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.

DevinOperates 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 10 of 11 for Devin
RankRepoStarsScoreExternal link
289redpanda-data/redpandaGitHub12.4k ★
58.7
open
290jekyll/jekyllGitHub51.6k ★
58.2
open
291langchain-ai/langchainGitHub142.5k ★
57.5
open
292spring-projects/spring-frameworkGitHub60.1k ★
57.4
open
293spring-projects/spring-bootGitHub81.2k ★
57.1
open
294flutter/flutterGitHub177.9k ★
56.5
open
295dotnet/runtimeGitHub18.1k ★
56.5
open
296postgres/postgresGitHub21.6k ★
56.0
open
297cloudflare/aiGitHub1.1k ★
56.0
open
298rayon-rs/rayonGitHub13.2k ★
55.8
open
299seanmonstar/reqwestGitHub11.7k ★
55.8
open
300redis/redisGitHub75.6k ★
55.6
open
301TheOrcDev/8bitcn-uiGitHub2k ★
55.6
open
302Significant-Gravitas/AutoGPTGitHub185.7k ★
54.9
open
303openssl/opensslGitHub30.5k ★
54.8
open
304sindresorhus/kyGitHub17k ★
54.5
open
305getlago/lagoGitHub10.2k ★
53.6
open
306apache/dorisGitHub15.7k ★
52.6
open
307flutter/samplesGitHub19.2k ★
52.3
open
308expressjs/expressGitHub69.2k ★
51.9
open
309apple/swiftGitHub70.2k ★
50.9
open
310sgl-project/sglangGitHub30.7k ★
50.9
open
311firecrawl/firecrawlGitHub155.1k ★
50.8
open
312karpathy/llm.cGitHub30.6k ★
50.6
open
313serde-rs/serdeGitHub10.7k ★
50.6
open
314opencv/opencvGitHub90.1k ★
50.0
open
315laravel/laravelGitHub84.7k ★
48.6
open
316symfony/symfonyGitHub31.1k ★
48.3
open
317dotnet/mauiGitHub23.3k ★
48.3
open
318microsoft/semantic-kernelGitHub28.4k ★
47.4
open
319inkscape/inkscapeGitLab4k ★
47.4
open
320JetBrains/kotlinGitHub53.2k ★
46.8
open

Tracking 332 repos · last updated