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 CodeLoads 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 1 of 12 for Claude Code
RankRepoStarsScoreExternal link
1gitlab-org/cliGitLab1.1k ★
98.0
open
2ggml-org/llama.cppGitHub127.2k ★
96.7
open
3surrealdb/surrealdbGitHub33k ★
96.7
open
4GreptimeTeam/greptimedbGitHub6.6k ★
96.7
open
5axios/axiosGitHubBadge109.2k ★
96.4
open
6aio-libs/aiohttpGitHub16.5k ★
96.4
open
7wormhole-foundation/wormhole-connectGitHub115 ★
95.3
open
8hsnice16/agent-friendly-codeGitHubBadge2 ★
95.3
open
9apache/supersetGitHub74.7k ★
94.7
open
10metabase/metabaseGitHub49.1k ★
94.7
open
11milvus-io/milvusGitHub46k ★
94.7
open
12streamlit/streamlitGitHub45.7k ★
94.7
open
13pingcap/tidbGitHub40.5k ★
94.7
open
14weaviate/weaviateGitHub16.8k ★
94.7
open
15sqlfluff/sqlfluffGitHub9.9k ★
94.7
open
16cli/cliGitHub46.2k ★
93.4
open
17pnpm/pnpmGitHub36.4k ★
92.8
open
18excalidraw/excalidrawGitHub131.2k ★
92.1
open
19vercel/next.jsGitHub142.1k ★
91.2
open
20discourse/discourseGitHub47.8k ★
91.2
open
21getsentry/sentryGitHub44.7k ★
91.2
open
22krakenfx/kraken-cliGitHub707 ★
91.2
open
23grafana/grafanaGitHub76.6k ★
90.8
open
24astral-sh/ruffGitHub49.5k ★
90.8
open
25apache/airflowGitHub46.7k ★
90.8
open
26nrwl/nxGitHub29.3k ★
90.8
open
27QwenLM/qwen-codeGitHub27.7k ★
90.8
open
28wagtail/wagtailGitHub20.5k ★
90.8
open
29earendil-works/piGitHub102.1k ★
90.0
open
30strapi/strapiGitHub73.1k ★
90.0
open
31webpack/webpackGitHub66k ★
90.0
open
32rollup/rollupGitHub26.3k ★
90.0
open

Tracking 371 repos · last updated