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 4 of 12 for Claude Code
RankRepoStarsScoreExternal link
97apache/kafkaGitHub33.7k ★
82.0
open
98labstack/echoGitHub32.7k ★
82.0
open
99pydantic/pydanticGitHub28.7k ★
82.0
open
100apache/flinkGitHub26.3k ★
82.0
open
101microsoft/onnxruntimeGitHub21.8k ★
82.0
open
102apache/pulsarGitHub15.3k ★
82.0
open
103TanStack/routerGitHub15k ★
82.0
open
104mastodon/mastodonGitHub50.3k ★
81.6
open
105celery/celeryGitHub28.9k ★
81.6
open
106biomejs/biomeGitHub25.7k ★
81.6
open
107guzzle/guzzleGitHub23.5k ★
81.6
open
108ocaml/duneGitHub1.9k ★
81.6
open
109chroma-core/chromaGitHub29.2k ★
80.9
open
110charmbracelet/crushGitHub27.9k ★
80.7
open
111yugabyte/yugabyte-dbGitHub10.5k ★
80.3
open
112cline/clineGitHub67.5k ★
80.1
open
113TanStack/queryGitHub50.3k ★
80.1
open
114tldraw/tldrawGitHub50.2k ★
80.1
open
115electric-sql/electricGitHub10.4k ★
80.1
open
116Textualize/textualGitHub37.1k ★
80.0
open
117huggingface/diffusersGitHub34.5k ★
80.0
open
118google-gemini/gemini-cliGitHub106.8k ★
79.6
open
119nushell/nushellGitHub40.4k ★
79.6
open
120MoonshotAI/kimi-codeGitHub7.3k ★
79.6
open
121TheOrcDev/8bitcn-uiGitHub2k ★
79.5
open
122simstudioai/simGitHub29.6k ★
79.3
open
123h4ckf0r0day/obscuraGitHub25.8k ★
79.3
open
124privy-io/go-sdkGitHub4 ★
79.3
open
125crewAIInc/crewAIGitHub58.1k ★
78.9
open
126apache/sparkGitHub44k ★
78.9
open
127ray-project/rayGitHub43.7k ★
78.9
open
128ml-explore/mlxGitHub28.3k ★
78.9
open

Tracking 371 repos · last updated