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 3 of 12 for Kimi CLI
RankRepoStarsScoreExternal link
65astral-sh/uvGitHub89.5k ★
86.1
open
66oxc-project/oxcGitHub22.6k ★
86.1
open
67mui/material-uiGitHub99k ★
85.9
open
68psf/requestsGitHub54.3k ★
85.9
open
69psf/blackGitHub41.8k ★
85.9
open
70neovim/neovimGitHub102.2k ★
85.8
open
71vllm-project/vllmGitHub91k ★
85.6
open
72payloadcms/payloadGitHub44.6k ★
85.5
open
73sveltejs/kitGitHub20.8k ★
85.5
open
74Shopify/cliGitHub741 ★
85.5
open
75caddyserver/caddyGitHub75.5k ★
85.2
open
76moby/mobyGitHub72k ★
84.9
open
77Textualize/richGitHub57.3k ★
84.8
open
78sqlalchemy/sqlalchemyGitHub12.1k ★
84.8
open
79novuhq/novuGitHub39.8k ★
84.5
open
80gitlab-org/gitalyGitLab438 ★
84.2
open
81sst/opencodeGitHub204.7k ★
84.1
open
82ollama/ollamaGitHub180.3k ★
83.7
open
83colinhacks/zodGitHub43.8k ★
83.7
open
84microsoft/presidioGitHub10.8k ★
83.7
open
85zed-industries/zedGitHub89.8k ★
83.5
open
86langflow-ai/langflowGitHub154.3k ★
83.2
open
87mermaid-js/mermaidGitHub90.1k ★
83.1
open
88withastro/astroGitHub62.3k ★
83.1
open
89appwrite/appwriteGitHub57.3k ★
83.1
open
90directus/directusGitHub37.8k ★
83.1
open
91apache/flinkGitHub26.3k ★
83.1
open
92microsoft/onnxruntimeGitHub21.8k ★
83.1
open
93TanStack/routerGitHub15k ★
83.1
open
94cloudflare/vinextGitHub8.8k ★
83.1
open
95inngest/inngestGitHub5.8k ★
83.1
open
96pallets/flaskGitHub72.2k ★
83.0
open

Tracking 371 repos · last updated