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 12 of 12 for Claude Code
RankRepoStarsScoreExternal link
353serde-rs/serdeGitHub10.8k ★
44.7
open
354ocaml/ocamlGitHub6.6k ★
44.5
open
355karpathy/llm.cGitHub30.9k ★
43.8
open
356AvaloniaUI/AvaloniaGitHub31.5k ★
43.4
open
357symfony/symfonyGitHub31.1k ★
43.4
open
358dotnet/mauiGitHub23.3k ★
43.4
open
359apache/cassandraGitHub10.1k ★
43.4
open
360inkscape/inkscapeGitLab4k ★
42.8
open
361karpathy/nanochatGitHub57.8k ★
42.1
open
362nim-lang/NimGitHub18.2k ★
41.4
open
363stripe/aiGitHub1.8k ★
39.5
open
364ziglang/zigGitHub43.3k ★
38.3
open
365anthropics/claude-codeGitHub144.2k ★
34.6
open
366golang/goGitHub137.6k ★
32.9
open
367farzaa/clickyGitHub7.5k ★
32.9
open
368microsoft/AIGitHub2.8k ★
24.3
open
369multicoreware/x265_gitBitbucket
23.6
open
370ocornut/imguiGitHub76.1k ★
22.4
open
371karpathy/nanoGPTGitHub62.9k ★
19.1
open

Tracking 371 repos · last updated