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.

Repo not on the board? Score any public GitHub repo live from its current commit.

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 2 of 12 for Devin
RankRepoStarsScoreExternal link
33krakenfx/kraken-cliGitHub707 ★
89.6
open
34nautechsystems/nautilus_traderGitHub28.4k ★
88.7
open
35strapi/strapiGitHub73.1k ★
88.6
open
36webpack/webpackGitHub66k ★
88.6
open
37rollup/rollupGitHub26.3k ★
88.6
open
38scikit-learn/scikit-learnGitHub67.2k ★
88.4
open
39prometheus/prometheusGitHub66k ★
88.4
open
40google/osv-scannerGitHub11k ★
88.4
open
41getnao/naoGitHub1.6k ★
88.4
open
42mermaid-js/mermaidGitHub90.1k ★
88.3
open
43pallets/flaskGitHub72.2k ★
88.3
open
44github/spec-kitGitHub133.6k ★
88.1
open
45hiyouga/LlamaFactoryGitHub74.6k ★
88.1
open
46nuxt/nuxtGitHub60.8k ★
88.1
open
47chakra-ui/chakra-uiGitHub40.6k ★
87.4
open
48openclaw/openclawGitHub389k ★
87.3
open
49nodejs/nodeGitHub120.7k ★
87.3
open
50denoland/denoGitHub108.4k ★
87.3
open
51pytorch/pytorchGitHub102.8k ★
87.3
open
52oven-sh/bunGitHub95.9k ★
87.3
open
53ghostty-org/ghosttyGitHub60.7k ★
87.3
open
54go-gitea/giteaGitHub57.8k ★
87.3
open
55calcom/cal.diyGitHub48.2k ★
87.3
open
56forem/foremGitHub22.8k ★
87.3
open
57vitessio/vitessGitHub21.3k ★
87.3
open
58antiwork/gumroadGitHub9.7k ★
87.3
open
59celery/celeryGitHub28.9k ★
87.1
open
60gitlab-org/gitlab-runnerGitLab2.6k ★
87.1
open
61scrapy/scrapyGitHub64.2k ★
86.8
open
62pydantic/pydanticGitHub28.7k ★
86.8
open
63n8n-io/n8nGitHub203.5k ★
86.4
open
64PostHog/posthogGitHub39.6k ★
86.4
open

Tracking 371 repos · last updated