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 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:

Tier	What it means	What proves it
`commercialized`	The company charges for AI	AI credits, a token allowance, an AI add-on, an AI-named plan, or a per-outcome AI price on the pricing page
`deployed`	AI tooling is running on the site	An AI-native vendor, a direct inference endpoint, or an AI-capable platform backed by AI copy
`declared`	The company says AI, nothing observable	A validated llms.txt, AI crawler rules in robots.txt, or weighted marketing copy
`none`	No signal fired	Nothing

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:

json

{
  "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

Input	Type	Required	Description
`domain`	string	one of these	A single company domain, e.g. `intercom.com`.
`domains`	string[]	one of these	Batch mode. Takes precedence over `domain`.
`vendors`	array	no	Report only these AI vendors, one or more of the 52 fingerprinted tools (`sierra`, `decagon`, `intercom_fin`, `openai_api`, `anthropic_api`, `pinecone`, `langchain` and the rest). The site wide AI maturity read is never narrowed by this. Omit for every vendor.
`check_pricing`	boolean	no	Fetch and score the pricing page. Default true. Setting it false is faster but caps the result at `deployed`, because `commercialized` can only be proven on a pricing page.
`skipCache`	boolean	no	Force a fresh analysis and ignore the 7 day result cache.
`request_timeout_ms`	integer	no	Per-request timeout in milliseconds, 3000 to 20000. Default 9000.
`batchSize`	integer	no	Batch mode only: how many domains the actor analyzes at once, 1 to 10. Default 5.

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

The tool starts the actor run and polls it to a finished status, so a long run is not cut off at 300 seconds. The run is allowed 1,800 seconds. If it is still going two minutes after that, the call stops waiting and returns the run ID with a link to it in the Apify Console, where the results land when it finishes. A run that does not succeed comes back as an error with its run ID and status.

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.

Actor	Immutable Actor ID
GTM Hiring Signal Scraper	`D7O1SA2EqwHGsGr1P`
GTM Tech Stack Signal Enrichment	`qyd7nNyqFPelQViBx`
GTM Signals Aggregator	`xKdRfnfFNkdMpFuNs`
Job Board Keyword Signal Scanner	`4DvqpvhMR74NLcDDY`
Domain to LinkedIn URL Resolver	`3HtnSaqPHOg1Qg5gx`
ICP Fit Scorer	`W161DT8W4kW55dMFh`
Domain Deliverability Checker	`0tVgxI7A6o9jMlxmc`
Company Firmographic Enricher	`YlUtLWjfPpqykmB8g`
Company Social Presence Mapper	`4k6CCemkgBDz18m2h`
Company Identity Resolver	`lr8fTRAmZCBZmuwwh`
Company Change-Event Feed	`oX44rS0fkEJ3rXLWe`
Funding & Press Signal Scanner	`FS13X6dhQVgX3XOM6`
AI Tooling Detector	`EwkHhmqiuJgRoVEbE`