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.

Live on Peerlist Launchpad
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 3 of 6 for Claude Code
RankRepoStarsScoreExternal link
65nuxt/nuxtGitHub60.1k ★
76.7
open
66google/osv-scannerGitHub9.9k ★
76.3
open
67appwrite/appwriteGitHub55.9k ★
75.7
open
68pandas-dev/pandasGitHub48.6k ★
75.7
open
69microsoft/vscodeGitHub184.4k ★
75.4
open
70github/spec-kitGitHub91.6k ★
75.4
open
71krakenfx/kraken-cliGitHub563 ★
75.0
open
72nestjs/nestGitHub75.3k ★
74.9
open
73pola-rs/polarsGitHub38.3k ★
74.3
open
74trpc/trpcGitHub40.1k ★
74.2
open
75Uniswap/interfaceGitHub5.5k ★
74.2
open
76Shopify/cliGitHub675 ★
74.2
open
77honojs/honoGitHub30.2k ★
74.1
open
78explosion/spaCyGitHub33.5k ★
73.7
open
79chenglou/pretextGitHub45.6k ★
72.9
open
80sharkdp/batGitHub58.6k ★
72.8
open
81DefiLlama/defillama-appGitHub290 ★
72.8
open
82unclecode/crawl4aiGitHub64.7k ★
72.4
open
83etcd-io/etcdGitHub51.7k ★
72.4
open
84hashicorp/vaultGitHub35.5k ★
72.4
open
85fastapi/fastapiGitHub97.7k ★
71.7
open
86openai/codexGitHub78.7k ★
71.7
open
87vuejs/coreGitHub53.6k ★
71.6
open
88prettier/prettierGitHub51.8k ★
71.6
open
89huggingface/diffusersGitHub33.5k ★
70.4
open
90facebook/reactGitHub244.8k ★
70.3
open
91storybookjs/storybookGitHub89.8k ★
70.3
open
92microsoft/presidioGitHub7.9k ★
70.1
open
93godotengine/godotGitHub110.1k ★
69.7
open
94ClickHouse/ClickHouseGitHub47.1k ★
69.7
open
95TanStack/queryGitHub49.3k ★
69.6
open
96fastify/fastifyGitHub36.1k ★
68.9
open

Tracking 163 repos · last updated