AI Site Scorer

io.github.MinglesAI/ai-site-scorerVersion 1.0.0

Check website AI-readiness: Schema.org, llms.txt, E-E-A-T, robots.txt. Works in Cursor & Claude.

Status

Responds140 msNov 14, 2026, 14:40 UTCAnswered our handshake without sign-in.

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Last checked: Nov 14, 2026, 14:40 UTC
Latency: 140 ms
Remotes responding: 1 of 1
Sign-in: No sign-in
Hosting: EU hosting detected (detected, not a legal statement)
Registry data as of: Nov 14, 2026, 22:14 UTC

Data from the official MCP Registry, checked by run.zero. How we check

Connect

Streamable HTTP

https://ai-readiness.mingles.ai/api/mcp/Responds140 msNov 14, 2026, 14:40 UTC

No sign-in

Claude Code

claude mcp add --transport http ai-site-scorer https://ai-readiness.mingles.ai/api/mcp/

Claude Desktop and claude.ai

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Settings > Connectors > Add custom connector
Name: ai-site-scorer
Remote MCP server URL: https://ai-readiness.mingles.ai/api/mcp/

Cursor

{
  "mcpServers": {
    "ai-site-scorer": {
      "url": "https://ai-readiness.mingles.ai/api/mcp/"
    }
  }
}

VS Code

code --add-mcp '{"name":"ai-site-scorer","type":"http","url":"https://ai-readiness.mingles.ai/api/mcp/"}'

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Tools

5 tools

Tools of AI Site Scorer
	Description		Read-only	Idempotent	Open world
`analyze_url`Submit a URL for AI-readiness analysis. Checks how well the site is structured for AI/LLM crawling (robots.txt, structured data, page speed, content quality, etc.). Returns scores and recommendations. Set wait_for_result=true to wait for completion (up to 60s). Pricing: Free for registered users (100/mo). Anonymous (x402): $0.001 USDC for analysis only; $0.006 USDC combined when enhance=true ($0.001 analyze + $0.005 enhance, charged as a single upfront payment so only one X-PAYMENT header is needed per request).	Submit a URL for AI-readiness analysis. Checks how well the site is structured for AI/LLM crawling (robots.txt, structured data, page speed, content quality, etc.). Returns scores and recommendations. Set wait_for_result=true to wait for completion (up to 60s). Pricing: Free for registered users (100/mo). Anonymous (x402): $0.001 USDC for analysis only; $0.006 USDC combined when enhance=true ($0.001 analyze + $0.005 enhance, charged as a single upfront payment so only one X-PAYMENT header is needed per request).	Not declared	Not declared	Not declared	Not declared
`enhance_report`Run LLM deep analysis on a completed report. Returns detailed AI analysis with priority issues and actionable recommendations. Pricing: Free with Pro subscription, or $0.005 USDC via x402 (anonymous or free-tier).	Run LLM deep analysis on a completed report. Returns detailed AI analysis with priority issues and actionable recommendations. Pricing: Free with Pro subscription, or $0.005 USDC via x402 (anonymous or free-tier).	Not declared	Not declared	Not declared	Not declared
`generate_fix_prompt`Generate a Cursor/IDE-ready prompt to fix AI readiness issues found in a report. Returns a comprehensive, actionable developer prompt. Pricing: Free with Pro subscription, or $0.002 USDC via x402 (anonymous or free-tier).	Generate a Cursor/IDE-ready prompt to fix AI readiness issues found in a report. Returns a comprehensive, actionable developer prompt. Pricing: Free with Pro subscription, or $0.002 USDC via x402 (anonymous or free-tier).	Not declared	Not declared	Not declared	Not declared
`get_report`Fetch a previously completed analysis report by job ID. Returns scores, check details, and recommendations.	Fetch a previously completed analysis report by job ID. Returns scores, check details, and recommendations.	Not declared	Not declared	Not declared	Not declared
`list_recent_analyses`List the 10 most recent analyses for the authenticated account. Returns URLs, scores, and statuses.	List the 10 most recent analyses for the authenticated account. Returns URLs, scores, and statuses.	Not declared	Not declared	Not declared	Not declared

Details

Registry status: Active
Published: Mar 12, 2026
Updated: Mar 12, 2026
Website: https://ai-readiness.mingles.ai/⁠ (opens in a new tab)
Repository: https://github.com/MinglesAI/ai-site-scorer⁠ (opens in a new tab)
Categories (suggested): AI modelsSuggested categories are assigned automatically from the registry text and may be wrong. Verified operators can correct them.
GDPR: Not declared

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