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Why Won't AI Mention My Product

com.whywontai/ai-visibilitywhywontai.comstreamable-httpv0.1.0Scanned

See what GPTBot, ClaudeBot and other crawlers get from a site: robots.txt checks and AI scans.

5 tools: 1 change things and 4 only read.

Tools: 0 delete, 0 irreversible, 1 write, 4 read.
  • Reads private data · 1
  • Reads text others write · 4
  • Can send data out · 2
  • No findings

Anlyon alternative

1 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.

5 tools

Changes things 1Claude Code: ask
  • scan_siteStart a full scan of a website: each page is requested separately as Googlebot, Bingbot, GPTBot, ClaudeBot, PerplexityBot and CCBot, compared with a rendered browser view, and scor…Reads text others writeCan send data outNo findings

    Why it is in this group

    • The description's first verb is "start": a word for a change.

    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
    Start a full scan of a website: each page is requested separately as Googlebot, Bingbot, GPTBot, ClaudeBot, PerplexityBot and CCBot, compared with a rendered browser view, and scored across six SEO, AEO and GEO categories, with technical health and Domain Rating. Uses the API key owner's plan quota. Returns a scan_id; then call get_scan with wait_seconds.

    Annotations the server declares

    • readOnlyHint: false
    • destructiveHint: false
    • idempotentHint: false
    • openWorldHint: true
Only reads 4Show 4 read-only tools
  • check_robotsRead a site's robots.txt and report, for 17 search and AI crawlers (GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot, Claude-SearchBot, PerplexityBot, Googlebot, Bingbot, CCBot, Goog…Reads private dataReads text others writeCan send data outNo findings

    Why it is in this group

    • The description's first verb is "read": a word for reading.

    What it can reach

    • private-dataThe description's first sentence says "read" and "chat": it reads messages.
    • untrusted-inputThe server marks it openWorldHint: true: it reaches things outside the server's own data.
    • untrusted-inputThe description's first sentence says "read" and "chat": it reads messages, which other people can write.
    • untrusted-inputThe input takes a URL (input.url), and the tool reads it: it reads web pages, which anyone can write.
    • 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
    Read a site's robots.txt and report, for 17 search and AI crawlers (GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot, Claude-SearchBot, PerplexityBot, Googlebot, Bingbot, CCBot, Google-Extended and more), whether each may fetch the home page and an optional path, and which rule decides. Uses RFC 9309 matching. Works without an API key (limited per day).

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: true
  • get_scanStatus, progress and summary of a scan: overall score and band, category scores, technical health, Domain Rating, rendering mode, platform and the top issues.Reads text others writeNo findings

    Why it is in this group

    • The name "get_scan" says "get": a word for reading.

    What it can reach

    • untrusted-inputThe description's first sentence says "status" and "issue": it reads issues, which other people can write.
    Description, as the server wrote it
    Status, progress and summary of a scan: overall score and band, category scores, technical health, Domain Rating, rendering mode, platform and the top issues. Set wait_seconds (up to 25) to wait for a running scan to finish.

    Annotations the server declares

    • readOnlyHint: true
  • list_issuesAll issues found by a completed scan, most severe first, with details and example URLs.Reads text others writeNo findings

    Why it is in this group

    • The name "list_issues" says "list": a word for reading.

    What it can reach

    • untrusted-inputThe name "list_issues" says "list" and "issue": it reads issues, which other people can write.
    • untrusted-inputThe description's first sentence says "issue": it reads issues, which other people can write.
    Description, as the server wrote it
    All issues found by a completed scan, most severe first, with details and example URLs. Filter by minimum severity or category.

    Annotations the server declares

    • readOnlyHint: true
  • list_scansThe API key owner's recent scans, newest first, with score and status.No findings

    Why it is in this group

    • The name "list_scans" says "list": a word for reading.
    Description, as the server wrote it
    The API key owner's recent scans, newest first, with score and status.

    Annotations the server declares

    • readOnlyHint: 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.

8 paths in this server alone from private data, through text someone else wrote, to a way out. Denying 1 private-data tool breaks every one.

Reads private data1
Reads files, mail, messages, databases, secrets, calendars or repositories.
Reads text others write4
Brings in text someone else can write: web pages, inbound email, messages, issues and comments.
Can send data out2
Can carry data to people or systems: it sends, posts or publishes, or takes a recipient, channel or URL.
deny to break every path
{
  "permissions": {
    "deny": [
      "mcp__ai-visibility__check_robots"
    ]
  }
}

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.

No check matched anything in these tool definitions. That is not a safety guarantee.

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.

Install

Pinned to version 0.1.0. Values in angle brackets are yours to fill in.

claude mcp add --transport http ai-visibility https://mcp.whywontai.com/
claude mcp add --transport http ai-visibility https://mcp.whywontai.com/

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": [
      "mcp__ai-visibility__get_scan",
      "mcp__ai-visibility__list_issues",
      "mcp__ai-visibility__list_scans"
    ],
    "ask": [
      "mcp__ai-visibility__check_robots",
      "mcp__ai-visibility__scan_site"
    ],
    "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 ai-visibility. Review it before you use it.

Capability tags behind 4 rules
  • mcp__ai-visibility__check_robots private-data, untrusted-input, outbound
  • mcp__ai-visibility__scan_site untrusted-input, outbound
  • mcp__ai-visibility__get_scan untrusted-input
  • mcp__ai-visibility__list_issues untrusted-input

Pin

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.whywontai/ai-visibility/verify?hash=1fb0c4a224b9862347ae64a842fc5c395f39e5f4d227bb973739e139dc423f36" | jq -e '.changed == false'

Pinned hash 1fb0c4a224b9, from Nov 2, 2026, 17:18 UTC.

Watch

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

https://anlyon.dev/servers/com.whywontai/ai-visibility/changes.xml

An Atom feed. Works in any feed reader or Slack's RSS app.

Badge

anlyon.dev badge for com.whywontai/ai-visibility
[![anlyon.dev](https://anlyon.dev/badge/com.whywontai/ai-visibility.svg)](https://anlyon.dev/servers/com.whywontai/ai-visibility)

Source: MCP Registry. Synced Nov 2, 2026, 17:17 UTC.