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.

GPT-5 CodexReads AGENTS.md before doing any work per OpenAI's Codex docs. Hierarchical (per-directory) AGENTS.md and AGENTS.override.md are first-class.
Leaderboard — page 3 of 12 for GPT-5 Codex
RankRepoStarsScoreExternal link
65hiyouga/LlamaFactoryGitHub74.6k ★
86.5
open
66sveltejs/kitGitHub20.8k ★
86.4
open
67Shopify/cliGitHub741 ★
86.4
open
68neovim/neovimGitHub102.2k ★
86.1
open
69caddyserver/caddyGitHub75.5k ★
86.1
open
70scikit-learn/scikit-learnGitHub67.2k ★
86.1
open
71oxc-project/oxcGitHub22.6k ★
86.1
open
72getnao/naoGitHub1.6k ★
86.1
open
73payloadcms/payloadGitHub44.6k ★
85.9
open
74moby/mobyGitHub72k ★
85.7
open
75mui/material-uiGitHub99k ★
85.6
open
76vllm-project/vllmGitHub91k ★
85.3
open
77calcom/cal.diyGitHub48.2k ★
85.3
open
78pallets/flaskGitHub72.2k ★
85.2
open
79ollama/ollamaGitHub180.3k ★
84.9
open
80mermaid-js/mermaidGitHub90.1k ★
84.7
open
81colinhacks/zodGitHub43.8k ★
84.7
open
82novuhq/novuGitHub39.8k ★
84.7
open
83gitlab-org/gitlabGitLab6.1k ★
84.4
open
84gitlab-org/gitalyGitLab438 ★
84.4
open
85zed-industries/zedGitHub89.8k ★
84.1
open
86sst/opencodeGitHub204.7k ★
83.9
open
87scrapy/scrapyGitHub64.2k ★
83.9
open
88pydantic/pydanticGitHub28.7k ★
83.9
open
89celery/celeryGitHub28.9k ★
83.5
open
90withastro/astroGitHub62.3k ★
83.3
open
91BerriAI/litellmGitHub58.1k ★
83.3
open
92labstack/echoGitHub32.7k ★
83.3
open
93apache/flinkGitHub26.3k ★
83.3
open
94microsoft/onnxruntimeGitHub21.8k ★
83.3
open
95TanStack/routerGitHub15k ★
83.3
open
96microsoft/presidioGitHub10.8k ★
83.3
open

Tracking 371 repos · last updated