GTM Hiring Signal Scraper MCP Server

An MCP server that detects go-to-market hiring activity from company career pages. It wraps the Mamba Labs GTM Hiring Signal Scraper on Apify and returns Clay-ready flat JSON to any MCP client.

What's Inside

What it does
Quick start
Prerequisites
Example prompts
Inputs
Output
Example output
Features
Full actor documentation
Mamba Labs GTM Suite
License

What it does

Give it a company domain and it scans that company's job board for sales, marketing, and revenue operations roles across Greenhouse, Lever, Ashby, Workable, SmartRecruiters and Personio. You get back a structured read on how hard that company is hiring for go-to-market, ready to drop into Clay, a CRM, or an AI agent workflow. All of the scraping 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:

json

{
  "mcpServers": {
    "mamba-gtm-hiring": {
      "command": "npx",
      "args": ["-y", "@mambalabsdev/mcp-gtm-hiring-signal-scraper"],
      "env": {
        "APIFY_TOKEN": "your-apify-token"
      }
    }
  }
}

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

Prerequisites

Node.js 18 or newer
An Apify account with an API token

Example prompts

"Check if stripe.com is hiring for go-to-market roles right now."
"Scan openai.com for sales and revenue operations job postings."
"Is datadoghq.com ramping up GTM hiring? Use the GTM hiring scanner."
"Pull the GTM hiring signal for figma.com and list which roles are open."
"Scan stripe.com, figma.com, and notion.so for GTM hiring in one batch."

Inputs

domain (required): the bare company domain, no https:// and no trailing slash. Example: stripe.com
role_filter (optional): a list of GTM role keywords to filter on. Leave it out to use the built-in keyword list.
ats_slug (optional): override the ATS board slug when it differs from the domain. Example: clay.com uses claylabs on Ashby.
domains (optional): a list of bare domains scanned in one run when mode is batch, one row per company. domain is still required by the schema, so pass the first domain there too.
mode (optional): single (default) scores domain; batch scores every entry in domains; velocity compares this run against previous_gtm_role_count and previous_run_date to report role changes since the last run.
include_role_details (optional): when true, adds the full per role array (title, department, location, URL). Default false.
previous_gtm_role_count (optional): the GTM role count from your previous run for this domain. Used in velocity mode to compute the delta, which is what makes a scheduled run cheap.
previous_run_date (optional): ISO date of your previous run for this domain, for example 2026-07-15. Used in velocity mode to report the days between runs.

Output

The tool returns the actor's flat JSON for the scanned company. Fields include the detected ATS platform, the count of open GTM roles, the matched role titles and their categories, and a seniority read. Companies on an ATS outside those six come back with a null platform, a zero role count, and no error. See the Apify Store page for the full output schema.

Example output

json

{
  "domain": "stripe.com",
  "company_name": "Stripe",
  "gtm_hiring_signal": true,
  "ats_platform": "greenhouse",
  "gtm_role_count": 12,
  "signal_strength": "high",
  "top_gtm_role": "Head of Revenue",
  "career_page_url": "https://boards.greenhouse.io/stripe",
  "run_date": "2026-05-28"
}

Features

Cascading ATS detection: Greenhouse, Lever, Ashby, Workable, SmartRecruiters, Personio
GTM role filtering with 3-tier signal strength (high, medium, low)
Flat JSON output designed for Clay column mapping
Optional role_filter and ats_slug inputs
Batch mode (domains) and velocity mode for scheduled runs

Full actor documentation

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

https://apify.com/mambalabs/gtm-hiring-signal-scraper

Mamba Labs GTM Suite

This server is one of 54 Mamba Labs MCP servers, each a thin client for one Mamba Labs actor on Apify. Every actor returns flat, Clay-ready rows that join on the company domain.