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.

DevinOperates 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 12 for Devin
RankRepoStarsScoreExternal link
193rustdesk/rustdeskGitHub122.8k ★
74.2
open
194fastify/fastifyGitHub37.1k ★
74.0
open
195immerjs/immerGitHub29k ★
74.0
open
196vapor/vaporGitHub26.2k ★
74.0
open
197phoenixframework/phoenixGitHub23.1k ★
74.0
open
198pocketbase/pocketbaseGitHub61k ★
73.8
open
199JuliaLang/juliaGitHub49.1k ★
73.8
open
200nikic/PHP-ParserGitHub17.5k ★
73.8
open
201ghostfolio/ghostfolioGitHub9.2k ★
73.8
open
202babashka/babashkaGitHub4.6k ★
73.8
open
203supabase/supabaseGitHub108.9k ★
73.4
open
204makeplane/planeGitHub59k ★
73.4
open
205nocodb/nocodbGitHub64.9k ★
73.1
open
206pandas-dev/pandasGitHub49.7k ★
73.1
open
207godotengine/godotGitHub116.7k ★
73.0
open
208tauri-apps/tauriGitHub110.9k ★
72.9
open
209influxdata/influxdbGitHub31.7k ★
72.9
open
210BurntSushi/ripgrepGitHub68k ★
72.7
open
211coollabsio/coolifyGitHub61.5k ★
72.7
open
212nats-io/nats-serverGitHub20.7k ★
72.7
open
213encode/httpxGitHub15.5k ★
72.7
open
214encode/uvicornGitHub10.9k ★
72.7
open
215AutoMQ/automqGitHub10.6k ★
72.7
open
216apple/swift-argument-parserGitHub3.8k ★
72.7
open
217Comfy-Org/ComfyUIGitHub131.8k ★
72.5
open
21811ty/eleventyGitHub19.9k ★
72.5
open
219vercel/aiGitHub26.6k ★
72.2
open
220storybookjs/storybookGitHub91k ★
72.1
open
221medusajs/medusaGitHub36.2k ★
72.1
open
222apache/beamGitHub8.7k ★
72.1
open
223rails/railsGitHub58.8k ★
71.8
open
224go-chi/chiGitHub22.8k ★
71.8
open

Tracking 371 repos · last updated