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.

Claude Code — Loads CLAUDE.md at the start of every conversation per Anthropic's memory docs, so AGENTS.md / CLAUDE.md and a fast test loop carry the most weight.
Leaderboard — page 2 of 12 for Claude Code
RankRepoStarsScoreExternal link
33nuxt/nuxtGitHub60.8k ★
89.9
open
34nodejs/nodeGitHub120.7k ★
89.5
open
35denoland/denoGitHub108.4k ★
89.5
open
36pytorch/pytorchGitHub102.8k ★
89.5
open
37oven-sh/bunGitHub95.9k ★
89.5
open
38prometheus/prometheusGitHub66k ★
89.5
open
39ghostty-org/ghosttyGitHub60.7k ★
89.5
open
40go-gitea/giteaGitHub57.8k ★
89.5
open
41forem/foremGitHub22.8k ★
89.5
open
42vitessio/vitessGitHub21.3k ★
89.5
open
43google/osv-scannerGitHub11k ★
89.5
open
44antiwork/gumroadGitHub9.7k ★
89.5
open
45nautechsystems/nautilus_traderGitHub28.4k ★
89.2
open
46gitlab-org/gitlab-runnerGitLab2.6k ★
89.2
open
47chakra-ui/chakra-uiGitHub40.6k ★
88.0
open
48gradio-app/gradioGitHub43.5k ★
87.9
open
49traefik/traefikGitHub64.8k ★
87.5
open
50block/gooseGitHub53.9k ★
87.5
open
51n8n-io/n8nGitHub203.5k ★
87.2
open
52github/spec-kitGitHub133.6k ★
87.2
open
53hiyouga/LlamaFactoryGitHub74.6k ★
87.2
open
54PostHog/posthogGitHub39.6k ★
87.2
open
55vercel/turborepoGitHub31.1k ★
87.2
open
56openclaw/openclawGitHub389k ★
86.8
open
57scikit-learn/scikit-learnGitHub67.2k ★
86.8
open
58psf/requestsGitHub54.3k ★
86.8
open
59calcom/cal.diyGitHub48.2k ★
86.8
open
60psf/blackGitHub41.8k ★
86.8
open
61getnao/naoGitHub1.6k ★
86.8
open
62microsoft/playwrightGitHub95.7k ★
86.7
open
63All-Hands-AI/OpenHandsGitHub86.3k ★
86.7
open
64gitlab-org/gitlabGitLab6.1k ★
86.2
open

Tracking 371 repos · last updated