AI Site Scorer
Check website AI-readiness: Schema.org, llms.txt, E-E-A-T, robots.txt. Works in Cursor & Claude.
Should I use this
Quality & Safety
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"ai-site-scorer": {
"url": "https://ai-readiness.mingles.ai/api/mcp/"
}
}
}Remote endpoints
https://ai-readiness.mingles.ai/api/mcp/streamable-httpWhat it can do
Tool inventory
Tools (5)
🟡analyze_url(url, wait_for_result, enhance)
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).
Input Schema
{
"type": "object",
"properties": {
"url": {
"type": "string",
"description": "The URL to analyze (must include http:// or https://)."
},
"wait_for_result": {
"type": "boolean",
"description": "If true (default), wait for the analysis to complete and return the full report. If false, return the job_id immediately.",
"default": true
},
"enhance": {
"type": "boolean",
"description": "If true, automatically run LLM deep analysis after basic analysis completes. Anonymous users: combined $0.006 USDC ($0.001 analyze + $0.005 enhance) charged as a single upfront payment. Default: false.",
"default": false
}
},
"required": [
"url"
]
}⚪enhance_report(job_id)
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).
Input Schema
{
"type": "object",
"properties": {
"job_id": {
"type": "string",
"description": "The UUID job_id of a completed report."
}
},
"required": [
"job_id"
]
}⚪generate_fix_prompt(job_id)
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).
Input Schema
{
"type": "object",
"properties": {
"job_id": {
"type": "string",
"description": "The UUID job_id of a completed report."
}
},
"required": [
"job_id"
]
}🟢get_report(job_id)
Fetch a previously completed analysis report by job ID. Returns scores, check details, and recommendations.
Input Schema
{
"type": "object",
"properties": {
"job_id": {
"type": "string",
"description": "The UUID job_id returned by analyze_url."
}
},
"required": [
"job_id"
]
}🟢list_recent_analyses(limit)
List the 10 most recent analyses for the authenticated account. Returns URLs, scores, and statuses.
Input Schema
{
"type": "object",
"properties": {
"limit": {
"type": "integer",
"description": "Number of results to return (1-50, default 10).",
"default": 10
}
},
"required": []
}Community
Evidence