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.
Gemini CLI — Reads hierarchical `GEMINI.md` (global → workspace → component-level) at every prompt per Gemini CLI's docs. The long-context advantage favors repos that split context per directory rather than docs-heavy in general.
| Rank | Repo | Stars | Score | External link |
|---|---|---|---|---|
| 33 | strapi/strapiGitHub | 73.1k ★ | open | |
| 34 | webpack/webpackGitHub | 66k ★ | open | |
| 35 | rollup/rollupGitHub | 26.3k ★ | open | |
| 36 | psf/requestsGitHub | 54.3k ★ | open | |
| 37 | psf/blackGitHub | 41.8k ★ | open | |
| 38 | nuxt/nuxtGitHub | 60.8k ★ | open | |
| 39 | nautechsystems/nautilus_traderGitHub | 28.4k ★ | open | |
| 40 | prometheus/prometheusGitHub | 66k ★ | open | |
| 41 | google/osv-scannerGitHub | 11k ★ | open | |
| 42 | gitlab-org/gitlab-runnerGitLab | 2.6k ★ | open | |
| 43 | nodejs/nodeGitHub | 120.7k ★ | open | |
| 44 | denoland/denoGitHub | 108.4k ★ | open | |
| 45 | pytorch/pytorchGitHub | 102.8k ★ | open | |
| 46 | oven-sh/bunGitHub | 95.9k ★ | open | |
| 47 | ghostty-org/ghosttyGitHub | 60.7k ★ | open | |
| 48 | go-gitea/giteaGitHub | 57.8k ★ | open | |
| 49 | Textualize/richGitHub | 57.3k ★ | open | |
| 50 | chakra-ui/chakra-uiGitHub | 40.6k ★ | open | |
| 51 | forem/foremGitHub | 22.8k ★ | open | |
| 52 | vitessio/vitessGitHub | 21.3k ★ | open | |
| 53 | sqlalchemy/sqlalchemyGitHub | 12.1k ★ | open | |
| 54 | antiwork/gumroadGitHub | 9.7k ★ | open | |
| 55 | gradio-app/gradioGitHub | 43.5k ★ | open | |
| 56 | n8n-io/n8nGitHub | 203.5k ★ | open | |
| 57 | PostHog/posthogGitHub | 39.6k ★ | open | |
| 58 | vercel/turborepoGitHub | 31.1k ★ | open | |
| 59 | pallets/flaskGitHub | 72.2k ★ | open | |
| 60 | traefik/traefikGitHub | 64.8k ★ | open | |
| 61 | block/gooseGitHub | 53.9k ★ | open | |
| 62 | microsoft/playwrightGitHub | 95.7k ★ | open | |
| 63 | All-Hands-AI/OpenHandsGitHub | 86.3k ★ | open | |
| 64 | mermaid-js/mermaidGitHub | 90.1k ★ | open |
Tracking 371 repos · last updated