Mcp Ai Tooling Detector

com.mambabuilt由 mambabuilt.com 发布v1.4.1更新于 Nov 7, 2026

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

已验证STDIO仅桌面网页搜索与抓取数据与分析商业与电商

概览

AI 生成的概览

本地 MCP 服务器，根据公司公开域名判断其 AI 落地程度（无、宣称、已部署、已商业化），并给出证据。

可以做什么
  • 分析公司域名的 AI 成熟度，返回等级（none、declared、deployed、commercialized）及支撑证据
  • 批量检查多个域名，并可按 52 种已指纹识别的 AI 工具筛选厂商
  • 抓取并评分定价页，以证明公司是否对 AI 收费，也可跳过该步骤以加快速度
  • 可强制跳过 7 天缓存重新分析，并设置请求超时、批大小和可选的美元费用上限
适用场景
适用于市场拓展、销售或竞品调研：想了解某公司只是宣传 AI、网站上确实在运行 AI 工具，还是已在商业化售卖 AI，以及站点上出现了哪些 AI 厂商。
运行要求
通过 npx 在本地运行，需要 Node.js 18 或更高版本。需要 Apify 账户，并以环境变量 APIFY_TOKEN 提供 API 令牌。需要访问 Apify 的网络连接，每次调用按分析的域名消耗 Apify 额度。
安装前请注意
每次调用都会启动付费的 Apify 运行，按分析的域名计费，Apify 免费套餐每月仅限 15 条结果；可用 max_charge_usd 限制单次运行费用。APIFY_TOKEN 密钥会发送给 Apify，全部分析在 Apify 服务器上完成而非本地。结果默认缓存 7 天，除非设置 skipCache。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Mcp Ai Tooling Detector，将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Desktop only，通过 STDIO。 STDIO 服务会启动本地进程，因此需要 SourceWeft 桌面宿主。

其他 MCP 客户端

参照 仓库 中的启动说明。

README

AI Tooling Detector MCP Server

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

[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

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
max_charge_usdnumberOptional 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:

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.
request_timeout_msintegernoPer-request timeout in milliseconds, 3000 to 20000. Default 9000.
batchSizeintegernoBatch 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.

EventPrice (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.

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

来源：README.md，提交 2475f9c

工具

1

detect_ai_tooling

Detect AI Tooling

Given a company domain, determine how far that company has actually gone with AI. Returns an ai_maturity tier of none, declared (says AI but nothing observable is running), deployed (AI tooling is live on the site), or commercialized (the pricing page charges for AI via credits, tokens, an add-on, an AI-named plan, or a per-outcome price). Also returns the detected AI vendors and categories, validated llms.txt status, robots.txt AI-crawler policy, and the quotable evidence strings behind the verdict. A domain behind a bot challenge comes back with blocked=true at low confidence rather than as a false negative. Public data only, no login. Returns flat Clay-ready JSON. Read-only; requires an APIFY_TOKEN and consumes Apify credits per domain analyzed.

输入参数domaindomainsvendorsbatchSizeskipCachecheck_pricingmax_charge_usdrequest_timeout_ms

版本历史

5
  1. v1.4.1最新Nov 5, 2026
  2. v1.4.0Oct 16, 2026
  3. v1.3.1Oct 6, 2026
  4. v1.3.0Oct 6, 2026
  5. v1.2.0Sep 16, 2026

评分

已满足适用检查项的 90%

该评分衡量此收录条目的完整程度，依据注册中心条目、端点与公开来源计算得出。它不是对服务器本身的评价，也不表示服务器安全或当前可用：可连通性是带日期的检查结果，评分也不包含安装量或用户评价。

  • 近 30 天内可连通25 分
  • 已声明认证方式10 分

    请在注册中心条目中声明凭据请求头，或保持端点能够响应探测，以便判定其认证方式。

  • 已列出工具必需15 分
  • 描述必需15 分
  • 图标10 分
  • 文档15 分
  • 许可证10 分