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Why Won't AI Mention My Product

com.whywontai/ai-visibility · v0.1.0

See what GPTBot, ClaudeBot and other crawlers get from a site: robots.txt checks and AI scans.

Connect Remote server

Terminal
claude mcp add --transport http ai-visibility https://mcp.whywontai.com/ --header "Authorization: Bearer <YOUR_API_KEY>"
~/.cursor/mcp.json
{
  "mcpServers": {
    "ai-visibility": {
      "url": "https://mcp.whywontai.com/",
      "headers": {
        "Authorization": "Bearer <YOUR_API_KEY>"
      }
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "ai-visibility": {
      "type": "http",
      "url": "https://mcp.whywontai.com/",
      "headers": {
        "Authorization": "Bearer <YOUR_API_KEY>"
      }
    }
  }
}
Claude Desktop
Settings > Connectors > Add custom connector
URL: https://mcp.whywontai.com/

Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.

Tools 9 found in our last check

  • check_robots

    Read a site's robots.txt and report, for 17 search and AI crawlers (GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot, Claude-SearchBot, PerplexityBot, Googlebot, Bingbot, CCBot, Google-Extended and more), whether each may fetch the home page and an optional path, and which rule de…

  • check_agent_listings

    Check whether a product can be listed in AI agent directories: the official MCP Registry, the Claude Connectors Directory, ChatGPT apps (OpenAI plugin directory), skills.sh and Manus. Looks for the site's remote MCP server, its auth (OAuth discovery, Dynamic Client Registration,…

  • scan_site

    Start a full scan of a public website that the user names. The scan requests each page the way common search and AI crawlers do, compares each response with a rendered browser view, and scores six SEO, AEO and GEO categories. Each scan counts against the user's monthly plan quot…

  • get_scan

    Status, progress and summary of a scan: overall score and band, category scores, technical health, Domain Rating, rendering mode, platform and the top issues. Set wait_seconds (up to 25) to wait for a running scan to finish.

  • list_issues

    All issues found by a completed scan, most severe first, with details and example URLs. Filter by minimum severity or category.

  • get_internal_links

    The newest internal link plan for one of the user's sites (paid plans): where words already on one page should link to another page, with the Search Console query and average position behind each anchor. Targets at position 4 to 15 come first. Read-only; the owner approves and a…

  • get_long_questions

    Search Console queries of 8 or more words for one of the user's sites (paid plans, Search Console connected): full questions, the same ones people ask ChatGPT. Returns each question with impressions, clicks, CTR, average position, question kind and the page that ranks, and 'targ…

  • list_scans

    The user's recent scans, newest first, with score and status.

  • get_plan_pass_quote

    The user's current plan and the price of each prepaid plan pass (Starter, Pro, Agency; 1 month or 1 year), with whether the account can buy it and until when it would run. Takes no payment and changes nothing.

Headers

NameDescription
Authorization
Optional, secret
Optional for check_robots. Required for scans: Bearer wwai_... key from https://whywontai.com/dashboard

Details

Endpointhttps://mcp.whywontai.com/ (Streamable HTTP)
First published2 Nov 2026
Last updated2 Nov 2026
Registry namecom.whywontai/ai-visibility

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