Agent Friendly Code

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.

Gemini CLI — Reads 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 3 of 12 for Gemini CLI
RankRepoStarsScoreExternal link
65pydantic/pydanticGitHub28.6k ★
77.2
open
66sveltejs/kitGitHub20.8k ★
76.7
open
67Shopify/cliGitHub732 ★
76.7
open
68moby/mobyGitHub72k ★
76.6
open
69caddyserver/caddyGitHub75.1k ★
76.5
open
70celery/celeryGitHub28.8k ★
76.5
open
71oxc-project/oxcGitHub22.4k ★
76.5
open
72mui/material-uiGitHub98.9k ★
76.4
open
73openclaw/openclawGitHub387.2k ★
76.1
open
74vllm-project/vllmGitHub89.7k ★
76.1
open
75mastodon/mastodonGitHub50.2k ★
76.1
open
76github/spec-kitGitHub130.9k ★
76.0
open
77ollama/ollamaGitHub179.2k ★
75.9
open
78Textualize/textualGitHub37k ★
75.5
open
79novuhq/novuGitHub39.6k ★
75.2
open
80gitlab-org/gitalyGitLab436 ★
75.1
open
81neovim/neovimGitHub101.9k ★
74.9
open
82hiyouga/LlamaFactoryGitHub74.3k ★
74.9
open
83apache/seatunnelGitHub9.6k ★
74.7
open
84scikit-learn/scikit-learnGitHub67k ★
74.2
open
85chroma-core/chromaGitHub29.1k ★
74.2
open
86getnao/naoGitHub1.6k ★
74.2
open
87withastro/astroGitHub62k ★
74.1
open
88colinhacks/zodGitHub43.5k ★
74.1
open
89labstack/echoGitHub32.7k ★
74.1
open
90apache/flinkGitHub26.3k ★
74.1
open
91microsoft/onnxruntimeGitHub21.6k ★
74.1
open
92TanStack/routerGitHub15k ★
74.1
open
93pytest-dev/pytestGitHub14.4k ★
74.1
open
94calcom/cal.diyGitHub47.9k ★
73.9
open
95sst/opencodeGitHub200.4k ★
73.8
open
96warpdotdev/warpGitHub64.5k ★
73.8
open

Tracking 353 repos · last updated