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.
| Rank | Repo | Stars | Score | External link |
|---|---|---|---|---|
| 33 | google-gemini/gemini-cliGitHub | 102.7k ★ | open | |
| 34 | meilisearch/meilisearchGitHub | 57.3k ★ | open | |
| 35 | microsoft/playwrightGitHub | 87.6k ★ | open | |
| 36 | hiyouga/LlamaFactoryGitHub | 70.7k ★ | open | |
| 37 | langflow-ai/langflowGitHub | 147.5k ★ | open | |
| 38 | apache/airflowGitHub | 45.2k ★ | open | |
| 39 | labstack/echoGitHub | 32.4k ★ | open | |
| 40 | antiwork/gumroadGitHub | 9k ★ | open | |
| 41 | sveltejs/kitGitHub | 20.5k ★ | open | |
| 42 | vllm-project/vllmGitHub | 78.5k ★ | open | |
| 43 | All-Hands-AI/OpenHandsGitHub | 72.3k ★ | open | |
| 44 | run-llama/llama_indexGitHub | 49k ★ | open | |
| 45 | gin-gonic/ginGitHub | 88.4k ★ | open | |
| 46 | zed-industries/zedGitHub | 80k ★ | open | |
| 47 | spf13/cobraGitHub | 43.8k ★ | open | |
| 48 | open-webui/open-webuiGitHub | 134.7k ★ | open | |
| 49 | pallets/flaskGitHub | 71.5k ★ | open | |
| 50 | sharkdp/fdGitHub | 42.7k ★ | open | |
| 51 | prisma/prismaGitHub | 45.9k ★ | open | |
| 52 | huggingface/transformersGitHub | 160.1k ★ | open | |
| 53 | explosion/spaCyGitHub | 33.5k ★ | open | |
| 54 | google/osv-scannerGitHub | 9.9k ★ | open | |
| 55 | pmndrs/zustandGitHub | 57.9k ★ | open | |
| 56 | nuxt/nuxtGitHub | 60.1k ★ | open | |
| 57 | withastro/astroGitHub | 58.8k ★ | open | |
| 58 | simstudioai/simGitHub | 27.9k ★ | open | |
| 59 | biomejs/biomeGitHub | 24.5k ★ | open | |
| 60 | microsoft/onnxruntimeGitHub | 20.4k ★ | open | |
| 61 | TanStack/routerGitHub | 14.3k ★ | open | |
| 62 | nestjs/nestGitHub | 75.3k ★ | open | |
| 63 | privy-io/go-sdkGitHub | 1 ★ | open | |
| 64 | pola-rs/polarsGitHub | 38.3k ★ | open |
Tracking 163 repos · last updated