mujin-airready 0.1.0

Grade how ready a website is for AI agents & LLM crawlers (llms.txt, AI-bot policy, structured data, SSR content, sitemap).

airready

Is your website ready for AI agents and LLM crawlers? airready grades any site on the signals that decide whether ChatGPT, Claude, Perplexity & co. can find, read, and cite it — and gives you a score, a grade, and the fixes.

pipx install mujin-airready
airready scan https://example.com

AI-readiness: https://example.com
  [----] +25 llms.txt: no /llms.txt
         → Add an /llms.txt summarizing your site for LLMs — see llmstxt.org.
  [----] +15 structured data (JSON-LD): no JSON-LD
         → Add schema.org JSON-LD so machines understand your content.
  [PASS] +8  page title: title present
  ...
  Score: 48/100  (grade D)

What it checks

Signal	Why it matters
llms.txt	The emerging standard (llmstxt.org) for telling LLMs what your site is about
AI-bot policy in robots.txt	Whether you've intentionally allowed/blocked GPTBot, ClaudeBot, Google-Extended, PerplexityBot…
Structured data (JSON-LD)	schema.org markup machines use to understand content
Server-rendered content	Many AI crawlers don't run JavaScript — an empty SPA shell is invisible to them
sitemap.xml	So crawlers find every page
title / meta description / Open Graph / canonical / h1	Core machine-readable metadata

Web tool & badge (self-hosted on Vercel)

This repo also ships the AI-Readiness Grader web tool: a URL box that grades any site and gives you an embeddable "AI-Ready" badge — paste it on your site and it links back to your full report. (/api/scan, /api/badge, index.html; deploys on Vercel zero-config, installing the engine from PyPI.)

<a href="https://aiready.mujinlabs.com/?url=YOURSITE">
  <img src="https://aiready.mujinlabs.com/api/badge?grade=A&score=92" alt="AI-Ready: A">
</a>

---

Built by Mujin Labs — tooling for the autonomous-agent era. MIT.