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.
| Rank | Repo | Stars | Score | External link |
|---|---|---|---|---|
| 161 | continuedev/continueGitHub | 35.8k ★ | open | |
| 162 | TanStack/aiGitHub | 3.1k ★ | open | |
| 163 | PowerShell/PowerShellGitHub | 55.3k ★ | open | |
| 164 | AutoMQ/automqGitHub | 10.6k ★ | open | |
| 165 | pola-rs/polarsGitHub | 39.7k ★ | open | |
| 166 | prisma/prismaGitHub | 47.6k ★ | open | |
| 167 | trpc/trpcGitHub | 40.6k ★ | open | |
| 168 | preactjs/preactGitHub | 38.9k ★ | open | |
| 169 | vercel/swrGitHub | 32.5k ★ | open | |
| 170 | statelyai/xstateGitHub | 30.1k ★ | open | |
| 171 | Uniswap/interfaceGitHub | 5.5k ★ | open | |
| 172 | rustdesk/rustdeskGitHub | 122.8k ★ | open | |
| 173 | supabase/supabaseGitHub | 108.9k ★ | open | |
| 174 | gin-gonic/ginGitHub | 89.2k ★ | open | |
| 175 | ggml-org/whisper.cppGitHub | 53.5k ★ | open | |
| 176 | run-llama/llama_indexGitHub | 52k ★ | open | |
| 177 | spf13/cobraGitHub | 44.6k ★ | open | |
| 178 | sharkdp/fdGitHub | 44.3k ★ | open | |
| 179 | uber-go/zapGitHub | 24.6k ★ | open | |
| 180 | Comfy-Org/ComfyUIGitHub | 131.8k ★ | open | |
| 181 | rust-lang/rustGitHub | 117.5k ★ | open | |
| 182 | python-poetry/poetryGitHub | 34.3k ★ | open | |
| 183 | medusajs/medusaGitHub | 36.2k ★ | open | |
| 184 | solidjs/solidGitHub | 36k ★ | open | |
| 185 | refinedev/refineGitHub | 35.6k ★ | open | |
| 186 | honojs/honoGitHub | 32.1k ★ | open | |
| 187 | lit/litGitHub | 21.8k ★ | open | |
| 188 | sharkdp/batGitHub | 60.4k ★ | open | |
| 189 | nlohmann/jsonGitHub | 50.6k ★ | open | |
| 190 | SigNoz/signozGitHub | 32k ★ | open | |
| 191 | unclecode/crawl4aiGitHub | 81.8k ★ | open | |
| 192 | etcd-io/etcdGitHub | 52.2k ★ | open |
Tracking 371 repos · last updated