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.

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 12 for Devin
RankRepoStarsScoreExternal link
97zed-industries/zedGitHub89.8k ★
82.2
open
98chroma-core/chromaGitHub29.2k ★
82.2
open
99mui/material-uiGitHub99k ★
82.1
open
100caddyserver/caddyGitHub75.5k ★
81.9
open
101helix-editor/helixGitHub46.1k ★
81.8
open
102qdrant/qdrantGitHub34.4k ★
81.8
open
103huggingface/datasetsGitHub21.9k ★
81.8
open
104apache/kafkaGitHub33.7k ★
81.6
open
105apache/pulsarGitHub15.3k ★
81.6
open
106gitlab-org/gitalyGitLab438 ★
81.3
open
107cline/clineGitHub67.5k ★
80.9
open
108tldraw/tldrawGitHub50.2k ★
80.9
open
109electric-sql/electricGitHub10.4k ★
80.9
open
110vllm-project/vllmGitHub91k ★
80.8
open
111ocaml/duneGitHub1.9k ★
80.8
open
112minio/minioGitHub61.4k ★
80.6
open
113delta-io/deltaGitHub9k ★
80.6
open
114pmndrs/zustandGitHub58.6k ★
80.5
open
115preactjs/preactGitHub38.9k ★
80.5
open
116vercel/swrGitHub32.5k ★
80.5
open
117guzzle/guzzleGitHub23.5k ★
80.5
open
118ReactiveX/RxJavaGitHub48.2k ★
80.3
open
119ReactiveX/RxSwiftGitHub24.6k ★
80.3
open
120withastro/astroGitHub62.3k ★
79.9
open
121simstudioai/simGitHub29.6k ★
79.9
open
122apache/flinkGitHub26.3k ★
79.9
open
123biomejs/biomeGitHub25.7k ★
79.9
open
124microsoft/onnxruntimeGitHub21.8k ★
79.9
open
125TanStack/routerGitHub15k ★
79.9
open
126nestjs/nestGitHub76.6k ★
79.6
open
127continuedev/continueGitHub35.8k ★
79.6
open
128labstack/echoGitHub32.7k ★
79.6
open

Tracking 371 repos · last updated