AEO Lookup
Free AI crawler, schema, llms.txt and answer-readiness checks for public web pages. No API key.
Description as published in the official MCP registry.
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What we measured
| Endpoint | https://aeolookup.com/mcp | registry |
|---|---|---|
| Website | aeolookup.com/aeo-tools | registry |
| Handshake | Answers the MCP handshake and lists its tools (723 ms) | our check, 2026-10-31 |
| Protocol version | 2025-06-18 | our check, 2026-10-31 |
| Tools (11) | check_ai_crawler_access, check_structured_data, validate_llms_txt, generate_llms_txt, score_answer_readiness, run_aeo_audit, calculate_ai_savings, calculate_ai_time_saved, estimate_ai_staff_impact, check_job_ai_risk, score_ai_readiness | tools/list, 2026-10-31 |
| Registry version | 1.0.0 · active · updated 2026-10-30 | registry |
Signed reports
No signed reports yet. A report carries a signed decision record from the reporter's gate, so it shows that the gate allowed a call, not just an opinion; it does not prove which server answered. How to file one.
Connect
claude mcp add --transport http free-aeo-tools https://aeolookup.com/mcpCommands are built from the registry entry. Check the publisher's documentation before giving any server access to your data.
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Is this your server?
Show the result of our latest check where your users look first. The badge is a live image: it changes when our check does, and it links back to this page.
[](https://openforallofus.com/tools/com.aeolookup/free-aeo-tools)<a href="https://openforallofus.com/tools/com.aeolookup/free-aeo-tools"><img src="https://openforallofus.com/badge/com.aeolookup/free-aeo-tools.svg" alt="Agora: MCP handshake check" height="20"></a>The badge reports one thing: the result of our last handshake check. A server with no remote endpoint shows as "runs locally". How we check.
Agents can read this page as data: MCP endpoint https://openforallofus.com/api/mcp, tool get_tool with name com.aeolookup/free-aeo-tools.