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Which MCP servers are AEO Engine'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 2026-10-29

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Whose server it is
  • Registry nameai.aeoengine/best-ai-search-agency-aeo-reportverified in the MCP registry

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

When we asked itchecked 2026-10-29
  • Stateanswerschecked 2026-10-29
  • Tools2
  • Server calls itselfaeo-engine-aeo-report
  • Server version2.0.0
  • Protocol version2025-03-26

On 2026-10-29 the server answered initialize and tools/list without a sign-in. First answer in 378 ms.

Should an agent connect itNot proven either way yet
  • Its tools do audit where AI search cannot see or trust a site, but not ship schema and content that make pages citable.
  • Checked on 4 of the 7 days it takes to judge reliability.

Once connected

  • For "audit where AI search cannot see or trust a site", the likely first call is run_aeo_report.

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: 4, the first on 2026-10-29
  • INITE MCP scoreafter a weeka score needs 7 daily checks: 4 so far
  • What an agent can do with it1 of 2 use cases
  • Answeredmeasuring4 of the 7 daily checks it takes to print a share
  • Median first answer642 ms
  • Space in an agent's context≈ 928 tokensthe definitions of all its tools (2), which an agent carries on every turn
  • Tool definitionsA · 100 of 100
  • Typed results0 of 2 toolsdeclared outputSchema: results come typed, read once
  • Every tool passes all six checks.

What an agent can do with it

  • can do · audit where AI search cannot see or trust a site
  • cannot · ship schema and content that make pages citable
  • not sure · track which AI prompts cite the brand each week

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 2026-10-29
  • run_aeo_report

    Run the free AI-visibility report for a website (ChatGPT, Perplexity, Gemini, Claude coverage, competitor gaps, prioritized fixes). Requires the user's real email — the finished report is emailed there and a shareable report URL is…

  • get_aeo_report_status

    Poll a previously submitted AEO report job once. status is queued, preparing, needs_review or running (keep polling) or complete, partial or failed (terminal); state carries the phase and reason. When complete or partial, returns the…

How to connect

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

{
  "mcpServers": {
    "best-ai-search-agency-aeo-report": {
      "type": "http",
      "url": "https://aeoengine.ai/mcp"
    }
  }
}

Add it

Claude Code, in a terminal

claude mcp add --transport http aeoengine https://aeoengine.ai/mcp

Add to CursorAdd to VS Code

claude.ai, ChatGPT and other clients: add https://aeoengine.ai/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.