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
Devin — Operates from a sandboxed Ubuntu VM and runs an 8-step machine setup (deps, secrets, language versions, lint/test commands) per Cognition's repo-setup docs. CI config files alone aren't what the docs ask for — a runnable dev environment is.
Leaderboard — page 5 of 6 for Devin
RankRepoStarsScoreExternal link
129redis/redisGitHub74.1k ★
59.5
open
130starship/starshipGitHub57k ★
59.5
open
131apache/kafkaGitHub32.5k ★
58.2
open
132langchain-ai/langchainGitHub135.3k ★
57.5
open
133ray-project/rayGitHub42.4k ★
56.5
open
134vapor/vaporGitHub26k ★
55.8
open
135Significant-Gravitas/AutoGPTGitHub183.9k ★
54.9
open
136karpathy/llm.cGitHub29.7k ★
54.5
open
137curl/curlGitHub41.7k ★
53.2
open
138flutter/aiGitHub256 ★
53.2
open
139ggml-org/whisper.cppGitHub49.1k ★
53.0
open
140google-deepmind/mujocoGitHub13.3k ★
53.0
open
141flutter/samplesGitHub19.1k ★
52.3
open
142elastic/elasticsearchGitHub76.6k ★
52.2
open
143symfony/aiGitHub1.1k ★
51.9
open
144laravel/aiGitHub853 ★
51.7
open
145firecrawl/firecrawlGitHub112.9k ★
50.8
open
146serde-rs/serdeGitHub10.6k ★
50.6
open
147h4ckf0r0day/obscuraGitHub7.6k ★
48.1
open
148facebookresearch/faissGitHub39.9k ★
46.5
open
149spring-projects/spring-frameworkGitHub59.9k ★
44.2
open
150karpathy/nanochatGitHub52.7k ★
44.2
open
151google/guavaGitHub51.5k ★
44.2
open
152stripe/aiGitHub1.5k ★
43.0
open
153obsproject/obs-studioGitHub72k ★
41.8
open
154openai/openai-cookbookGitHub73.1k ★
40.3
open
155snakeyaml/snakeyamlBitbucket—
40.0
open
156apple/swiftGitHub69.9k ★
39.2
open
157anthropics/claude-codeGitHub118.9k ★
39.0
open
158JetBrains/kotlinGitHub52.7k ★
39.0
open
159championswimmer/TwoFacGitHub114 ★
33.8
open
160spring-projects/spring-bootGitHub80.5k ★
28.6
open

Tracking 163 repos · last updated