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.

Devin — Operates from a sandboxed Ubuntu VM and runs an 8-step machine setup (deps, secrets, language versions, lint/test commands) per Cognition's repo-setup docs. CI config files alone aren't what the docs ask for — a runnable dev environment is.
Leaderboard — page 7 of 11 for Devin
RankRepoStarsScoreExternal link
193rails/railsGitHub58.6k ★
71.8
open
194chenglou/pretextGitHub49.3k ★
71.8
open
195go-chi/chiGitHub22.6k ★
71.8
open
196Anuken/MindustryGitHub28.4k ★
71.4
open
197h4ckf0r0day/obscuraGitHub19.6k ★
71.4
open
198starship/starshipGitHub59k ★
71.2
open
199Aider-AI/aiderGitHub47.6k ★
71.2
open
200Alamofire/AlamofireGitHub42.4k ★
71.2
open
201python-poetry/poetryGitHub34.3k ★
71.2
open
202ml-explore/mlxGitHub27.7k ★
71.2
open
203expo/expoGitHub51k ★
70.8
open
204facebook/reactGitHub246.7k ★
70.5
open
205nestjs/nestGitHub76.2k ★
70.5
open
206vercel/next.jsGitHub141.1k ★
70.4
open
207eslint/eslintGitHub27.4k ★
70.1
open
208rust-lang/rustlingsGitHub63.6k ★
70.0
open
209apache/icebergGitHub9.1k ★
69.9
open
210apache/pinotGitHub6.1k ★
69.9
open
211shadcn-ui/uiGitHub119.7k ★
69.6
open
212hashicorp/terraformGitHub49.3k ★
69.5
open
213vercel/aiGitHub25.7k ★
69.5
open
214apache/seatunnelGitHub9.5k ★
69.2
open
215DefiLlama/defillama-appGitHub292 ★
69.2
open
216filamentphp/filamentGitHub31.6k ★
69.1
open
217tailwindlabs/tailwindcssGitHub96k ★
69.0
open
218vuejs/coreGitHub54k ★
69.0
open
219drizzle-team/drizzle-ormGitHub35.2k ★
69.0
open
220fastapi/fastapiGitHub100.8k ★
68.8
open
221remix-run/react-routerGitHub56.5k ★
68.6
open
222numpy/numpyGitHub32.4k ★
67.9
open
223kubernetes/kubernetesGitHub123.9k ★
67.8
open
224elastic/elasticsearchGitHub77.6k ★
67.8
open

Tracking 332 repos · last updated