Koskamo

AEO Visibility MCP

This MCP server allows AI clients to audit websites for answer-engine optimization (AEO) and measure whether AI answer engines cite specific URLs. It uses Perplexity Sonar to check visibility and provides tools to analyze HTML, structured data, and generate visibility reports.

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Endpoint and access

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AEO Visibility MCP logo, by Advance LabsVendor evidenceStreamable HTTPNo sign-inEndpoint checked 2026-11-01Operated by Advance Labs
MCP endpoint (Streamable HTTP)
https://aeo.advancelabs.dev/api/mcp/ai-visibility/mcp
Vendor documentation

What you can do with it

  • Crawl a URL and score it for answer-engine readiness with prioritized fixes
  • Query Perplexity Sonar to check if a URL is cited as a source
  • Generate realistic user prompts a site should aim to be cited for
  • Combine AEO audit with per-prompt visibility checks into one report

Source and maintenance

Vendor evidenceRegistry 1.0.1
mcp-registry: dev.advancelabs/aeo-visibility@1.0.1Source repositoryProject website
Maintenance checked

Protocol and capabilities

Server
aeo-visibility-mcp 0.1.0
MCP protocol
2025-06-18
Tools
5 advertised
Resources
Not advertised
Resource templates
Not advertised
Prompts
Not advertised
Server-advertised capabilities
{
  "tools": {
    "listChanged": true
  }
}

Tools

5 advertised

analyze_website_aeo — Analyze website AEO
Advertised by the server during the last successful anonymous check.
Advertised read-onlyOpen-world

Crawl a URL, parse its HTML and structured data, and score it for answer-engine optimization (AEO). Returns an AEO-focused summary, AI-bot access, and crawl-hint files.

analyze_website_aeo input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "format": "uri"
    }
  },
  "additionalProperties": false
}
analyze_website_aeo annotations
{
  "readOnlyHint": true,
  "openWorldHint": true,
  "idempotentHint": true,
  "destructiveHint": false
}
check_ai_visibility — Check AI visibility
Advertised by the server during the last successful anonymous check.
Advertised read-onlyOpen-world

Query Perplexity Sonar with a prompt and inspect its citations to determine whether the given URL is cited as a source, and at what rank.

check_ai_visibility input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "prompt",
    "url",
    "perplexityApiKey"
  ],
  "properties": {
    "url": {
      "type": "string",
      "format": "uri",
      "description": "The site URL to check for citations."
    },
    "prompt": {
      "type": "string",
      "minLength": 1,
      "description": "The end-user question to test."
    },
    "perplexityApiKey": {
      "type": "string",
      "minLength": 1,
      "description": "Your Perplexity API key (BYOK). Request-scoped; never stored or logged."
    }
  },
  "additionalProperties": false
}
check_ai_visibility annotations
{
  "readOnlyHint": true,
  "openWorldHint": true,
  "idempotentHint": true,
  "destructiveHint": false
}
discover_ranking_prompts — Discover ranking prompts
Advertised by the server during the last successful anonymous check.
Advertised read-onlyOpen-world

Generate realistic user prompts a site should aim to be cited for on a topic, using Perplexity Sonar. Optionally tests a few of them for live visibility.

discover_ranking_prompts input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "url",
    "topic",
    "perplexityApiKey"
  ],
  "properties": {
    "url": {
      "type": "string",
      "format": "uri"
    },
    "topic": {
      "type": "string",
      "minLength": 1,
      "description": "The topic / niche to generate prompts for."
    },
    "testCount": {
      "type": "integer",
      "maximum": 10,
      "minimum": 0,
      "description": "How many generated prompts to live-test (default 3)."
    },
    "perplexityApiKey": {
      "type": "string",
      "minLength": 1,
      "description": "Your Perplexity API key (BYOK). Request-scoped; never stored or logged."
    }
  },
  "additionalProperties": false
}
discover_ranking_prompts annotations
{
  "readOnlyHint": true,
  "openWorldHint": true,
  "idempotentHint": true,
  "destructiveHint": false
}
get_visibility_report — Get visibility report
Advertised by the server during the last successful anonymous check.
Advertised read-onlyOpen-world

