110.9k ★
68.8
open
227elastic/elasticsearchGitHub77.9k ★
68.8
open
228pocketbase/pocketbaseGitHub61k ★
68.8
open
229influxdata/influxdbGitHub31.7k ★
68.8
open
230elixir-lang/elixirGitHub26.6k ★
68.8
open
231nikic/PHP-ParserGitHub17.5k ★
68.8
open
232StarRocks/starrocksGitHub12.1k ★
68.8
open
233ghostfolio/ghostfolioGitHub9.2k ★
68.8
open
234apache/icebergGitHub9.2k ★
68.8
open
235apache/pinotGitHub6.1k ★
68.8
open
236babashka/babashkaGitHub4.6k ★
68.8
open
237starship/starshipGitHub59.8k ★
68.4
open
238Alamofire/AlamofireGitHub42.4k ★
68.4
open
239quarkusio/quarkusGitHub15.9k ★
68.4
open
240apple/swift-nioGitHub8.5k ★
68.4
open
241libeigen/eigenGitLab1.2k ★
68.3
open
242different-ai/openworkGitHub23.4k ★
68.2
open
243questdb/questdbGitHub17.3k ★
67.8
open
244symfony/aiGitHub1.2k ★
67.8
open
245remix-run/react-routerGitHub56.6k ★
67.6
open
246expo/expoGitHub52.1k ★
67.6
open
247millionco/react-doctorGitHub14.7k ★
67.6
open
248shadcn-ui/uiGitHub123.2k ★
67.5
open
249python/cpythonGitHub76k ★
67.5
open
250nocodb/nocodbGitHub64.9k ★
67.0
open
251rust-lang/rustlingsGitHub64.1k ★
67.0
open
252Anuken/MindustryGitHub28.9k ★
66.8
open
253debezium/debeziumGitHub13.1k ★
66.8
open
254fastapi/fastapiGitHub102.1k ★
66.4
open
255go-chi/chiGitHub22.8k ★
66.2
open
256apache/beamGitHub8.7k ★
66.2
open

Tracking 371 repos · last updated