mcpbeat

AI Site Scorer MCP Server

io.github.MinglesAI/ai-site-scorer
answering

AI Site Scorer is answering right now. Last checked 11 min ago. It exposes 5 tools.

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

The linked repository no longer exists on GitHub — it was deleted or made private.

Uptime history 41 hours of history
41 hours agonow
100.0%
Uptime 24h
91 of 91 checks
5
Tools
read from the server
161 ms
Response time
average over 24h
open, no key
Access
streamable-http

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 11 min ago.

run in your terminal
claude mcp add ai-site-scorer --transport http https://ai-readiness.mingles.ai/api/mcp/
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "ai-site-scorer": {
      "url": "https://ai-readiness.mingles.ai/api/mcp/"
    }
  }
}
~/.codex/config.toml
[mcp_servers.ai-site-scorer]
url = "https://ai-readiness.mingles.ai/api/mcp/"
.cursor/mcp.json
{
  "mcpServers": {
    "ai-site-scorer": {
      "url": "https://ai-readiness.mingles.ai/api/mcp/"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "ai-site-scorer": {
      "url": "https://ai-readiness.mingles.ai/api/mcp/"
    }
  }
}

Available tools 5

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

analyze
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).
enhance
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).
generate
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).
recent
list_recent_analyses
List the 10 most recent analyses for the authenticated account. Returns URLs, scores, and statuses.
report
get_report
Fetch a previously completed analysis report by job ID. Returns scores, check details, and recommendations.

Endpoints

URLTransportStateLatencyChecked
https://ai-readiness.mingles.ai/api/mcp/ streamable-http answering 158 ms 11 min ago

AI Site Scorer — questions

Answers built from our own checks of this server.

What can AI Site Scorer do?
It exposes 5 tools, read directly from the server on our last check. Among them: analyze_url, enhance_report, generate_fix_prompt, get_report, list_recent_analyses. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →
Is AI Site Scorer working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 91 checks got a reply (100.0%), average response time 161 ms. The bar chart above shows every period we have measured.
Is AI Site Scorer still maintained?
The linked repository no longer exists on GitHub — it was deleted or made private. We show this because it changes what you can expect: an unmaintained server may keep answering for months and then stop without warning.
How do I connect AI Site Scorer?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.
Does AI Site Scorer need an API key?
No. AI Site Scorer completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 5 of them are readable on this page. This is what we observed, not what the docs claim.
How fast is AI Site Scorer?
It answers our handshake in 161 ms on average, which is faster than 71% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.