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.
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.
| Rank | Repo | Stars | Score | External link |
|---|---|---|---|---|
| 193 | rustdesk/rustdeskGitHub | 122.8k ★ | open | |
| 194 | fastify/fastifyGitHub | 37.1k ★ | open | |
| 195 | immerjs/immerGitHub | 29k ★ | open | |
| 196 | vapor/vaporGitHub | 26.2k ★ | open | |
| 197 | phoenixframework/phoenixGitHub | 23.1k ★ | open | |
| 198 | pocketbase/pocketbaseGitHub | 61k ★ | open | |
| 199 | JuliaLang/juliaGitHub | 49.1k ★ | open | |
| 200 | nikic/PHP-ParserGitHub | 17.5k ★ | open | |
| 201 | ghostfolio/ghostfolioGitHub | 9.2k ★ | open | |
| 202 | babashka/babashkaGitHub | 4.6k ★ | open | |
| 203 | supabase/supabaseGitHub | 108.9k ★ | open | |
| 204 | makeplane/planeGitHub | 59k ★ | open | |
| 205 | nocodb/nocodbGitHub | 64.9k ★ | open | |
| 206 | pandas-dev/pandasGitHub | 49.7k ★ | open | |
| 207 | godotengine/godotGitHub | 116.7k ★ | open | |
| 208 | tauri-apps/tauriGitHub | 110.9k ★ | open | |
| 209 | influxdata/influxdbGitHub | 31.7k ★ | open | |
| 210 | BurntSushi/ripgrepGitHub | 68k ★ | open | |
| 211 | coollabsio/coolifyGitHub | 61.5k ★ | open | |
| 212 | nats-io/nats-serverGitHub | 20.7k ★ | open | |
| 213 | encode/httpxGitHub | 15.5k ★ | open | |
| 214 | encode/uvicornGitHub | 10.9k ★ | open | |
| 215 | AutoMQ/automqGitHub | 10.6k ★ | open | |
| 216 | apple/swift-argument-parserGitHub | 3.8k ★ | open | |
| 217 | Comfy-Org/ComfyUIGitHub | 131.8k ★ | open | |
| 218 | 11ty/eleventyGitHub | 19.9k ★ | open | |
| 219 | vercel/aiGitHub | 26.6k ★ | open | |
| 220 | storybookjs/storybookGitHub | 91k ★ | open | |
| 221 | medusajs/medusaGitHub | 36.2k ★ | open | |
| 222 | apache/beamGitHub | 8.7k ★ | open | |
| 223 | rails/railsGitHub | 58.8k ★ | open | |
| 224 | go-chi/chiGitHub | 22.8k ★ | open |
Tracking 371 repos · last updated