AEO Lookup

com.aeolookup/free-aeo-toolsaeolookup.comstreamable-httpv1.0.0Scanned 35 minutes ago

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

6 tools: 5 change things and 1 only read.

Reads private data · 0
Reads text others write · 6
Can send data out · 6
2 findings

Anlyon alternative

5 of these tools change something. Run those as governed actions.

Declare what an action changes, and Anlyon puts it under a shared limit, binds every approval to the exact request, and grades the outcome. It works on any HTTPS API you can describe as an action.

Anlyon does not run, proxy or govern this MCP server. A tool your own code calls directly is not routed through Anlyon and is not governed by it.

Import an OpenAPI spec →

Tools

Grouped by what each tool does, most consequential first. Open one for its reasons and full description; descriptions are the publisher's own words.

6 tools

Changes things 5Creates or changes something that can be changed back.Claude Code: ask

check_ai_crawler_accessChecks 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 …Reads text others writeCan send data outNo findings
Why it is in this group
- Nothing in its name or description says what it does, so it is counted as a write.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
What it can reach
- untrusted-inputThe server marks it openWorldHint: true: it reaches things outside the server's own data.
- outboundThe input takes a URL (input.url): a request to a URL can carry data to whoever runs it.
Description, as the server wrote it
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/
Annotations the server declares
- readOnlyHint: true
- openWorldHint: true
- idempotentHint: true
check_structured_dataExtracts every JSON-LD block on a page, lists the schema.org types it describes, flags missing required and recommended properties (Organization, LocalBusiness, Article, FAQPage, P…Reads text others writeCan send data outNo findings
Why it is in this group
- Nothing in its name or description says what it does, so it is counted as a write.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
What it can reach
- untrusted-inputThe server marks it openWorldHint: true: it reaches things outside the server's own data.
- outboundThe input takes a URL (input.url): a request to a URL can carry data to whoever runs it.
Description, as the server wrote it
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/
Annotations the server declares
- readOnlyHint: true
- openWorldHint: true
- idempotentHint: true
generate_llms_txtDrafts 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.Reads text others writeCan send data out1 finding
Why it is in this group
- The name "generate_llms_txt" says "generate": a word for a change.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
What it can reach
- untrusted-inputThe server marks it openWorldHint: true: it reaches things outside the server's own data.
- outboundThe input takes a URL (input.url): a request to a URL can carry data to whoever runs it.
Findings
- Warn
  The server marks "generate_llms_txt" read-only (readOnlyHint: true), and its own name, description or input give the class "write".
  Matched text
  annotations: {"readOnlyHint":true,"idempotentHint":true,"openWorldHint":true}; The name "generate_llms_txt" says "generate": a word for a change.
  What this check looks for
Description, as the server wrote it
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/
Annotations the server declares
- readOnlyHint: true
- openWorldHint: true
- idempotentHint: true
run_aeo_auditRuns 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 …Reads text others writeCan send data out1 finding
Why it is in this group
- The name "run_aeo_audit" says "run": a word for a change.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
What it can reach
- untrusted-inputThe server marks it openWorldHint: true: it reaches things outside the server's own data.
- outboundThe input takes a URL (input.url): a request to a URL can carry data to whoever runs it.
Findings
- Warn
  The server marks "run_aeo_audit" read-only (readOnlyHint: true), and its own name, description or input give the class "write".
  Matched text
  annotations: {"readOnlyHint":true,"idempotentHint":true,"openWorldHint":true}; The name "run_aeo_audit" says "run": a word for a change.
  What this check looks for
Description, as the server wrote it
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/
Annotations the server declares
- readOnlyHint: true
- openWorldHint: true
- idempotentHint: true
score_answer_readinessScores 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,…Reads text others writeCan send data outNo findings
Why it is in this group
- Nothing in its name or description says what it does, so it is counted as a write.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
What it can reach
- untrusted-inputThe server marks it openWorldHint: true: it reaches things outside the server's own data.
- outboundThe input takes a URL (input.url): a request to a URL can carry data to whoever runs it.
Description, as the server wrote it
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/
Annotations the server declares
- readOnlyHint: true
- openWorldHint: true
- idempotentHint: true

Only reads 1Looks things up and changes nothing.Show 1 read-only tool

validate_llms_txtFetches /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 ei…Reads text others writeCan send data outNo findings
Why it is in this group
- The name "validate_llms_txt" says "validate": a word for reading.
What it can reach
- untrusted-inputThe server marks it openWorldHint: true: it reaches things outside the server's own data.
- outboundThe input takes a URL (input.url): a request to a URL can carry data to whoever runs it.
Claude Code: ask, because it is tagged outbound.
Description, as the server wrote it
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/
Annotations the server declares
- readOnlyHint: true
- openWorldHint: true
- idempotentHint: true

This is not a safety rating, and no finding is not a safety guarantee. The groups and findings come from fixed checks of the tool definitions the server returned on the date shown, not from its code or what it does when called. How the checks work.

