MeSquared Visibility

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by rmach816

Public-site SEO/AEO readiness scans with evidence scores, issues, and clear measurement scope.

The io.github.rmach816/mesquared-mcp-server is a Model Context Protocol (MCP) server that performs public-site SEO/AEO readiness scans. It produces results using evidence scores and lists identified issues, with a clear measurement scope for what is being assessed.

🛠️ Key Features

Public-site SEO/AEO readiness scanning
Evidence scores in scan outputs
Issues reported alongside scores
Clear measurement scope

🚀 Use Cases

Evaluating a public website’s SEO/AEO readiness
Reviewing scan evidence and understanding reported issues
Comparing outcomes within the defined measurement scope

⚡ Developer Benefits

Provides structured scan outputs (evidence scores and issues)
Helps keep results aligned to a stated measurement scope

⚠️ Limitations

Scope is limited to what the scan defines as the measurement scope
Limited to the three tools available in the server

Captured live from the server via tools/list.

visibility_audit_info

Explain the MeSquared SEO/AEO website-readiness methodology, its measurement boundaries, and how to use the available scan tools.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {}
}

scan_visibility

Run a public-site SEO/AEO website-readiness scan for one business website. Returns aggregate readiness scores, selected technical and answer-quality evidence, site signals, and prioritized issues. This does not measure observed rankings, Search Console performance, or live AI mentions/citations.

Parameters1

url

string

required

The business website URL to scan, such as example.com.

Raw schema

{
  "type": "object",
  "properties": {
    "url": {
      "type": "string",
      "minLength": 1,
      "maxLength": 2048,
      "description": "The business website URL to scan, such as example.com."
    }
  },
  "required": [
    "url"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

compare_visibility

Run public-site SEO/AEO website-readiness scans for two business websites and compare aggregate scores, selected evidence, site signals, and top issues. This is a readiness comparison, not observed rank or live citation benchmarking.

Parameters2

first_url	string	required	The first business website URL, such as example.com.
second_url	string	required	The second business website URL, such as competitor.com.

Raw schema

{
  "type": "object",
  "properties": {
    "first_url": {
      "type": "string",
      "minLength": 1,
      "maxLength": 2048,
      "description": "The first business website URL, such as example.com."
    },
    "second_url": {
      "type": "string",
      "minLength": 1,
      "maxLength": 2048,
      "description": "The second business website URL, such as competitor.com."
    }
  },
  "required": [
    "first_url",
    "second_url"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Install

Tools (3)

visibility_audit_infoscan_visibilitycompare_visibility

Remote endpoint

Streamable HTTP

Hosted server - connect over the network, no local install.

url

https://mesquared-mcp-server.vercel.app/mcp

Add to VS Code Add to Cursor

claude_desktop_config.json

json

{
  "mcpServers": {
    "mesquared-mcp-server": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://mesquared-mcp-server.vercel.app/mcp"
      ]
    }
  }
}

Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.

🛠️ Key Features

🚀 Use Cases

⚡ Developer Benefits

⚠️ Limitations

visibility_audit_info

scan_visibility

compare_visibility

Install

Remote endpoint

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