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AI Site Scorer

by MinglesAI · remote · no sign-in to list tools · v1.0.0 · published by GitHub user MinglesAI

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

Changes · 3

5 tools: 3 change things and 2 only read.

Scanned Oct 21, 2026

No check matched anything in the tool definitions. No finding is not a safety guarantee. How the checks work.

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

Tools

Open a tool for its reasons and full description. Descriptions are the publisher's own words, shown as they are.

5 tools

Changes things 3Claude Code: ask
  • analyze_urlSubmit a URL for AI-readiness analysis.No findings

    Why it is in this group

    • The name "analyze_url" says "analyze": a word for reading.
    • The description's first verb is "submit": a word for a change.
    Description, as the server wrote it
    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).
  • enhance_reportRun LLM deep analysis on a completed report.No findings

    Why it is in this group

    • The description's first verb is "run": a word for a change.
    Description, as the server wrote it
    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).
  • generate_fix_promptGenerate a Cursor/IDE-ready prompt to fix AI readiness issues found in a report.No findings

    Why it is in this group

    • The name "generate_fix_prompt" says "generate": a word for a change.
    Description, as the server wrote it
    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).
Only reads 2Claude Code: allow
  • get_reportFetch a previously completed analysis report by job ID.No findings

    Why it is in this group

    • The name "get_report" says "get": a word for reading.
    Description, as the server wrote it
    Fetch a previously completed analysis report by job ID. Returns scores, check details, and recommendations.
  • list_recent_analysesList the 10 most recent analyses for the authenticated account.No findings

    Why it is in this group

    • The name "list_recent_analyses" says "list": a word for reading.
    Description, as the server wrote it
    List the 10 most recent analyses for the authenticated account. Returns URLs, scores, and statuses.

This is not a safety rating, and no finding is not a safety guarantee. The groups and findings come from fixed checks of the tool definitions the server returned on the date shown, not from its code or what it does when called. How the checks work.

Install

Pinned to version 1.0.0. Values in angle brackets are yours to fill in.

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

Run in a terminal.

Claude Code permissions

Allow the reads, ask before a change, deny the deletes. Paste into .claude/settings.json.

.claude/settings.json
{
  "permissions": {
    "allow": [
      "mcp__ai-site-scorer__get_report",
      "mcp__ai-site-scorer__list_recent_analyses"
    ],
    "ask": [
      "mcp__ai-site-scorer__analyze_url",
      "mcp__ai-site-scorer__enhance_report",
      "mcp__ai-site-scorer__generate_fix_prompt"
    ],
    "deny": []
  }
}

Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. It assumes the server is installed as ai-site-scorer. Review it before you use it.