# AEO Lookup

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

- name: com.aeolookup/free-aeo-tools
- version: 1.0.0
- connection class: R0 (autonomous)
- trust: 83/100 flags: no-repository
- quality: 85/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/com.aeolookup%2Ffree-aeo-tools
- tools: https://api.protogrid.dev/v1/servers/com.aeolookup%2Ffree-aeo-tools/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "free-aeo-tools": {
      "type": "http",
      "url": "https://aeolookup.com/mcp"
    }
  }
}
```


## Trust

- hygiene: 80
- liveness: 100
- freshness: 100
- provenance: 55
- drivers: +dns-namespace +website +reachable +uptime-100% +updated-8d-ago -no-repository
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 85/100 (good)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-06-18; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 86 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- pass `tools.annotations`: 11 of 11 tools declare readOnlyHint or destructiveHint
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: run_aeo_audit (destructiveHint); check_ai_crawler_access (destructiveHint); validate_llms_txt (destructiveHint); …
- pass `tools.token_cost`: about 2,744 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 100 (weight 15)

- pass `stability.changes`: 5 tool changes in 30 days
- pass `stability.rug_pull`: no tool changed its meaning under the same name

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 11, about 2,744 tokens to load them all
- tool set hash: 39fa1b343fe1bed5a90cb5687a9c8bef
- tools last changed: 2026-10-31T00:01:07.631Z
- badge: [![protogrid quality](https://protogrid.dev/badge/com.aeolookup/free-aeo-tools.svg)](https://protogrid.dev/servers/com.aeolookup/free-aeo-tools)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-10-31 `score_ai_readiness` added
  - 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/
- 2026-10-31 `check_job_ai_risk` added
  - 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/
- 2026-10-31 `estimate_ai_staff_impact` added
  - 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/
- 2026-10-31 `calculate_ai_time_saved` added
  - 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/
- 2026-10-31 `calculate_ai_savings` added
  - 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/

Full history: https://api.protogrid.dev/v1/servers/com.aeolookup%2Ffree-aeo-tools/changes

## Remotes

- https://aeolookup.com/mcp (streamable-http, auth none, reachable true, uptime30d 1)

## Packages

_none_

## Tools (11)

- `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/
- `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_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/
- `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/
- `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/
- `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/
- `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/
- `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/
- `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/
- `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/