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.

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 | gitlab-org/gitlab-runnerGitLab | 2.6k ★ | open | |
| 34 | denoland/denoGitHub | 107.2k ★ | open | |
| 35 | oven-sh/bunGitHub | 93.3k ★ | open | |
| 36 | ghostty-org/ghosttyGitHub | 56.7k ★ | open | |
| 37 | chakra-ui/chakra-uiGitHub | 40.4k ★ | open | |
| 38 | forem/foremGitHub | 22.7k ★ | open | |
| 39 | gradio-app/gradioGitHub | 43k ★ | open | |
| 40 | n8n-io/n8nGitHub | 193.1k ★ | open | |
| 41 | PostHog/posthogGitHub | 35.1k ★ | open | |
| 42 | vercel/turborepoGitHub | 30.6k ★ | open | |
| 43 | traefik/traefikGitHub | 63.7k ★ | open | |
| 44 | block/gooseGitHub | 49.8k ★ | open | |
| 45 | microsoft/playwrightGitHub | 91.2k ★ | open | |
| 46 | antiwork/gumroadGitHub | 9.3k ★ | open | |
| 47 | mastra-ai/mastraGitHub | 25.2k ★ | open | |
| 48 | GreptimeTeam/greptimedbGitHub | 6.4k ★ | open | |
| 49 | payloadcms/payloadGitHub | 43.1k ★ | open | |
| 50 | meilisearch/meilisearchGitHub | 58.2k ★ | open | |
| 51 | preactjs/preactGitHub | 38.7k ★ | open | |
| 52 | vercel/swrGitHub | 32.4k ★ | open | |
| 53 | scrapy/scrapyGitHub | 62.3k ★ | open | |
| 54 | pydantic/pydanticGitHub | 28.1k ★ | open | |
| 55 | sveltejs/kitGitHub | 20.6k ★ | open | |
| 56 | caddyserver/caddyGitHub | 73.4k ★ | open | |
| 57 | celery/celeryGitHub | 28.6k ★ | open | |
| 58 | oxc-project/oxcGitHub | 21.6k ★ | open | |
| 59 | mui/material-uiGitHub | 98.4k ★ | open | |
| 60 | openclaw/openclawGitHub | 379.5k ★ | open | |
| 61 | vllm-project/vllmGitHub | 83.3k ★ | open | |
| 62 | mastodon/mastodonGitHub | 50k ★ | open | |
| 63 | novuhq/novuGitHub | 39.2k ★ | open | |
| 64 | qdrant/qdrantGitHub | 32.5k ★ | open |
Tracking 284 repos · last updated