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 4 of 11 for Devin
RankRepoStarsScoreExternal link
97cline/clineGitHub65k ★
80.9
open
98tldraw/tldrawGitHub49.2k ★
80.9
open
99prisma/prismaGitHub47.4k ★
80.9
open
100electric-sql/electricGitHub10.3k ★
80.9
open
101vllm-project/vllmGitHub87k ★
80.8
open
102minio/minioGitHub61.4k ★
80.6
open
103pmndrs/zustandGitHub58.5k ★
80.5
open
104preactjs/preactGitHub38.8k ★
80.5
open
105vercel/swrGitHub32.4k ★
80.5
open
106guzzle/guzzleGitHub23.5k ★
80.5
open
107nuxt/nuxtGitHub60.7k ★
80.3
open
108ReactiveX/RxJavaGitHub48.2k ★
80.3
open
109withastro/astroGitHub61.3k ★
79.9
open
110simstudioai/simGitHub29.2k ★
79.9
open
111apache/flinkGitHub26.2k ★
79.9
open
112biomejs/biomeGitHub25.4k ★
79.9
open
113microsoft/onnxruntimeGitHub21.2k ★
79.9
open
114TanStack/routerGitHub14.8k ★
79.9
open
115continuedev/continueGitHub35.1k ★
79.6
open
116labstack/echoGitHub32.5k ★
79.6
open
117MoonshotAI/kimi-codeGitHub4.8k ★
79.6
open
118privy-io/go-sdkGitHub2 ★
79.6
open
119nodejs/nodeGitHub118.3k ★
79.5
open
120warpdotdev/warpGitHub63.6k ★
79.5
open
121junegunn/fzfGitHub81.9k ★
79.2
open
122huggingface/diffusersGitHub34.1k ★
79.2
open
123run-llama/llama_indexGitHub51k ★
78.6
open
124gin-gonic/ginGitHub88.9k ★
78.3
open
125modelcontextprotocol/serversGitHub88.8k ★
78.3
open
126spf13/cobraGitHub44.3k ★
78.3
open
127pola-rs/polarsGitHub39.1k ★
78.3
open
128uber-go/zapGitHub24.6k ★
78.3
open

Tracking 332 repos · last updated