Exfil surface

Which tools read private data, which read text someone else can write, and which can send data out. One of each is a path a prompt injection can use.

No private-data, untrusted-input, outbound path in this server alone: no tool is tagged private-data.

Reads private data0: Reads files, mail, messages, databases, secrets, calendars or repositories.
Reads text others write6: Brings in text someone else can write: web pages, inbound email, messages, issues and comments.; check_ai_crawler_access
check_structured_data
generate_llms_txt
run_aeo_audit
score_answer_readiness
validate_llms_txt
Can send data out6: Can carry data to people or systems: it sends, posts or publishes, or takes a recipient, channel or URL.; check_ai_crawler_access
check_structured_data
generate_llms_txt
run_aeo_audit
score_answer_readiness
validate_llms_txt

Other servers in the same agent add their own tools to these paths. Audit your whole setup to see them together.

Findings

Matches of fixed checks, with the text they matched.

2 warn

Warngenerate_llms_txt
The server marks "generate_llms_txt" read-only (readOnlyHint: true), and its own name, description or input give the class "write".
Matched text
annotations: {"readOnlyHint":true,"idempotentHint":true,"openWorldHint":true}; The name "generate_llms_txt" says "generate": a word for a change.
What this check looks for
Warnrun_aeo_audit
The server marks "run_aeo_audit" read-only (readOnlyHint: true), and its own name, description or input give the class "write".
Matched text
annotations: {"readOnlyHint":true,"idempotentHint":true,"openWorldHint":true}; The name "run_aeo_audit" says "run": a word for a change.
What this check looks for

History

Changes to its tool definitions and to its remote endpoint, newest first.

No change seen yet. Its tools are rescanned every day, and a remote endpoint is looked at once a week.

All changes to this server

Install

Pinned to version 1.0.0. Values in angle brackets are yours to fill in.

claude mcp add --transport http free-aeo-tools https://aeolookup.com/mcp

claude mcp add --transport http free-aeo-tools https://aeolookup.com/mcp

Run in a terminal.

Claude Code permissions

Allow the reads, ask before a change or a way out, deny the deletes. Paste into .claude/settings.json.

.claude/settings.json

{
  "permissions": {
    "allow": [],
    "ask": [
      "mcp__free-aeo-tools__check_ai_crawler_access",
      "mcp__free-aeo-tools__check_structured_data",
      "mcp__free-aeo-tools__validate_llms_txt",
      "mcp__free-aeo-tools__generate_llms_txt",
      "mcp__free-aeo-tools__score_answer_readiness",
      "mcp__free-aeo-tools__run_aeo_audit"
    ],
    "deny": []
  }
}

Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. A read that can send data out (it takes a URL, say) asks first too. It assumes the server is installed as free-aeo-tools. Review it before you use it.

Capability tags behind 6 rules

mcp__free-aeo-tools__check_ai_crawler_access untrusted-input, outbound
mcp__free-aeo-tools__check_structured_data untrusted-input, outbound
mcp__free-aeo-tools__validate_llms_txt untrusted-input, outbound
mcp__free-aeo-tools__generate_llms_txt untrusted-input, outbound
mcp__free-aeo-tools__score_answer_readiness untrusted-input, outbound
mcp__free-aeo-tools__run_aeo_audit untrusted-input, outbound

Keep the decision: fail CI when the tools change, follow every change, or show a badge.

Pin in CI

Fail a build when the tools you reviewed are not the tools the server serves today.

curl -s "https://anlyon.dev/api/v1/servers/com.aeolookup/free-aeo-tools/verify?hash=da5476c0c3200c9ee17c503dadb1589c23631b69e19b6d3b3a7ff1b3fb2de9fa" | jq -e '.changed == false'

Pinned hash da5476c0c320, from Oct 30, 2026, 18:17 UTC.

Watch

Get told when its tools change: a new tool, a new description, a new class.

https://anlyon.dev/servers/com.aeolookup/free-aeo-tools/changes.xml

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Badge

[![anlyon.dev](https://anlyon.dev/badge/com.aeolookup/free-aeo-tools.svg)](https://anlyon.dev/servers/com.aeolookup/free-aeo-tools)

Source: MCP Registry. Synced Oct 30, 2026, 18:17 UTC.