Combine an AEO audit of a URL with per-prompt AI-visibility checks into a single report with an overall citation rate.

get_visibility_report input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "url",
    "prompts",
    "perplexityApiKey"
  ],
  "properties": {
    "url": {
      "type": "string",
      "format": "uri"
    },
    "prompts": {
      "type": "array",
      "items": {
        "type": "string",
        "minLength": 1
      },
      "minItems": 1,
      "description": "Prompts to test for visibility."
    },
    "perplexityApiKey": {
      "type": "string",
      "minLength": 1,
      "description": "Your Perplexity API key (BYOK). Request-scoped; never stored or logged."
    }
  },
  "additionalProperties": false
}
get_visibility_report annotations
{
  "readOnlyHint": true,
  "openWorldHint": true,
  "idempotentHint": true,
  "destructiveHint": false
}
compare_competitor_visibility — Compare competitor visibility
Advertised by the server during the last successful anonymous check.
Advertised read-onlyOpen-world

Run one Perplexity Sonar query and rank several competitor URLs by whether and where each is cited for the prompt.

compare_competitor_visibility input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "prompt",
    "urls",
    "perplexityApiKey"
  ],
  "properties": {
    "urls": {
      "type": "array",
      "items": {
        "type": "string",
        "format": "uri"
      },
      "minItems": 2,
      "description": "Two or more competitor URLs to rank."
    },
    "prompt": {
      "type": "string",
      "minLength": 1
    },
    "perplexityApiKey": {
      "type": "string",
      "minLength": 1,
      "description": "Your Perplexity API key (BYOK). Request-scoped; never stored or logged."
    }
  },
  "additionalProperties": false
}
compare_competitor_visibility annotations
{
  "readOnlyHint": true,
  "openWorldHint": true,
  "idempotentHint": true,
  "destructiveHint": false
}

Prompts

Not advertised

No prompt definitions available.

Resources

Not advertised

No resource definitions available.

30-day availability

Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.

Successful checks
1 of 1 (100%)
Average latency
550 ms
95th percentile latency
550 ms

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

  • · probe · passed · 550 ms · metadata changed · 5 tool(s)

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers the remote server. Use --scope project to write .mcp.json for the repo.
Claude Code configuration
claude mcp add --transport http aeo-visibility-mcp https://aeo.advancelabs.dev/api/mcp/ai-visibility/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).
Codex configuration
codex mcp add aeo-visibility-mcp --url https://aeo.advancelabs.dev/api/mcp/ai-visibility/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable aeo-visibility-mcp in your MCP settings.
Cursor configuration
{
  "mcpServers": {
    "aeo-visibility-mcp": {
      "url": "https://aeo.advancelabs.dev/api/mcp/ai-visibility/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).
Cline configuration
{
  "mcpServers": {
    "aeo-visibility-mcp": {
      "type": "streamableHttp",
      "url": "https://aeo.advancelabs.dev/api/mcp/ai-visibility/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start aeo-visibility-mcp and inspect its tools.
VS Code configuration
{
  "servers": {
    "aeo-visibility-mcp": {
      "type": "http",
      "url": "https://aeo.advancelabs.dev/api/mcp/ai-visibility/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.
Gemini CLI configuration
gemini mcp add --transport http aeo-visibility-mcp https://aeo.advancelabs.dev/api/mcp/ai-visibility/mcp

Claude Desktop

Merge this into claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\), then restart Claude Desktop.
Claude Desktop configuration
{
  "mcpServers": {
    "aeo-visibility-mcp": {
      "url": "https://aeo.advancelabs.dev/api/mcp/ai-visibility/mcp"
    }
  }
}

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.
Windsurf configuration
{
  "mcpServers": {
    "aeo-visibility-mcp": {
      "serverUrl": "https://aeo.advancelabs.dev/api/mcp/ai-visibility/mcp"
    }
  }
}

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