KitScout

Categories › Web & Browser › Web search engines & search APIs

AEO Lookup

MCP serverVerified domain · aeolookup.comRemote● LiveFree to try

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

Install

Remote server: your requests and data go to aeolookup.com. Claude Code: claude mcp add --transport http aeo-lookup https://aeolookup.com/mcp · Claude app: Settings → Connectors → Add custom connector.

What it can do

The tools this server listed when we connected to it, in its own words.

  • 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 (
  • check_structured_data — Extracts every JSON-LD block on a page, lists the schema.org types it describes, flags missing required and recommended properties (Organiza
  • 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 [
  • 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
  • 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,
  • 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
  • calculate_ai_savings — Estimates how much a UK business could save a year by handing admin to AI: a range in pounds from team size, weekly admin hours per person,
  • calculate_ai_time_saved — Estimates the hours a week AI could save one person or a team, from the hours spent on seven everyday task types (email, scheduling, quotes
  • estimate_ai_staff_impact — Estimates how much of a team's work AI could take on today, as full-time roles' worth of tasks, from headcount in seven role groups, ordered
  • check_job_ai_risk — Rates a UK occupation's exposure to AI (high, medium or low, following the Department for Education's 2023 ranking), the share of its tasks
  • score_ai_readiness — Scores how ready a small business is to put AI tools to work, out of 100, from eight yes or no questions (digital records, one customer syst

KitScout test notes

Not tested by KitScout yet. When our harness runs it, pros, cons and the tasks we tried appear here, with the date and evidence.

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