AI Visibility Audit — Can AI crawlers read and cite your site?

app.rowb.ai-visibilityPublished by ai-visibility.rowb.appOfficial publisherv1.0.0Updated Oct 24, 2026

One-call audit: robots.txt AI-bot rules, llms.txt, JSON-LD, meta tags, sitemap. Score plus fixes.

VerifiedStreamable HTTPWeb executableWeb Search & ScrapingDeveloper Tools

Overview

AI-generated overview

Remote MCP server that audits a website for AI crawler access and AI-search citability, returning a score, grade, findings and fixes.

What you can do
  • Run a one-call AI visibility audit on a website
  • Check robots.txt rules for AI bots such as GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot, Google-Extended and CCBot
  • Inspect llms.txt, JSON-LD, meta tags and sitemap presence
  • Get a score, grade, blocked bot list, findings and suggested fixes
When to use it
Useful when you want to know whether AI crawlers are allowed to read a site and whether AI search engines can cite it, and want concrete fixes rather than a manual checklist review.
Requirements
Remote streamable HTTP endpoint; no local install. An Authorization header with a Bearer API key is optional: the free tier allows 3 audits per day without signup, and a key from the provider's signup page raises the limit to 50 audits per month.
Before you install
The audit targets a site you name, so only point it at sites you are authorized to check. An API key is passed in the Authorization header; keep it private. The free tier is rate-limited, and higher usage requires signing up with the provider.

Installation

In SourceWeft

  1. Open AI Visibility Audit — Can AI crawlers read and cite your site? in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/app.rowb.ai-visibility%2Faudit/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "ai-visibility-audit-can-ai-crawlers-read": {
      "type": "http",
      "url": "https://ai-visibility.rowb.app/mcp"
    }
  }
}

Tools

1

audit_website

Audit whether AI crawlers may read a site and whether AI search can cite it. Checks robots.txt bot rules (GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot, Google-Extended, CCBot …), llms.txt, JSON-LD, meta tags and sitemap. Returns {score, grade, blocked_bots, findings[], fixes[]}.

Parametersurlrequired

Version history

1
  1. v1.0.0LatestSep 23, 2026

Score

72% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts

    Publish an icon in the registry entry.

  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.