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.

Repo not on the board? Score any public GitHub repo live from its current commit.

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
65mastra-ai/mastraGitHub27.7k ★
77.8
open
66payloadcms/payloadGitHub44.6k ★
77.7
open
67meilisearch/meilisearchGitHub59.2k ★
77.5
open
68neovim/neovimGitHub102.2k ★
77.3
open
69astral-sh/uvGitHub89.5k ★
77.2
open
70scrapy/scrapyGitHub64.2k ★
77.2
open
71pydantic/pydanticGitHub28.7k ★
77.2
open
72sveltejs/kitGitHub20.8k ★
76.7
open
73Shopify/cliGitHub741 ★
76.7
open
74moby/mobyGitHub72k ★
76.6
open
75caddyserver/caddyGitHub75.5k ★
76.5
open
76celery/celeryGitHub28.9k ★
76.5
open
77oxc-project/oxcGitHub22.6k ★
76.5
open
78mui/material-uiGitHub99k ★
76.4
open
79openclaw/openclawGitHub389k ★
76.1
open
80vllm-project/vllmGitHub91k ★
76.1
open
81mastodon/mastodonGitHub50.3k ★
76.1
open
82ollama/ollamaGitHub180.3k ★
75.9
open
83Textualize/textualGitHub37.1k ★
75.5
open
84novuhq/novuGitHub39.8k ★
75.2
open
85gitlab-org/gitalyGitLab438 ★
75.1
open
86github/spec-kitGitHub133.6k ★
74.9
open
87hiyouga/LlamaFactoryGitHub74.6k ★
74.9
open
88apache/seatunnelGitHub9.6k ★
74.7
open
89scikit-learn/scikit-learnGitHub67.2k ★
74.2
open
90chroma-core/chromaGitHub29.2k ★
74.2
open
91getnao/naoGitHub1.6k ★
74.2
open
92withastro/astroGitHub62.3k ★
74.1
open
93colinhacks/zodGitHub43.8k ★
74.1
open
94labstack/echoGitHub32.7k ★
74.1
open
95apache/flinkGitHub26.3k ★
74.1
open
96microsoft/onnxruntimeGitHub21.8k ★
74.1
open

Tracking 371 repos · last updated