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
Gemini CLIReads hierarchical `GEMINI.md` (global → workspace → component-level) at every prompt per Gemini CLI's docs. The long-context advantage favors repos that split context per directory rather than docs-heavy in general.
Leaderboard — page 2 of 9 for Gemini CLI
RankRepoStarsScoreExternal link
33gitlab-org/gitlab-runnerGitLab2.6k ★
79.9
open
34denoland/denoGitHub107.2k ★
79.5
open
35oven-sh/bunGitHub93.3k ★
79.5
open
36ghostty-org/ghosttyGitHub56.7k ★
79.5
open
37chakra-ui/chakra-uiGitHub40.4k ★
79.5
open
38forem/foremGitHub22.7k ★
79.5
open
39gradio-app/gradioGitHub43k ★
78.9
open
40n8n-io/n8nGitHub193.1k ★
78.6
open
41PostHog/posthogGitHub35.1k ★
78.6
open
42vercel/turborepoGitHub30.6k ★
78.6
open
43traefik/traefikGitHub63.7k ★
78.2
open
44block/gooseGitHub49.8k ★
78.2
open
45microsoft/playwrightGitHub91.2k ★
78.1
open
46antiwork/gumroadGitHub9.3k ★
78.0
open
47mastra-ai/mastraGitHub25.2k ★
77.8
open
48GreptimeTeam/greptimedbGitHub6.4k ★
77.8
open
49payloadcms/payloadGitHub43.1k ★
77.7
open
50meilisearch/meilisearchGitHub58.2k ★
77.5
open
51preactjs/preactGitHub38.7k ★
77.5
open
52vercel/swrGitHub32.4k ★
77.5
open
53scrapy/scrapyGitHub62.3k ★
77.2
open
54pydantic/pydanticGitHub28.1k ★
77.2
open
55sveltejs/kitGitHub20.6k ★
76.7
open
56caddyserver/caddyGitHub73.4k ★
76.5
open
57celery/celeryGitHub28.6k ★
76.5
open
58oxc-project/oxcGitHub21.6k ★
76.5
open
59mui/material-uiGitHub98.4k ★
76.4
open
60openclaw/openclawGitHub379.5k ★
76.1
open
61vllm-project/vllmGitHub83.3k ★
76.1
open
62mastodon/mastodonGitHub50k ★
76.1
open
63novuhq/novuGitHub39.2k ★
75.2
open
64qdrant/qdrantGitHub32.5k ★
75.0
open

Tracking 284 repos · last updated