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 11 of 12 for Devin
RankRepoStarsScoreExternal link
321elixir-ecto/ectoGitHub6.5k ★
59.7
open
322flutter/aiGitHub285 ★
59.7
open
323flutter/samplesGitHub19.3k ★
58.8
open
324rrousselGit/riverpodGitHub7.4k ★
58.8
open
325fdroid/fdroidclientGitLab2.7k ★
58.8
open
326redpanda-data/redpandaGitHub12.5k ★
58.7
open
327jekyll/jekyllGitHub51.7k ★
58.2
open
328langchain-ai/langchainGitHub145.8k ★
57.5
open
329spring-projects/spring-frameworkGitHub60.2k ★
57.4
open
330sgl-project/sglangGitHub35.5k ★
57.4
open
331spring-projects/spring-bootGitHub81.4k ★
57.1
open
332flutter/flutterGitHub178.8k ★
56.5
open
333kicad/code/kicadGitLab1.1k ★
56.5
open
334laravel/laravelGitHub84.9k ★
56.4
open
335postgres/postgresGitHub22k ★
56.0
open
336phpstan/phpstanGitHub14.1k ★
56.0
open
337cloudflare/aiGitHub1.2k ★
56.0
open
338rayon-rs/rayonGitHub13.3k ★
55.8
open
339seanmonstar/reqwestGitHub11.8k ★
55.8
open
340redis/redisGitHub76.2k ★
55.6
open
341Significant-Gravitas/AutoGPTGitHub187.2k ★
54.9
open
342openssl/opensslGitHub30.8k ★
54.8
open
343erlang/otpGitHub12.3k ★
53.9
open
344getlago/lagoGitHub10.5k ★
53.6
open
345apache/dorisGitHub15.9k ★
52.6
open
346gnachman/iterm2GitLab1.5k ★
52.2
open
347apple/swiftGitHub70.3k ★
50.9
open
348firecrawl/firecrawlGitHub177.2k ★
50.8
open
349karpathy/llm.cGitHub30.9k ★
50.6
open
350serde-rs/serdeGitHub10.8k ★
50.6
open
351ocaml/ocamlGitHub6.6k ★
50.6
open
352opencv/opencvGitHub90.7k ★
50.0
open

Tracking 371 repos · last updated