Fetch and follow the instructions at https://qamcp.dev/setup.md to test my MCP server.Your AI finds your server in your project, tests it with QAmcp, explains what's wrong in plain words, fixes it with your OK, and tests again. Read the instructions
Directory / AEO Lookup
AEO Lookup
by aeolookup.com · https://aeolookup.com/mcp
Free AI crawler, schema, llms.txt and answer-readiness checks for public web pages. No API key.
12 of 12 checks · 30 Oct 2026
Is AEO Lookup MCP server safe?
- No hidden instructions were found in its tool descriptions.
- Its error messages showed no secrets or internal details.
- All 6 of its tools are labeled read-only.
- Overall it scored 95/100 on 30 Oct 2026.
A test can only see what the server shows from outside, not what it does with your data behind the scenes. Connect servers from makers you trust.
What it can do
6 tools, in the server's own words.
check_ai_crawler_accessread-onlyChecks whether the crawlers behind ChatGPT, Claude, Perplexity, Google AI Overviews, Copilot and 14 more may read a page: robots.txt rules (RFC 9309), robots m…
check_structured_dataread-onlyExtracts every JSON-LD block on a page, lists the schema.org types it describes, flags missing required and recommended properties (Organization, LocalBusiness…
validate_llms_txtread-onlyFetches /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 l…
generate_llms_txtread-onlyDrafts 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 f…
score_answer_readinessread-onlyScores a page out of 100 on 14 published checks: indexable, title and description, one H1, question headings, direct first-sentence answers, structured data, d…
run_aeo_auditread-onlyRuns 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…
Test results
Safe mode: only tools labeled read-only were run. How the test works
- !Ready for the newest MCP versionnote
1 warning
- !Uses an older MCP version (2025-06-18). It works today, but it isn't on the July 2026 version (2026-07-28) yet.
- ✓ConnectsConnected in 1.6 spass
- ✓Lists its toolsFound 6 toolspass
- ✓Every tool is describedAll 6 tools and their inputs are describedpass
- ✓Tools are labeled safe or dangerousEvery tool has a safety labelpass
- ✓No hidden instructionsNo hidden instructions found in tool descriptionspass
- ✓Tools work with good inputspass
All good
- ✓check_ai_crawler_access: Worked (199 ms)
- ✓check_structured_data: Worked (120 ms)
- ✓validate_llms_txt: Worked (112 ms)
- ✓generate_llms_txt: Worked (132 ms)
- ✓score_answer_readiness: Worked (115 ms)
- –run_aeo_audit: Not run: labeled read-only, but its name starts with "run", which usually means it changes something. Skipped to be safe: if it only reads, a clearer name helps AI apps too, or test again with --owner
- ✓Bad inputs give a clean errorpass
All good
- ✓check_ai_crawler_access: Refused missing required input "url" with a clear error
- ✓check_ai_crawler_access: Refused wrong type for "url" with a clear error
- ✓check_structured_data: Refused missing required input "url" with a clear error
- ✓check_structured_data: Refused wrong type for "url" with a clear error
- ✓validate_llms_txt: Refused missing required input "url" with a clear error
- ✓validate_llms_txt: Refused wrong type for "url" with a clear error
- ✓generate_llms_txt: Refused missing required input "url" with a clear error
- ✓generate_llms_txt: Refused wrong type for "url" with a clear error
- and 2 more
- ✓Tools work togetherpass
5 chains working
- ✓check_ai_crawler_access → check_structured_data: check_structured_data found what check_ai_crawler_access returned (url = "https://example.com/")
- ✓check_ai_crawler_access → validate_llms_txt: validate_llms_txt found what check_ai_crawler_access returned (url = "https://example.com/")
- ✓check_ai_crawler_access → generate_llms_txt: generate_llms_txt found what check_ai_crawler_access returned (url = "https://example.com/")
- ✓check_ai_crawler_access → score_answer_readiness: score_answer_readiness found what check_ai_crawler_access returned (url = "https://example.com/")
- ✓check_structured_data → check_ai_crawler_access: check_ai_crawler_access found what check_structured_data returned (url = "https://example.com/")
- ✓Fast enoughpass
All good
- ✓Connecting took 1.6 s
- ✓Listing tools took 220 ms
- ✓Average tool answer: 136 ms
- ✓check_ai_crawler_access: Slowest tool: check_ai_crawler_access (199 ms)
- ✓No secrets leakedChecked 15 error messages: no secrets or internal detailspass
- ✓Follows MCP best practices (not scored yet)Tool names, safety labels and tool list size follow the MCP guidepass
Test it yourself
Free and open source. Same checks, same score.
npx qamcp-cli https://aeolookup.com/mcpShow this score on GitHub
Free for every server in the directory. Paste this into your README: the badge shows the score from our latest test.
[](https://qamcp.dev/s/com-aeolookup-free-aeo-tools.html)Score over time
- 30 Oct 202695
One test so far. New tests will show here.
Reviews
Coming soon: reviews from people who use AEO Lookup, signed in with GitHub, one per person. Reviews never change the score.
QAmcp Monitor (coming soon) tests it every hour and emails you when it goes down, the score drops, a tool changes or a secret leaks. You'll also be able to claim this page and get a verified owner mark. Founding price: $19/month for life for the first 50 teams.
Have a concern, or want it removed? Ask us and we'll take it off the list. How the directory works