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 5 of 12 for Claude Code
RankRepoStarsScoreExternal link
129risingwavelabs/risingwaveGitHub9.3k ★
78.9
open
130vitest-dev/vitestGitHub17.1k ★
78.8
open
131helix-editor/helixGitHub46.1k ★
78.3
open
132qdrant/qdrantGitHub34.4k ★
78.3
open
133modelcontextprotocol/serversGitHub90.1k ★
78.2
open
134vercel-labs/deepsecGitHub7.9k ★
78.2
open
135huggingface/transformersGitHub164.8k ★
78.0
open
136duckdb/duckdbGitHub41k ★
78.0
open
137pytest-dev/pytestGitHub14.5k ★
78.0
open
138openai/codexGitHub121.8k ★
77.6
open
139plausible/analyticsGitHub28.9k ★
77.6
open
140scylladb/scylladbGitHub15.7k ★
77.6
open
141MaterializeInc/materializeGitHub6.4k ★
77.6
open
142pmndrs/zustandGitHub58.6k ★
76.8
open
143chenglou/pretextGitHub50.2k ★
76.8
open
144supermemoryai/supermemoryGitHub29.2k ★
76.8
open
145ReactiveX/RxJavaGitHub48.2k ★
76.7
open
146ReactiveX/RxSwiftGitHub24.6k ★
76.7
open
147open-webui/open-webuiGitHub151.1k ★
76.3
open
148junegunn/fzfGitHub82.8k ★
76.3
open
149minio/minioGitHub61.4k ★
76.3
open
150JuliaLang/juliaGitHub49.1k ★
76.3
open
151encode/starletteGitHub12.6k ★
76.3
open
152delta-io/deltaGitHub9k ★
76.3
open
153jestjs/jestGitHub45.5k ★
76.2
open
154gohugoio/hugoGitHub89.7k ★
76.1
open
155pandas-dev/pandasGitHub49.6k ★
75.7
open
156microsoft/vscodeGitHub190.9k ★
75.4
open
157JetBrains/kotlinGitHub53.4k ★
75.4
open
158huggingface/datasetsGitHub21.9k ★
75.4
open
159vapor/vaporGitHub26.2k ★
75.0
open
160nestjs/nestGitHub76.6k ★
74.9
open

Tracking 371 repos · last updated