AI Site Scorer
- MinglesAI/ai-site-scorer
AI Site Scorer is a MCP server that audits live websites for AI-readiness across Schema.org, llms.txt, E-E-A-T, and robots.txt.
About
AI Site Scorer is a hosted Model Context Protocol server that evaluates how well a public website is prepared for AI assistants and automated crawlers. Developers shipping landing pages, docs, or marketing sites connect via streamable HTTP with a free bearer API key from ai-readiness.mingles.ai, then ask their agent to run checks against live URLs. The service focuses on practical signals that affect discoverability and trust in AI-mediated search: Schema.org markup, llms.txt presence and quality, E-E-A-T-oriented page cues, and robots.txt rules that may block useful bots. It is not a full SEO suite or a code generator; it is a diagnostic layer you invoke when a URL is already deployed or staging-public. Results give your agent concrete fix lists you can turn into tickets before distribution, Product Hunt posts, or GEO-focused content pushes. Complexity stays beginner-friendly because registration is one key and the contract matches standard MCP remotes in Claude Code and Cursor.
- 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
AI Site Scorer by the numbers
- Data as of Jul 7, 2026 (Skillselion catalog sync)
claude mcp add --transport http ai-site-scorer https://ai-readiness.mingles.ai/api/mcp/ --header "Authorization: Bearer YOUR_TOKEN"Add your badge
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| Transport | HTTP |
|---|---|
| Auth | Required |
| Repository | MinglesAI/ai-site-scorer ↗ |
What it does
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.
Who is it for?
Best when you're validating GEO and AI citation readiness on real URLs from the IDE.
Skip if: Skip if you need rank tracking, backlink analysis, or private-repo code review without a public site.
What you get
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
By the numbers
- 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
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Hosted AI-readiness audit MCP, not a general web-scraping or rank-tracking skill.
FAQ
Who is AI Site Scorer for?
Developers 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.