Agent Friendly Code

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.

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.
Leaderboard — page 3 of 12 for Claude Code
RankRepoStarsScoreExternal link
65mastra-ai/mastraGitHub27.7k ★
86.1
open
66astral-sh/uvGitHub89.5k ★
85.9
open
67meilisearch/meilisearchGitHub59.2k ★
85.9
open
68Textualize/richGitHub57.3k ★
85.5
open
69oxc-project/oxcGitHub22.6k ★
85.5
open
70sqlalchemy/sqlalchemyGitHub12.1k ★
85.5
open
71neovim/neovimGitHub102.2k ★
85.3
open
72moby/mobyGitHub72k ★
84.9
open
73mui/material-uiGitHub99k ★
84.7
open
74sveltejs/kitGitHub20.8k ★
84.7
open
75Shopify/cliGitHub741 ★
84.7
open
76payloadcms/payloadGitHub44.6k ★
84.6
open
77mermaid-js/mermaidGitHub90.1k ★
83.6
open
78zed-industries/zedGitHub89.8k ★
83.6
open
79appwrite/appwriteGitHub57.3k ★
83.6
open
80directus/directusGitHub37.8k ★
83.6
open
81cloudflare/vinextGitHub8.8k ★
83.6
open
82inngest/inngestGitHub5.8k ★
83.6
open
83sst/opencodeGitHub204.7k ★
83.3
open
84ollama/ollamaGitHub180.3k ★
83.3
open
85pallets/flaskGitHub72.2k ★
83.3
open
86colinhacks/zodGitHub43.8k ★
83.3
open
87novuhq/novuGitHub39.8k ★
83.3
open
88microsoft/presidioGitHub10.8k ★
83.3
open
89gitlab-org/gitalyGitLab438 ★
83.3
open
90langflow-ai/langflowGitHub154.3k ★
82.9
open
91vllm-project/vllmGitHub91k ★
82.9
open
92caddyserver/caddyGitHub75.5k ★
82.9
open
93BerriAI/litellmGitHub58.1k ★
82.9
open
94warpdotdev/warpGitHub64.8k ★
82.0
open
95scrapy/scrapyGitHub64.2k ★
82.0
open
96withastro/astroGitHub62.3k ★
82.0
open

Tracking 371 repos · last updated