MCP AI Tooling Detector

Name: MCP AI Tooling Detector
Author: mambalabsdev

by mambalabsdevversion 1.4.1i★ 0iRuns on your computer

Registry namecom.mambabuilt/mcp-ai-tooling-detector

Install

Overview

Description from the maker (original English)

Detect whether a company declares, deploys, or charges for AI, with evidence.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi1 of 2 passedChecked from public information; code not scanned yet
UsageiVery new↓ 292/wk · ★ 0

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Connection: Runs on your computer
Transport: stdio
Category: Other
You need to fill in: APIFY_TOKEN

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 1 of 2 passed
Runs on your computer with your user’s permissions (files, network, apps).
You fill in yourself: APIFY_TOKEN

Values marked secret are keys to your account. Never share them or paste them into a chat.

You need

npmNode.js installed (for the npx command)

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

Pick your app above. We remember it, so next time the button says “Install in …”.

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

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

Run this in your terminal

claude mcp add ai-tooling-detector --env APIFY_TOKEN=your-value -- npx -y @mambalabsdev/mcp-ai-tooling-detector

Fill in the empty values before running it.

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

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

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "ai-tooling-detector": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@mambalabsdev/mcp-ai-tooling-detector"
      ],
      "env": {
        "APIFY_TOKEN": "your-value"
      }
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

Values you fill in

APIFY_TOKEN secret required env
Apify API token from https://console.apify.com/account/integrations

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

Which apps can use it

Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.

Run on your computer in

Claude Goose LM Studio Msty Studio Cherry Studio Cursor VS Code + GitHub Copilot Visual Studio Windsurf (Devin Desktop)Zed Kiro Cline Continue JetBrains AI Assistant Claude Code Codex CLI Gemini CLI OpenCode nodecode Warp LibreChat Raycast

All apps, with pros and cons →

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 11, 2026

! Caution
Maker matches the repo
The publisher (mambabuilt.com) is not the repo owner (mambalabsdev); someone else may have listed it
✓ Pass
Still maintained
Code last changed 5 days ago
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
– Not applicable
Endpoint responds
This one runs on your computer; there is no internet endpoint
– Not applicable
Sign-in with OAuth
Runs on your computer and uses local settings instead
… Not checked yet
No hidden instructions in tool descriptions
Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Otheri

More stars than 0% of the other 19108 servers in this category
Published to the registry more recently than 88% of the other 19108 servers in this category
Basic checks equal to or better than 13% of the other 19108 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is MCP AI Tooling Detector safe?

It passed 1 of 2 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

You need to fill in: APIFY_TOKEN

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed 5 days ago, and the latest version (1.4.1) reached the registry 5 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.

What can I use instead?

In the same category: World Monitor, Claude Flow, Tldraw

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

World Monitor

Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 102 tools.

by koala73Widely used★ 90.5KUpdated 6 days ago

Runs in the cloud✓ worldmonitor.app

Install

Claude Flow

AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for enterprise dev.

by ruvnetWidely used↓ 13.5K/wk★ 81.4KUpdated 14 months ago

Runs on your computer

Install

Tldraw

Draw and visually collaborate with your agents on tldraw's canvas.

by tldrawWidely used★ 51.4KUpdated 8 months ago

Runs in the cloud

Install

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

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:

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
`max_charge_usd`	number	Optional cost cap in USD for this run. The actor stops before an item that could take its charges past this amount.

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

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 reads public data and writes nothing, but every call starts a paid Apify run, so it is not marked read only.

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.

Pricing

Price per event on the Apify FREE plan, from the live pricing record; paid Apify plans pay less per event.

Event	Price (USD)
Actor start (`actor-start`)	0.00005
Domain analyzed (`domain-analyzed`)	0.003

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`

Built by Mamba Labs | npm | Apify Store

License

MIT

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

MCP AI Tooling Detector

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

Values you fill in

Which apps can use it

Related guides

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Otheri

Common questions

Alternatives

World Monitor

Claude Flow

Tldraw

README from the maker

AI Tooling Detector MCP Server

What's Inside

What it does

Quick start

Prerequisites

Example prompts

Tool and inputs

Pricing

Full actor documentation

Mamba Labs GTM Suite

License