Fourward AI visibility tools

com.fourwardhqPublished by fourwardhq.comOfficial publisherv1.0.0Updated Oct 29, 2026

Score any website's AI search visibility out of 100 and see which of 20 AI crawlers can read it.

VerifiedStreamable HTTPWeb executableWeb Search & ScrapingSecurity & Monitoring

Overview

AI-generated overview

Free remote MCP tools that score a website's AI search visibility out of 100 and show which of 20 AI crawlers can read it.

What you can do
  • Score a site's AI search readiness out of 100 across crawler access, homepage signals, structured data, entity and authority, and content.
  • Check which of 20 AI crawlers (AI search and answer bots, plus AI training bots) can read a homepage, applying robots.txt rules per bot.
  • Return lists of problems and scores for a bare domain such as example.com.
When to use it
Useful when you want a quick, read-only audit of how findable and readable a site is for AI search engines and answer bots, or when checking whether robots.txt or firewall rules block specific AI crawlers.
Requirements
A remote streamable HTTP endpoint; no package, account, API key or environment variable is declared. Only a bare domain name is needed as input.
Before you install
Results list problems and scores but not fixes. The tools only read public pages and change nothing, so no writes or credentials are involved; requests go to the provider's remote endpoint.

Installation

In SourceWeft

  1. Open Fourward AI visibility tools 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/com.fourwardhq%2Ffourward/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": {
    "fourward-ai-visibility-tools": {
      "type": "http",
      "url": "https://www.fourwardhq.com/mcp"
    }
  }
}

Tools

2

check_ai_visibility

AI visibility check

Scores how well AI search engines (ChatGPT, Perplexity, Gemini, Google AI Overviews) can find, read and understand a website. Runs 30 checks in five groups: AI crawler access, what the homepage tells machines, structured data, entity and authority (Wikidata, Wikipedia, linked profiles) and AI-ready content (llms.txt, pricing, proof, docs, comparison pages). Returns a score out of 100, a grade, a score per group and every problem found, with the points it costs. Takes 10 to 30 seconds.

Parametersdomainrequired

check_ai_crawlers

AI crawler checker

Shows which of 20 AI crawlers can read a website's homepage: AI search and answer bots (OAI-SearchBot, ChatGPT-User, Claude-SearchBot, PerplexityBot, Googlebot, Bingbot and more) and AI training bots (GPTBot, ClaudeBot, Google-Extended, CCBot and more). Applies the site's robots.txt rules per bot the way RFC 9309 and Google do, tests the firewall by fetching the homepage as a browser and as four AI bots, and reports llms.txt and sitemap lines. Takes about 10 seconds.

Parametersdomainrequired

Version history

1
  1. v1.0.0LatestOct 29, 2026

Score

83% 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
  • 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.