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.

Live on Peerlist Launchpad
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 6 for Claude Code
RankRepoStarsScoreExternal link
129tokio-rs/tokioGitHub31.8k ★
56.6
open
130Significant-Gravitas/AutoGPTGitHub183.9k ★
55.9
open
131expressjs/expressGitHub69k ★
55.8
open
132redis/redisGitHub74.1k ★
55.3
open
133starship/starshipGitHub57k ★
55.3
open
134firecrawl/firecrawlGitHub112.9k ★
52.6
open
135elastic/elasticsearchGitHub76.6k ★
52.6
open
136ray-project/rayGitHub42.4k ★
52.6
open
137apache/kafkaGitHub32.5k ★
52.6
open
138symfony/aiGitHub1.1k ★
50.7
open
139ggml-org/whisper.cppGitHub49.1k ★
50.0
open
140curl/curlGitHub41.7k ★
49.7
open
141google-deepmind/mujocoGitHub13.3k ★
48.7
open
142flutter/aiGitHub256 ★
48.7
open
143karpathy/llm.cGitHub29.7k ★
47.4
open
144laravel/aiGitHub853 ★
47.4
open
145flutter/samplesGitHub19.1k ★
46.7
open
146serde-rs/serdeGitHub10.6k ★
44.7
open
147JetBrains/kotlinGitHub52.7k ★
43.4
open
148facebookresearch/faissGitHub39.9k ★
43.4
open
149h4ckf0r0day/obscuraGitHub7.6k ★
43.4
open
150karpathy/nanochatGitHub52.7k ★
42.1
open
151openai/openai-cookbookGitHub73.1k ★
41.4
open
152apple/swiftGitHub69.9k ★
40.8
open
153obsproject/obs-studioGitHub72k ★
39.5
open
154stripe/aiGitHub1.5k ★
39.5
open
155spring-projects/spring-frameworkGitHub59.9k ★
37.5
open
156google/guavaGitHub51.5k ★
37.5
open
157championswimmer/TwoFacGitHub114 ★
35.5
open
158anthropics/claude-codeGitHub118.9k ★
34.6
open
159snakeyaml/snakeyamlBitbucket—
34.2
open
160farzaa/clickyGitHub5.1k ★
32.9
open

Tracking 163 repos · last updated