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TofuBofu MCP server

Which MCP servers are TofuBofu's own, from the official registry and from asking its own domain, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.

read 2026-10-20

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

The registry name sits under tofubofu.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
  • Tools2
  • Server calls itselfTofuBofu AI Visibility
  • Server version1.28.1
  • Protocol version2025-06-18

On 2026-10-20 the server answered initialize and tools/list without a sign-in. First answer in 83 ms.

Should an agent connect itNot proven either way yet
  • Whether its tools do the product's job has not been judged yet.

Once connected

  • Parameters are untyped or undescribed in 1 of 3 tools: check arguments before calling.

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: 7, the first on 2026-10-20
  • INITE MCP score98 of 100answers 100 · definitions 94 · context 100 · connects 100
  • Answered100% of days7 of 7 daily checks
  • Median first answer158 ms
  • Space in an agent's context≈ 2,162 tokensthe definitions of all its tools (3), which an agent carries on every turn
  • Tool definitionsA · 94 of 100
  • Typed results0 of 3 toolsdeclared outputSchema: results come typed, read once
  • Parameters without a description: in 1 of 3

What an agent can do with it

  • not sure · check whether AI engines name your brand
  • cannot · draft blog and FAQ pages AI engines can cite
  • not sure · compare your brand against named rivals in AI answers

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 (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 →

Tools it offers2 tools · read 2026-10-20
  • scan_ai_visibility

    Start a free AI-visibility scan for a B2B company's website. Checks how often AI engines (ChatGPT, Claude, Perplexity, Gemini, Google AI Mode, Microsoft Copilot) name the company when buyers ask for vendor recommendations, and finds the…

  • get_visibility_report

    Fetch the results of an AI-visibility scan started with scan_ai_visibility. Args: report_id: The id returned by scan_ai_visibility. Returns: While running: {status: "running", progress}. When done: the visibility score, how often AI…

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://tofubofu.com/mcp"
    }
  }
}

Add it

Claude Code, in a terminal

claude mcp add --transport http tofubofu https://tofubofu.com/mcp

Add to CursorAdd to VS Code

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

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.