AEO Lookup
Free AI crawler, schema, llms.txt and answer-readiness checks for public web pages. No API key.
What it does
AEO Lookup is an MCP server, a connector that lets an AI assistant use it as a tool. It is hosted: an assistant connects to it over the internet, nothing to install.
From the publisher's description, Electra Index matched it to one capability: web scraping. That makes it a candidate for tasks such as collect data behind logins or extract website data.
Facts come from the Official MCP Registry, as declared by the publisher. Capabilities are matched automatically (low confidence). None of this is a test of the tool.
At a glance
How to connect
As declared in the Official MCP Registry · hosted endpoint tested by Electra Index 2h ago (live check)Hosted endpoint
https://aeolookup.com/mcpstreamable-http
In Claude Code: claude mcp add --transport http aeo-lookup https://aeolookup.com/mcp
MCP settings (Claude Desktop, Cursor and other MCP clients)
{
"mcpServers": {
"aeo-lookup": {
"url": "https://aeolookup.com/mcp"
}
}
}Live check
Electra Index connected to the hosted endpoint 2h agoONLINE AEO Lookup answered an MCP connection on 30 Oct 2026 and introduced itself as aeolookup 1.0.0 (MCP protocol 2025-06-18).
6 tools offered to AI assistants
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 whether the site's firewall refuses each cracheck_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, Person, BreadcrumbList, Event) and scores evalidate_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 reports whether llms-full.txt exists. Sgenerate_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 text, for a person to edit before publishscore_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, source links, specific figures, length, drun_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 scores. llms.txt is reported but not sc
What "online" means: the server answered an MCP connection at the time of the check. It is not a guarantee of security, quality or continuous uptime. How we test: we open an MCP session and ask for the tool list, as an AI assistant would. We never run a tool and never send a key. Checked every few days. Method
Is this your server? Monitoring Pro: a check every 30 minutes and an email within the hour when it stops answering. Launch offer: $39.99 once, for life.
Tasks it helps with
Share of each task's required capabilities it covers| Collect data behind logins Web Scraping | 50% |
| Extract website data Web Scraping | 50% |
| Monitor prices Web Scraping | 50% |
| Audit website SEO Web Scraping | 33% |
Similar tools
Listed for the same task: collect data behind logins- Irmu — Web Data MCPREMOTELOCALWeb scraping, browser automation, screenshots and AI data extraction for AI agents via MCP
- BrowserlessREMOTELOCALOfficial Browserless MCP server: browser automation, scraping, screenshots and PDFs for AI agents
- ScrapingbeeREMOTELOCALScrapingBee MCP — wraps the ScrapingBee headless-scraping API (scrapingbee.com)
- SeleniumBase MCPREMOTELOCALStealthy browser automation, testing, and web-scraping via CDP Mode
- acrawlREMOTELOCALAutonomous web crawler. 17 browser tools + goal-driven run_goal agent. Single binary, stealth
- Browser ScraperREMOTELOCALStealth Chrome for AI agents: bot-protected sites, Turnstile, closed Shadow DOM, clean Markdown
Ready-made AI agents
- Apify82$19/mo · free plan · Prices & score →
- Free plan · Prices & score →
- $16/mo · free plan · Prices & score →
- Free plan · Prices & score →
Facts & evidence
Each fact shows where it was seen and when.| Fact | Value | Evidence | Source | Last confirmed |
|---|---|---|---|---|
| Hosted endpoint | https://aeolookup.com/mcp | DECLARED | SRC-001 Official MCP Registry | 2h ago |
| Local install (package) | no | DECLARED | SRC-001 Official MCP Registry | 2h ago |
| Remote access (hosted) | yes | DECLARED | SRC-001 Official MCP Registry | 2h ago |
| Website | https://aeolookup.com/aeo-tools/ | DECLARED | SRC-001 Official MCP Registry | 2h ago |
| Registry status | active | DECLARED | SRC-001 Official MCP Registry | 2h ago |
| Version | 1.0.0 | DECLARED | SRC-001 Official MCP Registry | 2h ago |
| MCP server | yes | DECLARED | SRC-001 Official MCP Registry | 2h ago |
Change history
- NEW30 Oct 2026first seen in the index
Is this page accurate?
Flag it and our robot re-checks the official source. Reports never change a score.Is AEO Lookup still online?
Free alerts · no accountDo you run AEO Lookup? Know when it stops answering
For publishers · optionalIts hosted endpoint can be monitored. Monitoring Pro connects every 30 minutes like an AI assistant, emails you within the hour when it stops answering, keeps a 90-day availability history and adds your answer rate to your badge.
Monitoring never changes a score or a rank.
Are you the publisher of AEO Lookup?
Free · show your listingAn independent listing builds trust with your buyers. Announce it, and add the badge to your website or README.
<a href="https://electraindex.com/mcp/aeo-lookup?utm_source=badge&utm_medium=share&utm_campaign=listing"><img src="https://electraindex.com/api/badge/aeo-lookup" alt="Listed on Electra Index"></a>Questions about AEO Lookup
How do I connect AEO Lookup?
Use the hosted endpoint https://aeolookup.com/mcp in your assistant's MCP settings. The exact settings are in "How to connect" above, as declared in the Official MCP Registry.
What tools does AEO Lookup offer?
When Electra Index connected on 30 Oct 2026, it listed 6 tools: check_ai_crawler_access, check_structured_data, validate_llms_txt, generate_llms_txt, score_answer_readiness, run_aeo_audit. The full list is in "Live check" above.
Is AEO Lookup online?
Yes. Its hosted endpoint answered an MCP connection from Electra Index 2h ago.
What can I use AEO Lookup for?
Based on its description, it is most relevant to: collect data behind logins, extract website data, monitor prices, audit website SEO.