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.

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 12 for Gemini CLI
RankRepoStarsScoreExternal link
33strapi/strapiGitHub73.1k ★
80.9
open
34webpack/webpackGitHub66k ★
80.9
open
35rollup/rollupGitHub26.3k ★
80.9
open
36psf/requestsGitHub54.3k ★
80.7
open
37psf/blackGitHub41.8k ★
80.7
open
38nuxt/nuxtGitHub60.8k ★
80.6
open
39nautechsystems/nautilus_traderGitHub28.4k ★
80.3
open
40prometheus/prometheusGitHub66k ★
79.9
open
41google/osv-scannerGitHub11k ★
79.9
open
42gitlab-org/gitlab-runnerGitLab2.6k ★
79.9
open
43nodejs/nodeGitHub120.7k ★
79.5
open
44denoland/denoGitHub108.4k ★
79.5
open
45pytorch/pytorchGitHub102.8k ★
79.5
open
46oven-sh/bunGitHub95.9k ★
79.5
open
47ghostty-org/ghosttyGitHub60.7k ★
79.5
open
48go-gitea/giteaGitHub57.8k ★
79.5
open
49Textualize/richGitHub57.3k ★
79.5
open
50chakra-ui/chakra-uiGitHub40.6k ★
79.5
open
51forem/foremGitHub22.8k ★
79.5
open
52vitessio/vitessGitHub21.3k ★
79.5
open
53sqlalchemy/sqlalchemyGitHub12.1k ★
79.5
open
54antiwork/gumroadGitHub9.7k ★
79.5
open
55gradio-app/gradioGitHub43.5k ★
78.9
open
56n8n-io/n8nGitHub203.5k ★
78.6
open
57PostHog/posthogGitHub39.6k ★
78.6
open
58vercel/turborepoGitHub31.1k ★
78.6
open
59pallets/flaskGitHub72.2k ★
78.3
open
60traefik/traefikGitHub64.8k ★
78.2
open
61block/gooseGitHub53.9k ★
78.2
open
62microsoft/playwrightGitHub95.7k ★
78.1
open
63All-Hands-AI/OpenHandsGitHub86.3k ★
78.1
open
64mermaid-js/mermaidGitHub90.1k ★
77.8
open

Tracking 371 repos · last updated