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.
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 |
|---|---|---|---|---|
| 33 | oven-sh/bunGitHub | 95k ★ | open | |
| 34 | prometheus/prometheusGitHub | 65.3k ★ | open | |
| 35 | ghostty-org/ghosttyGitHub | 58.6k ★ | open | |
| 36 | forem/foremGitHub | 22.8k ★ | open | |
| 37 | google/osv-scannerGitHub | 10.7k ★ | open | |
| 38 | gitlab-org/gitlab-runnerGitLab | 2.6k ★ | open | |
| 39 | github/spec-kitGitHub | 123.5k ★ | open | |
| 40 | chakra-ui/chakra-uiGitHub | 40.5k ★ | open | |
| 41 | gradio-app/gradioGitHub | 43.2k ★ | open | |
| 42 | traefik/traefikGitHub | 64.1k ★ | open | |
| 43 | block/gooseGitHub | 51.6k ★ | open | |
| 44 | n8n-io/n8nGitHub | 197.7k ★ | open | |
| 45 | hiyouga/LlamaFactoryGitHub | 73.5k ★ | open | |
| 46 | PostHog/posthogGitHub | 37.3k ★ | open | |
| 47 | vercel/turborepoGitHub | 30.8k ★ | open | |
| 48 | openclaw/openclawGitHub | 384k ★ | open | |
| 49 | psf/requestsGitHub | 54.1k ★ | open | |
| 50 | calcom/cal.diyGitHub | 46.7k ★ | open | |
| 51 | psf/blackGitHub | 41.8k ★ | open | |
| 52 | antiwork/gumroadGitHub | 9.5k ★ | open | |
| 53 | getnao/naoGitHub | 1.4k ★ | open | |
| 54 | microsoft/playwrightGitHub | 93.3k ★ | open | |
| 55 | gitlab-org/gitlabGitLab | 6.1k ★ | open | |
| 56 | mastra-ai/mastraGitHub | 26.5k ★ | open | |
| 57 | meilisearch/meilisearchGitHub | 58.7k ★ | open | |
| 58 | Textualize/richGitHub | 56.9k ★ | open | |
| 59 | oxc-project/oxcGitHub | 22.1k ★ | open | |
| 60 | sqlalchemy/sqlalchemyGitHub | 12k ★ | open | |
| 61 | moby/mobyGitHub | 71.9k ★ | open | |
| 62 | mui/material-uiGitHub | 98.6k ★ | open | |
| 63 | sveltejs/kitGitHub | 20.7k ★ | open | |
| 64 | Shopify/cliGitHub | 727 ★ | open |
Tracking 332 repos · last updated