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mcp-gtm-signals-aggregator

mcp-gtm-signals-aggregator

GTM Signals Aggregator MCP Server

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

An MCP server that rolls a company's go-to-market signals into one composite score. It wraps the Mamba Labs GTM Signals Aggregator actor on Apify and returns a Clay-ready flat JSON row to any MCP client.

What's Inside

Related MCP server: mcp-gtm-tech-stack-signal-scraper

What it does

Give it a company domain and it runs hiring-signal and tech-stack detection together, then returns a single composite GTM score, a recommended action, and an optional plain-English summary. One call, one row, ready to drop into Clay, a CRM, or an AI agent workflow. All of the analysis runs on Apify. This package is a thin client that calls 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-gtm-signals": {
      "command": "npx",
      "args": ["-y", "@mambalabsdev/mcp-gtm-signals-aggregator"],
      "env": {
        "APIFY_TOKEN": "your-apify-token"
      }
    }
  }
}

Get your token at https://console.apify.com/account/integrations, paste it in, and restart Claude Desktop. The aggregate_gtm_signals tool will be available.

Prerequisites

  • Node.js 18 or newer

  • An Apify account with an API token

Example prompts

  • "Give me the overall GTM signal score for stripe.com."

  • "How strong a GTM target is openai.com? Aggregate their signals."

  • "Score figma.com on hiring and tech stack, and explain why."

  • "Pull the composite GTM signal for datadoghq.com with a summary."

Inputs

Every input the tool accepts, generated from the server's own tool list.

Input

Type

Required

Description

company_domain

string

yes

Bare company domain without https:// and without a trailing slash. Example: stripe.com

sources

array of hiring, tech_stack, funding, events, workplace

no

Which signals to aggregate. Default ["hiring", "tech_stack"], which is what this actor has always run. Each extra source is one more sub actor run on the caller's own Apify account, so this is the cost dial as well as the depth dial. The composite score is normalized over the sources you selected, so a funding only run is scored on its own scale rather than capped by absent sources.

include_summary

boolean

no

Include a plain-English gtm_signal_summary field in the output. Defaults to the actor's default when omitted.

explain_mode

boolean

no

If true, gtm_signal_summary becomes a longer, more detailed explanation instead of a 1 to 2 sentence summary.

max_charge_usd

number

no

Optional spending cap for this call, in USD. The actor stops before any charge that would take the run past this amount and keeps every row already charged.

Output

The tool returns the actor's flat JSON row for the scanned company, including the composite GTM score, a recommended action, the underlying hiring and tech-stack signals, and an optional summary. See the Apify Store page for the full output schema.

Example output

{
  "company_domain": "notion.so",
  "composite_signal": "strong",
  "composite_score": 82,
  "recommended_action": "prioritize",
  "gtm_hiring_signal": true,
  "signal_strength": "high",
  "gtm_role_count": 9,
  "crm_detected": "salesforce",
  "tech_stack_signal": "high",
  "gtm_tool_count": 5,
  "run_date": "2026-05-28"
}

Features

  • Combines hiring signals and tech stack detection in a single call

  • Flat row with composite_score, composite_signal, and recommended_action

  • Optional plain-English gtm_signal_summary

  • Designed for AI agent consumption

What this server does and does not do

  • It does one thing: one composite GTM score for one company per call, built from the sources you pick in sources (hiring, tech stack, funding, events, workplace).

  • Each extra source is one more sub actor run on your own Apify account, so sources is both the depth dial and the cost dial.

  • It does not return the underlying signals one by one. For those, call the single purpose servers, or install @mambalabsdev/mcp-gtm-suite, which carries this tool and twenty other account-intelligence tools in one server.

  • It reads public company pages only. It writes nothing anywhere.

Pricing

You pay per event on Apify, billed to your own Apify account. Prices from the live pricing record, read 2026-10-16:

Event

Price per event (USD)

Fires when

apify-default-dataset-item

$0.055 on the Free plan, down to $0.0385 on higher Apify plans

Single result in the default dataset.

apify-actor-start

$0.00005

Charged when the Actor starts running. Number of events charged depends on Actor memory (one event per GB, minimum one event).

The actor's Apify page carries the current prices. Running this server consumes Apify credits.

How each call runs

Each call starts the actor run, polls it until it finishes, then reads the dataset. The run is allowed 1,800 seconds. If the run is still going when this call stops waiting, the call returns the run id and a console link instead of a timeout, so the result is never lost.

Full actor documentation

This server is a thin client and holds no analysis logic. For the complete input and output reference, pricing, and run history, see the Apify Store page:

https://apify.com/mambalabs/b2b-buying-signals-hiring-tech-stack-intent-for-clay


Mamba Labs GTM Suite

This server is one of 103 Mamba Labs MCP servers, each backed by a dedicated Apify actor and published under @mambalabsdev on npm. The ones closest to this server:

Actor

Immutable Actor ID

GTM Hiring Signal Scraper

D7O1SA2EqwHGsGr1P

Tech Stack Signal Detector

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 and Press Signal Scanner

FS13X6dhQVgX3XOM6

To get twenty one of them in one install, use @mambalabsdev/mcp-gtm-suite.

Built by Mamba Labs | npm | Apify Store

License

MIT

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

GTM Signals Aggregator MCP Server on AI Agents Listing

Available Tools

1 tool
aggregate_gtm_signalsAggregate GTM SignalsA
Read-onlyIdempotent

Aggregate a company's GTM signals into one composite score. Runs hiring-signal and tech-stack detection in a single call and returns a flat, Clay-ready JSON row with a composite GTM score, a recommended action, and an optional plain-English summary. Read-only; requires an APIFY_TOKEN and consumes Apify credits per call.

Inputs: company_domain (required), sources, explain_mode, include_summary.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

    TDQS

    A3.9/5.0

    Scored across 1 tool

    Disambiguation5/5

    With only one tool in the set, there is no possibility of an agent confusing it with another tool. Its purpose—producing a composite GTM score plus recommended action—is stated unambiguously.

    Naming Consistency4/5

    The single name aggregate_gtm_signals follows a clean verb_noun snake_case convention that would scale predictably. Consistency cannot be fully demonstrated across a set of one, so it falls just short of a 5.

    Tool Count3/5

    A single tool is borderline thin for a server branded as a 'signals aggregator'; the composite design is defensible, but there is no surface for retrieving individual signals, batching companies, or inspecting components.

    Completeness3/5

    The one-tool surface covers the headline aggregation use case end-to-end, but it is read-only and monolithic, leaving no way to access raw hiring/tech-stack signals, batch multiple companies, or tune scoring inputs.

    Maintenance

    ActivityMaintained
    ResponsivenessNo recent community issues

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