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AI search visibility MCP server

Which servers in the official MCP registry are AI search visibility's own, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.

read 2026-10-20

← Back to AI search visibility

Whose server it is
  • Registry namecom.lastminutedealshq/ai-visibilityverified in the MCP registry

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

When we asked itchecked 2026-10-20
  • Stateanswerschecked 2026-10-20
  • Tools4
  • Server calls itselfai-visibility
  • Server version1.0.0
  • Protocol version2025-06-18

On 2026-10-20 the server answered initialize and tools/list without a sign-in. First answer in 115 ms.

Should an agent connect itNot proven either way yet
  • Its tools do every use case we checked: check whether AI crawlers can fetch a website; validate or generate an llms.txt file; compare which sites block AI search crawlers.
  • Checked on 2 of the 7 days it takes to judge reliability.

Once connected

  • For "check whether AI crawlers can fetch a website", the likely first call is check_site.
  • For "compare which sites block AI search crawlers", the likely first call is check_site.

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.

Measured dailydaily checks: 2, the first on 2026-10-20
  • INITE MCP scoreafter a weeka score needs 7 daily checks: 2 so far
  • What an agent can do with it3 of 3 use cases
  • Answeredmeasuring2 of the 7 daily checks it takes to print a share
  • Median first answer128 ms
  • Space in an agent's context≈ 365 tokensthe definitions of all its tools (4), which an agent carries on every turn
  • Tool definitionsB · 83 of 100
  • Typed results0 of 4 toolsdeclared outputSchema: results come typed, read once
  • Not saying whether it only reads or can destroy: 4 of 4

What an agent can do with it

  • can do · check whether AI crawlers can fetch a website
  • can do · validate or generate an llms.txt file
  • can do · compare which sites block AI search crawlers

Each of the product's use cases, put to Jev against this server's tool list: can an agent do it with these tools?

Worth a look

None of the five warning signs in these definitions.

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 (30%), doing the product's job (25%), definitions (20%), context (10%) and use (15%). 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 →

Tools it offers4 tools · read 2026-10-20
  • check_site

    Check a site's AI search visibility: which AI crawlers (OAI-SearchBot, PerplexityBot, GPTBot, ClaudeBot and more) robots.txt allows, whether the homepage ships readable text without JavaScript, and whether an llms.txt exists.

  • generate_llms_txt

    Generate an llms.txt file from a site's real pages and sitemap.

  • validate_llms_txt

    Validate an existing llms.txt against the spec.

  • lint_robots_txt

    Lint a robots.txt for AI-crawler-specific mistakes. Pass url to fetch it live, or robots_txt to lint pasted text directly.

How to connect

Add the server to your MCP client config. Claude Desktop, Cursor and most other clients read this shape:

{
  "mcpServers": {
    "ai-visibility": {
      "type": "http",
      "url": "https://ai-visibility.lastminutedealshq.com/mcp"
    }
  }
}

Add it

Claude Code, in a terminal

claude mcp add --transport http lastminutedealshq https://ai-visibility.lastminutedealshq.com/mcp

Add to CursorAdd to VS Code

claude.ai, ChatGPT and other clients: add https://ai-visibility.lastminutedealshq.com/mcp as a custom connector in the settings.

Other servers listed as AI search visibility's
  • com.lastminutedealshq/company-signalsanswers, 5 toolsverified in the MCP registry
  • com.lastminutedealshq/last-minute-toursdid not answer on 2026-10-20verified in the MCP registry

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.