job-market-data

MCP serverEverything else

Live job vacancies: Germany (Arbeitsagentur), Sweden (Platsbanken) and global tech ATS jobs.

Use job-market-data in Claude, ChatGPT or Ahel Desktop

Free. Sign in, add job-market-data and connect your AI. About a minute.

Also: Claude Code · Cursor · Codex

Then ask your AI: use job-market-data

Details

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

job-market-dataStart free

Install job-market-data

The server’s own address, for the clients that take one directly. Or connect ahel once and every client you use reads it from one address, with the account kept on ahel rather than in each client’s config.

  • Claude Code

    claude mcp add --transport http --scope user job-market-data 'https://mcp.apify.com/?tools=Kadi_Bence/arbeitsagentur-jobs-scraper,Kadi_Bence/sweden-jobs-scraper,Kadi_Bence/ats-jobs-feed'

    Run it once in your project, then open /mcp to approve any sign-in the server asks for.

  • Claude Desktop

    https://mcp.apify.com/?tools=Kadi_Bence/arbeitsagentur-jobs-scraper,Kadi_Bence/sweden-jobs-scraper,Kadi_Bence/ats-jobs-feed

    Add a custom connector in Settings, paste this address, and approve the sign-in.

  • Cursor

    cursor://anysphere.cursor-deeplink/mcp/install?name=job-market-data&config=eyJ1cmwiOiJodHRwczovL21jcC5hcGlmeS5jb20vP3Rvb2xzPUthZGlfQmVuY2UvYXJiZWl0c2FnZW50dXItam9icy1zY3JhcGVyLEthZGlfQmVuY2Uvc3dlZGVuLWpvYnMtc2NyYXBlcixLYWRpX0JlbmNlL2F0cy1qb2JzLWZlZWQifQ==

    Open the link and Cursor adds the server at that address.

  • ChatGPT

    https://mcp.apify.com/?tools=Kadi_Bence/arbeitsagentur-jobs-scraper,Kadi_Bence/sweden-jobs-scraper,Kadi_Bence/ats-jobs-feed

    In Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.

  • Codex

    codex mcp add job-market-data --url 'https://mcp.apify.com/?tools=Kadi_Bence/arbeitsagentur-jobs-scraper,Kadi_Bence/sweden-jobs-scraper,Kadi_Bence/ats-jobs-feed'

    Run it once, then sign in with codex mcp login job-market-data if the server asks for an account.

From the project's README

As published by kiskecske24/hiring-signals-mcp in README.md. This repository publishes several servers, so only the opening is shown here.

Ask Claude which roles a company is hiring for, where, and how fast. This plugin connects Claude to two Apify Actors through Apify's hosted MCP server and reads the company's own career site:

ToolCareer sites covered
Workday Jobs ScraperWorkday (*.myworkdayjobs.com)
Greenhouse, Lever & Ashby Jobs ScraperGreenhouse, Lever, Ashby, Workable, Recruitee, Personio

Each job comes back with title, company, locations, remote / hybrid / onsite, posted date, salary range (when the posting states one) and a link to the live posting.

Example prompts:

  • "What is NVIDIA hiring for in Germany right now?"
  • "Compare open engineering roles at Stripe, Ramp and Notion. Which team is growing fastest?"
  • "List remote data-science jobs posted in the last 7 days at Hugging Face and Databricks."

Setup (about 3 minutes)

You need a free Apify account. The Actors run on your account and are billed per saved job (fractions of a cent each, see each Actor's Store page). Apify's free plan includes monthly credit that covers small lookups.

Shortened here. Read the whole README on GitHub.

Advanced
Delivery
job-market-data MCP server → your ahel connector (mcp.ahel.ai) → your AI.
Item type
mcp-server
Key
io-github-kiskecske24-job-market-data
Source
github.com/kiskecske24/hiring-signals-mcp
Hosted endpoint
https://mcp.apify.com/?tools=Kadi_Bence/arbeitsagentur-jobs-scraper,Kadi_Bence/sweden-jobs-scraper,Kadi_Bence/ats-jobs-feed