AI Tooling Detector MCP Server

An MCP server that exposes the Mamba Labs AI Tooling Detector as a single tool. Install one package and give your MCP client a way to ask, for any company domain, whether that company only talks about AI, actually runs AI tooling on its site, or charges money for AI. It wraps the Mamba Labs actor on Apify and returns Clay-ready flat JSON.

What's Inside

• What it does
• Quick start
• Prerequisites
• Example prompts
• Tool and inputs
• Full actor documentation
• Mamba Labs GTM Suite
• License

What it does

This server gives an AI client one tool:

• detect_ai_tooling: return an ai_maturity tier for a company domain, plus the evidence behind it.

The tier has four levels and each one needs its own class of evidence:

A domain sitting behind a bot challenge comes back with blocked: true at low confidence rather than as a confident no, so a challenged site is never mistaken for a company with no AI.

All of the work runs on Apify. This package is a thin client that routes the tool call to the actor and hands back the result.

Quick start

You need Node.js 18 or newer and an Apify account with an API token.

Add this to your Claude Desktop config:

{
  "mcpServers": {
    "mamba-ai-tooling-detector": {
      "command": "npx",
      "args": ["-y", "@mambalabsdev/mcp-ai-tooling-detector"],
      "env": { "APIFY_TOKEN": "your-apify-token" }
    }
  }
}

Restart the client and the detect_ai_tooling tool appears.

Prerequisites

• Node.js 18 or newer
• An Apify API token from https://console.apify.com/account/integrations

Calls consume Apify credits, billed per domain analyzed. Free Apify plans get 15 results per calendar month.

Example prompts

• "Does intercom.com actually charge for AI, or do they just market it?"
• "Check notion.so, figma.com and berkshirehathaway.com for AI adoption and tell me which ones already pay for AI."
• "Which AI vendors are running on zendesk.com?"
• "Does cursor.com publish an llms.txt, and does their robots.txt block GPTBot?"

Tool and inputs

detect_ai_tooling

The tool is read-only and idempotent. It never writes anything.

Full actor documentation

Input reference, the complete output field list, pricing tiers, error handling, and the measured limitations are on the actor's Apify Store page:

https://apify.com/mambalabs/ai-tooling-detector

Immutable actor ID: EwkHhmqiuJgRoVEbE

Mamba Labs GTM Suite

This server is part of the Mamba Labs GTM Suite, a fleet of specialized MCP servers for go-to-market signal intelligence, each backed by a dedicated Apify actor. The @mambalabsdev/mcp-gtm-suite umbrella server exposes all of them, including this one, through a single install.

Built by Mamba Labs | npm | Apify Store

License

MIT

Built by Mamba Labs. https://apify.com/mambalabs