Which public repos are easiest for AI coding agents to work in?

Repos from GitHub, GitLab and Bitbucket, scored on what each agent looks for, then ranked.

Is your repo ready for AI agents? Paste a GitHub URL.

Or check an npm / PyPI / Cargo package, run the agent skill locally, add the GitHub Action to score every pull request, or read AGENTS.md examples from popular repos.

Overall — the average of every agent's score.
Leaderboard — page 3 of 13 for Overall
RankRepoScore
65microsoft/playwrightGitHub
82.6
66mastra-ai/mastraGitHub
82.4
67github/spec-kitGitHub
82.3
68modelcontextprotocol/serversGitHub
82.3
69hiyouga/LlamaFactoryGitHub
82.3
70pallets/flaskGitHub
82.1
71meilisearch/meilisearchGitHub
81.9
72google/osv-scannerGitHub
81.9
73astral-sh/uvGitHub
81.7
74mermaid-js/mermaidGitHub
81.7
75scikit-learn/scikit-learnGitHub
81.6
76neovim/neovimGitHub
81.5
77calcom/cal.diyGitHub
81.2
78novuhq/novuGitHub
81.1
79oxc-project/oxcGitHub
81.0
80sveltejs/kitGitHub
81.0
81moby/mobyGitHub
80.9
82pydantic/pydanticGitHub
80.8
83openclaw/openclawGitHub
80.7
84mui/material-uiGitHub
80.7
85caddyserver/caddyGitHub
80.6
86gitlab-org/gitlabGitLab
80.6
87Shopify/cliGitHub
80.5
88zed-industries/zedGitHub
80.4
89vllm-project/vllmGitHub
80.3
90celery/celeryGitHub
80.2
91ollama/ollamaGitHub
80.0
92mastodon/mastodonGitHub
79.8
93google-gemini/gemini-cliGitHub
79.5
94gitlab-org/gitalyGitLab
79.3
95MoonshotAI/kimi-codeGitHub
79.2
96langflow-ai/langflowGitHub
79.1

Tracking 401 repos · last updated