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AEO Lookup

by FastDrop

MCP Verified 19 hours ago Registry import free

Free AI crawler, schema, llms.txt and answer-readiness checks for public web pages. No API key.

Free AI crawler, schema, llms.txt and answer-readiness checks for public web pages. No API key. Official MCP Registry: com.aeolookup/free-aeo-tools@1.0.0. Remote endpoint: https://aeolookup.com/mcp

Problem it solves

Discoverable MCP server listed in the official MCP Registry.

How it's different

Remote MCP endpoint ingested from the official registry and probed by FastDrop.

Ingested from the official MCP Registry

FastDrop pulled this entry from the official MCP Registry as com.aeolookup/free-aeo-tools and probed the endpoint. The maker did not submit it, so the outbound link is not endorsed and the description is not theirs.

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Tools this endpoint exposes

Read directly from the endpoint on 30 Oct 2026. Not supplied by the maker.

  • check_ai_crawler_access

    Checks whether the crawlers behind ChatGPT, Claude, Perplexity, Google AI Overviews, Copilot and 14 more may read a page: robots.txt rules (RFC 9309), robots meta and X-Robots-Tag directives, and whet

  • check_structured_data

    Extracts every JSON-LD block on a page, lists the schema.org types it describes, flags missing required and recommended properties (Organization, LocalBusiness, Article, FAQPage, Product, Service, Per

  • validate_llms_txt

    Fetches /llms.txt (or the llms.txt address given), validates it against the llmstxt.org proposal (one H1, optional summary, H2 sections of [name](url): notes links), tests up to eight of its links and

  • generate_llms_txt

    Drafts an llms.txt for a site: the name and summary from its home page, then its pages from the sitemap grouped by section, with titles and descriptions read from up to 24 pages. Returns the file as t

  • score_answer_readiness

    Scores a page out of 100 on 14 published checks: indexable, title and description, one H1, question headings, direct first-sentence answers, structured data, dates, a named author, lists and tables, s

  • run_aeo_audit

    Runs all four checks on one address (AI crawler access, structured data, llms.txt, answer readiness) and returns each result plus an overall score: the mean of the crawler, schema and answer-readiness

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Matched on shared tags and the tools their MCP servers actually expose.

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