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
Overall (average across models)Simple average of every per-model score.
Leaderboard — page 2 of 9 for Overall (average across models)
RankRepoStarsScoreExternal link
33oven-sh/bunGitHub93.3k ★
84.1
open
34ghostty-org/ghosttyGitHub56.7k ★
84.1
open
35chakra-ui/chakra-uiGitHub40.4k ★
84.1
open
36gradio-app/gradioGitHub43k ★
83.3
open
37n8n-io/n8nGitHub193.1k ★
83.2
open
38vercel/turborepoGitHub30.6k ★
83.2
open
39traefik/traefikGitHub63.7k ★
82.7
open
40block/gooseGitHub49.8k ★
82.7
open
41microsoft/playwrightGitHub91.2k ★
82.4
open
42mastra-ai/mastraGitHub25.2k ★
82.3
open
43hiyouga/LlamaFactoryGitHub72.3k ★
82.1
open
44antiwork/gumroadGitHub9.3k ★
82.1
open
45meilisearch/meilisearchGitHub58.2k ★
81.8
open
46payloadcms/payloadGitHub43.1k ★
81.5
open
47getnao/naoGitHub1.3k ★
81.4
open
48novuhq/novuGitHub39.2k ★
81.1
open
49GreptimeTeam/greptimedbGitHub6.4k ★
81.1
open
50calcom/cal.diyGitHub45.7k ★
81.0
open
51sveltejs/kitGitHub20.6k ★
80.9
open
52oxc-project/oxcGitHub21.6k ★
80.8
open
53preactjs/preactGitHub38.7k ★
80.7
open
54vercel/swrGitHub32.4k ★
80.7
open
55zed-industries/zedGitHub85.6k ★
80.6
open
56mui/material-uiGitHub98.4k ★
80.5
open
57caddyserver/caddyGitHub73.4k ★
80.5
open
58openclaw/openclawGitHub379.5k ★
80.4
open
59scrapy/scrapyGitHub62.3k ★
80.3
open
60pydantic/pydanticGitHub28.1k ★
80.3
open
61vllm-project/vllmGitHub83.3k ★
80.1
open
62BerriAI/litellmGitHub50.9k ★
79.8
open
63celery/celeryGitHub28.6k ★
79.7
open
64google-gemini/gemini-cliGitHub105.4k ★
79.2
open

Tracking 284 repos · last updated