AI Site Scorer

minglesai/ai-site-scorer

Connects Claude or Cursor to the AI Site Scorer service to audit websites for AI discoverability. Exposes operations to check Schema.org markup, llms.txt presence, E-E-A-T signals, robots.txt crawler permissions, and other technical SEO factors across 18 metrics. Returns a weighted readiness score and detailed breakdowns. Runs over streamable HTTP and uses the x402 micropayment protocol, so your agent pays fractions of a cent per request without API keys or subscriptions. Reach for this when you're optimizing sites for LLM citation, debugging why your content isn't showing up in AI search, or need programmatic access to structured AI readiness reports from your editor.

tools: 5
auth: Secret needed
transport: HTTP
last updated: Mar 12, 2026

View on GitHub

Install

From registry metadata

$ npx add-mcp https://ai-readiness.mingles.ai/api/mcp/ --name ai-site-scorer --header 'Authorization: Bearer ${API_TOKEN}'

Run in your terminal. add-mcp asks which agents to add it to, then asks for each value it needs. Add -g to install it for every project.

Review the command, arguments and environment values before installing. MCP servers run with your local permissions.

Other ways

Claude Code

$ claude mcp add --transport http ai-site-scorer https://ai-readiness.mingles.ai/api/mcp/ --header 'Authorization: YOUR_AUTHORIZATION'

Run in your terminal. Add --scope user to make it available in every project.

Tools

Verified live · 5 tools

Verified live against the running server on Nov 6, 2026.

analyze_urlSubmit 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 f...3 params

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 f...

Parameters* required

enhanceboolean

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: fa...default: false

url*string

The URL to analyze (must include http:// or https://).

wait_for_resultboolean

If true (default), wait for the analysis to complete and return the full report. If false, return the job_id immediately.default: true

enhance_reportRun 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).1 params

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).

Parameters* required

job_id*string

The UUID job_id of a completed report.

generate_fix_promptGenerate 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).1 params

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).

Parameters* required

job_id*string

The UUID job_id of a completed report.

get_reportFetch a previously completed analysis report by job ID. Returns scores, check details, and recommendations.1 params

Fetch a previously completed analysis report by job ID. Returns scores, check details, and recommendations.

Parameters* required

job_id*string

The UUID job_id returned by analyze_url.

list_recent_analysesList the 10 most recent analyses for the authenticated account. Returns URLs, scores, and statuses.1 params

List the 10 most recent analyses for the authenticated account. Returns URLs, scores, and statuses.

Parameters* required

limitinteger

Number of results to return (1-50, default 10).default: 10

Readme

Details

Repository: github.com/minglesai/ai-site-scorer
Website: ai-readiness.mingles.ai
Transport: HTTP
Auth: Required
Registry: MCP registry, active
Tools verified: Nov 6, 2026