Why Won't AI Mention My Product MCP server

• Registry namecom.whywontai/ai-visibilityverified in the MCP registry

The registry name sits under whywontai.com. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

• Stateanswerschecked 2026-11-02
• Tools5
• Server calls itselfwhywontai
• Server version0.1.0
• Protocol version2025-06-18

On 2026-11-02 the server answered initialize and tools/list without a sign-in. First answer in 590 ms.

• Whether its tools do the product's job has not been judged yet.
• Checked on 1 of the 7 days it takes to judge reliability.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

• INITE MCP scoreafter a weeka score needs 7 daily checks: 1 so far
• Answeredmeasuring1 of the 7 daily checks it takes to print a share
• Median first answer339 ms
• Space in an agent's context≈ 711 tokensthe definitions of all its tools (5), which an agent carries on every turn
• Tool definitionsA · 97 of 100
• Typed results0 of 5 toolsdeclared outputSchema: results come typed, read once

• Parameters without a description: in 1 of 5

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

• 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…

• scan_site

  Start a full scan of a website: each page is requested separately as Googlebot, Bingbot, GPTBot, ClaudeBot, PerplexityBot and CCBot, compared with a rendered browser view, and scored across six SEO, AEO and GEO categories, with technical…

• 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.

• list_scans

  The API key owner's recent scans, newest first, with score and status.