AI Site Scorer

io.github.MinglesAIPublished by GitHub account MinglesAIv1.0.0Updated Oct 24, 2026

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

VerifiedStreamable HTTPWeb executableWeb Search & ScrapingDeveloper ToolsData & Analytics

Overview

AI-generated overview

Lets an assistant score a website's AI-readiness and get recommendations and fix prompts.

What you can do
It submits a URL and checks how well the site is structured for AI and LLM crawling, covering robots.txt, structured data, page speed and content quality, then returns scores and recommendations. Other tools run an LLM deep analysis on a finished report, generate a Cursor or IDE-ready fix prompt, fetch a report by job ID, and list the 10 most recent analyses for the account.
When to use it
Use it when you want to check whether a site is structured for AI and LLM crawling before relying on it, or when you need a developer-ready fix prompt or a review of recent analyses for the account.
Requirements
A remote endpoint plus a Bearer token in the Authorization header; a free API key can be obtained from the service's site.
Before you install
Requires a Bearer token in the Authorization header, so keep that key private. Some tools (deep analysis and fix prompt) cost USDC on the free or anonymous tier, which means real spending. Submitted URLs and analysis results are sent to a third-party service.

Installation

In SourceWeft

  1. Open AI Site Scorer in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.MinglesAI%2Fai-site-scorer/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

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

README

This repository has no README.

Tools

5

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).

Parametersurlrequiredenhancewait_for_result

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).

Parametersjob_idrequired

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).

Parametersjob_idrequired

get_report

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

Parametersjob_idrequired

list_recent_analyses

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

Parameterslimit

Version history

1
  1. v1.0.0LatestSep 16, 2026

Score

75% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • License10 pts

    Declare a license in the repository or the registry entry.