# AEO Lookup [Health: Active]

**Category:** 🎯 Marketing  
**Repository:** https://aeolookup.com/aeo-tools/api/  
**Views:** 0  
**Installs:** 0  
**Upvotes:** 0  
**Directory Page:** https://allmcps.com/mcp/aeo-lookup

## Description
Free public-page checks for AI crawler access, JSON-LD, llms.txt and answer readiness. JSON API and remote MCP at https://aeolookup.com/mcp; no API key.

## Tools
Capabilities this server exposes over MCP:

- **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 crawler's user agent. Separates search and user crawlers (which decide whether you can be cited) from training crawlers (which do not). Free, no key. Docs: https://aeolookup.com/aeo-tools/ai-crawler-checker/
- **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, Person, BreadcrumbList, Event) and scores entity signals: a named organisation, sameAs links to other profiles, a logo and an @id. Free, no key. Docs: https://aeolookup.com/aeo-tools/schema-checker/
- **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 reports whether llms-full.txt exists. States the evidence on how little the file is read. Free, no key. Docs: https://aeolookup.com/aeo-tools/llms-txt-validator/
- **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 text, for a person to edit before publishing. Free, no key. Docs: https://aeolookup.com/aeo-tools/llms-txt-validator/
- **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, source links, specific figures, length, declared language and stock AI phrasing. Returns each check's points, what it found and the fix, ordered by points available. Free, no key. Docs: https://aeolookup.com/aeo-tools/answer-readiness-checker/
- **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 scores. llms.txt is reported but not scored, because the evidence says few systems read it. Free, no key. Docs: https://aeolookup.com/aeo-tools/api/
- **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, hourly pay (default the ONS 2025 UK median) and sector exposure (Department for Education ranking), with two or three insights. Partial by design: the free AI audit gives the full breakdown. Free, no key. Docs: https://aeolookup.com/ai-calculators/ai-savings-calculator/
- **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 and invoices, data entry, customer questions, documents, marketing), using a share per task informed by IPPR and McKinsey research. Returns a range and the task with the biggest saving. Free, no key. Docs: https://aeolookup.com/ai-calculators/ai-time-saved-calculator/
- **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 by the Department for Education's exposure ranking. Measures tasks, not people. Free, no key. Docs: https://aeolookup.com/ai-calculators/will-ai-replace-my-staff/
- **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 AI can do today and the tasks it reaches first. Free, no key. Docs: https://aeolookup.com/ai-calculators/is-my-job-at-risk-from-ai/
- **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 system, written processes, known repetitive tasks, current AI use, an owner, a clear website, time to bed in), and names the two biggest gaps. Free, no key. Docs: https://aeolookup.com/ai-calculators/ai-readiness-score/

## Claude Desktop Quick Installation
Remote MCP endpoint (confidence: high). Install path detected from listing signals. Add as a URL/SSE server in your client:

```json
"mcpServers": {
  "aeo-lookup": {
    "url": "https://aeolookup.com/mcp"
  }
}
```

## Documentation

## What AEO Lookup does

AEO Lookup evaluates public web pages against several answer-engine optimization signals. Its checks cover whether AI crawlers can access a page, whether the page contains JSON-LD, whether an llms.txt file is available, and whether the page is ready to support answers generated from its content.

The service is aimed at workflows that need to inspect publicly reachable pages rather than private application data. Results can be consumed as JSON or requested through MCP, allowing an MCP-compatible agent to use the checks as part of a broader page-analysis workflow.

## How it works

A caller submits a public-page check through the JSON API or connects an MCP client to the remote endpoint at `https://aeolookup.com/mcp`. AEO Lookup performs the advertised checks and returns structured output through the selected interface.

The service does not require an API key. That makes the connection configuration relatively small: the client needs the remote MCP address, or the JSON API endpoint used by the application making the request.

## Setup and configuration

Use the remote MCP endpoint:

```text
https://aeolookup.com/mcp
```

For applications that prefer direct HTTP requests, use the AEO Lookup JSON API. The service is described as public and keyless, so no authentication token is needed for the available checks.

Configuration depends on the consumer. An MCP client should be given the remote endpoint, while an application using the API should send requests to the API provided by AEO Lookup and handle its JSON responses.

## Tools and capabilities

AEO Lookup focuses on four page-level checks:

- AI crawler access: inspect whether AI crawlers can reach a public page.
- JSON-LD: check for structured data expressed in JSON-LD.
- `llms.txt`: check for the presence or availability of an llms.txt resource.
- Answer readiness: evaluate signals related to a page’s suitability for AI-generated answers.

The same core purpose is available through two access paths: a JSON API for application integrations and a remote MCP interface for agent tool use.

## Limitations and notes

Checks are scoped to public pages. The service is intended for examining externally reachable content and the specific signals listed above; it should not be treated as a general website crawler, private-page auditor, or broader SEO platform. Access is available without an API key, but callers still need to use either the published JSON API or the remote MCP endpoint.

_Full upstream README: https://allmcps.com/mcp/aeo-lookup/readme_