Mcp Ai Tooling Detector

com.mambabuiltv1.2.0更新於 Oct 1, 2026

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

已驗證STDIO僅桌面AI & ML

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Mcp Ai Tooling Detector，將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Desktop only，透過 STDIO。 STDIO 服務會啟動本機處理程序，因此需要 SourceWeft 桌面主機。

其他 MCP 客戶端

參照 儲存庫 中的啟動說明。

README

AI Tooling Detector MCP Server

[Smithery] [Glama score] [MCP Registry] [npm version] [npm downloads] [license] [mcpservers.org]

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

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:

TierWhat it meansWhat proves it
commercializedThe company charges for AIAI credits, a token allowance, an AI add-on, an AI-named plan, or a per-outcome AI price on the pricing page
deployedAI tooling is running on the siteAn AI-native vendor, a direct inference endpoint, or an AI-capable platform backed by AI copy
declaredThe company says AI, nothing observableA validated llms.txt, AI crawler rules in robots.txt, or weighted marketing copy
noneNo signal firedNothing

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

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

InputTypeRequiredDescription
domainstringone of theseA single company domain, e.g. intercom.com.
domainsstring[]one of theseBatch mode. Takes precedence over domain.
vendorsarraynoReport 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_pricingbooleannoFetch 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.
skipCachebooleannoForce a fresh analysis and ignore the 7 day result cache.

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.

ActorImmutable Actor ID
GTM Hiring Signal ScraperD7O1SA2EqwHGsGr1P
GTM Tech Stack Signal Enrichmentqyd7nNyqFPelQViBx
GTM Signals AggregatorxKdRfnfFNkdMpFuNs
Job Board Keyword Signal Scanner4DvqpvhMR74NLcDDY
Domain to LinkedIn URL Resolver3HtnSaqPHOg1Qg5gx
ICP Fit ScorerW161DT8W4kW55dMFh
Domain Deliverability Checker0tVgxI7A6o9jMlxmc
Company Firmographic EnricherYlUtLWjfPpqykmB8g
Company Social Presence Mapper4k6CCemkgBDz18m2h
Company Identity Resolverlr8fTRAmZCBZmuwwh
Company Change-Event FeedoX44rS0fkEJ3rXLWe
Funding & Press Signal ScannerFS13X6dhQVgX3XOM6
AI Tooling DetectorEwkHhmqiuJgRoVEbE

Built by Mamba Labs | npm | Apify Store

License

MIT

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

來源：README.md，提交 bc30383

工具

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版本歷史

1
  1. v1.2.0最新Sep 16, 2026