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.

Claude CodeLoads 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 11 for Claude Code
RankRepoStarsScoreExternal link
33oven-sh/bunGitHub95k ★
89.5
open
34prometheus/prometheusGitHub65.3k ★
89.5
open
35ghostty-org/ghosttyGitHub58.6k ★
89.5
open
36forem/foremGitHub22.8k ★
89.5
open
37google/osv-scannerGitHub10.7k ★
89.5
open
38gitlab-org/gitlab-runnerGitLab2.6k ★
89.2
open
39github/spec-kitGitHub123.5k ★
88.6
open
40chakra-ui/chakra-uiGitHub40.5k ★
88.0
open
41gradio-app/gradioGitHub43.2k ★
87.9
open
42traefik/traefikGitHub64.1k ★
87.5
open
43block/gooseGitHub51.6k ★
87.5
open
44n8n-io/n8nGitHub197.7k ★
87.2
open
45hiyouga/LlamaFactoryGitHub73.5k ★
87.2
open
46PostHog/posthogGitHub37.3k ★
87.2
open
47vercel/turborepoGitHub30.8k ★
87.2
open
48openclaw/openclawGitHub384k ★
86.8
open
49psf/requestsGitHub54.1k ★
86.8
open
50calcom/cal.diyGitHub46.7k ★
86.8
open
51psf/blackGitHub41.8k ★
86.8
open
52antiwork/gumroadGitHub9.5k ★
86.8
open
53getnao/naoGitHub1.4k ★
86.8
open
54microsoft/playwrightGitHub93.3k ★
86.7
open
55gitlab-org/gitlabGitLab6.1k ★
86.2
open
56mastra-ai/mastraGitHub26.5k ★
86.1
open
57meilisearch/meilisearchGitHub58.7k ★
85.9
open
58Textualize/richGitHub56.9k ★
85.5
open
59oxc-project/oxcGitHub22.1k ★
85.5
open
60sqlalchemy/sqlalchemyGitHub12k ★
85.5
open
61moby/mobyGitHub71.9k ★
84.9
open
62mui/material-uiGitHub98.6k ★
84.7
open
63sveltejs/kitGitHub20.7k ★
84.7
open
64Shopify/cliGitHub727 ★
84.7
open

Tracking 332 repos · last updated