AI Site Scorer
Score any live site for AI-search and crawler readiness (Schema.org, llms.txt, E-E-A-T, robots.txt) from Cursor or Claude Code before you ship marketing pages.
Overview
AI Site Scorer is a MCP server for the Launch phase that audits live websites for AI-readiness across Schema.org, llms.txt, E-E-A-T, and robots.txt.
What is this MCP server?
- Remote streamable-HTTP MCP at ai-readiness.mingles.ai—no local scraper to maintain
- Audits Schema.org structured data, llms.txt, E-E-A-T signals, and robots.txt in one pass
- Free API key flow (Bearer sk_live_…) documented for Authorization header
- Built for agent workflows in Cursor and Claude Code
- Pairs landing-page and docs work with quantified AI-readiness gaps
- Audit dimensions called out in server description: Schema.org, llms.txt, E-E-A-T, robots.txt (4 areas)
- Remote MCP version 1.0.0 via streamable-http
- Documented clients: Cursor and Claude Code
What problem does it solve?
You shipped a site but have no structured view of whether LLMs and crawlers can understand, trust, or access your pages.
Who is it for?
Indie SaaS and content builders validating GEO and AI citation readiness on real URLs from the IDE.
Skip if: Teams that need rank tracking, backlink analysis, or private-repo code review without a public site.
What do I get? / Deliverables
Your agent returns a focused readiness report you can use to patch markup, llms.txt, and crawler policy before scaling distribution.
- AI-readiness findings across Schema.org, llms.txt, E-E-A-T, and robots.txt
- Actionable gaps your agent can turn into site fixes
- Repeatable audits as you iterate launch pages
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Journey fit
Launch is when solo builders need pages to be cited and crawled correctly by LLMs and search bots; readiness checks belong on the geo/AEO shelf rather than deep in build. Geo covers AI-search visibility and machine-readable site signals—the exact surfaces this scorer inspects.
How it compares
Hosted AI-readiness audit MCP, not a general web-scraping or rank-tracking skill.
Common Questions / FAQ
Who is AI Site Scorer for?
Solo builders and small teams using Claude Code or Cursor who want agent-driven checks on Schema.org, llms.txt, E-E-A-T, and robots.txt for a live or staging URL.
When should I use AI Site Scorer?
Use it during launch and GEO prep—after pages exist and before you invest in distribution, ads, or AI-search positioning.
How do I add AI Site Scorer to my agent?
Register a free API key at https://ai-readiness.mingles.ai/api-keys, add the remote MCP URL https://ai-readiness.mingles.ai/api/mcp/ with Authorization Bearer sk_live_…, then invoke scoring tools on your target URLs.