Fourward AI visibility tools
Score any website's AI search visibility out of 100 and see which of 20 AI crawlers can read it.
Should I use this
Quality & Safety
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"fourward": {
"url": "https://www.fourwardhq.com/mcp"
}
}
}Remote endpoints
https://www.fourwardhq.com/mcpstreamable-httpWhat it can do
Tool inventory
Tools (2)
🟢check_ai_visibility(domain)
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.
Input Schema
{
"type": "object",
"properties": {
"domain": {
"type": "string",
"description": "The website to check, as a domain such as example.com. A full URL also works; only the hostname is used."
}
},
"required": [
"domain"
],
"additionalProperties": false
}🟢check_ai_crawlers(domain)
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.
Input Schema
{
"type": "object",
"properties": {
"domain": {
"type": "string",
"description": "The website to check, as a domain such as example.com. A full URL also works; only the hostname is used."
}
},
"required": [
"domain"
],
"additionalProperties": false
}Community
Evidence