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.

Kimi CLIReads AGENTS.md as its native instruction surface (root or `.kimi-code/AGENTS.md`) per Moonshot's Kimi Code docs, and `/init` generates one — the strictest AGENTS.md-only adherent here, with no CLAUDE.md fallback. Runs shell commands step-by-step under an approval gate rather than a sandbox VM, and dispatches `explore` sub-agents with isolated contexts to map a codebase, so a large tree costs it less than a single-context agent.
Leaderboard — page 4 of 12 for Kimi CLI
RankRepoStarsScoreExternal link
97BerriAI/litellmGitHub58.1k ★
82.8
open
98warpdotdev/warpGitHub64.8k ★
82.7
open
99labstack/echoGitHub32.7k ★
82.0
open
100scrapy/scrapyGitHub64.2k ★
81.8
open
101crewAIInc/crewAIGitHub58.1k ★
81.8
open
102apache/sparkGitHub44k ★
81.8
open
103ray-project/rayGitHub43.7k ★
81.8
open
104apache/kafkaGitHub33.7k ★
81.8
open
105pydantic/pydanticGitHub28.7k ★
81.8
open
106biomejs/biomeGitHub25.7k ★
81.8
open
107apache/pulsarGitHub15.3k ★
81.8
open
108risingwavelabs/risingwaveGitHub9.3k ★
81.8
open
109nushell/nushellGitHub40.4k ★
81.7
open
110mastodon/mastodonGitHub50.3k ★
81.4
open
111ocaml/duneGitHub1.9k ★
81.4
open
112cline/clineGitHub67.5k ★
81.0
open
113TanStack/queryGitHub50.3k ★
81.0
open
114tldraw/tldrawGitHub50.2k ★
81.0
open
115celery/celeryGitHub28.9k ★
81.0
open
116electric-sql/electricGitHub10.4k ★
81.0
open
117charmbracelet/crushGitHub27.9k ★
80.8
open
118TheOrcDev/8bitcn-uiGitHub2k ★
80.8
open
119chroma-core/chromaGitHub29.2k ★
80.7
open
120ml-explore/mlxGitHub28.3k ★
80.6
open
121yugabyte/yugabyte-dbGitHub10.5k ★
80.4
open
122simstudioai/simGitHub29.6k ★
80.3
open
123guzzle/guzzleGitHub23.5k ★
80.3
open
124Textualize/textualGitHub37.1k ★
80.1
open
125huggingface/diffusersGitHub34.5k ★
80.1
open
126MaterializeInc/materializeGitHub6.4k ★
80.0
open
127google-gemini/gemini-cliGitHub106.8k ★
79.3
open
128MoonshotAI/kimi-codeGitHub7.3k ★
79.3
open

Tracking 371 repos · last updated