Labour Market Statistics MCP Server

MCP serverAI & models

Lets your agent look up unemployment, employment and wage statistics for over 150 countries.

Then ask your AI: use Labour Market Statistics MCP Server to search catalog

Details

Available today. Use it as a step in a pipeline you build, or from your connected AI.

Add it as a step in a pipeline you build on Ahel, or connect Ahel to Claude, ChatGPT, Cursor, Claude Code or Codex and ask your AI to use it.

About this server

Labour market statistics for AI agents: unemployment, employment and wages for 150+ countries.

Install Labour Market Statistics MCP Server

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 labour-market-statistics-mcp-ser 'https://monit.ly/api/mcp/labour'

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

  • Claude Desktop

    https://monit.ly/api/mcp/labour

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

  • Cursor

    cursor://anysphere.cursor-deeplink/mcp/install?name=labour-market-statistics-mcp-ser&config=eyJ1cmwiOiJodHRwczovL21vbml0Lmx5L2FwaS9tY3AvbGFib3VyIn0=

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

  • ChatGPT

    https://monit.ly/api/mcp/labour

    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 labour-market-statistics-mcp-ser --url 'https://monit.ly/api/mcp/labour'

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

From the project's README

As published by contentwriterco/labour-market-statistics-mcp in README.md.

Unemployment, employment, wages and earnings, labour costs and social protection from Eurostat, OECD, the ILO, the World Bank and national statistics offices.

Remote MCP server (Streamable HTTP), read-only, hosted by Monitly.

https://monit.ly/api/mcp/labour

Tools

ToolWhat it does
search_catalogFind labour market datasets by topic, country and source.
inspect_datasetCheck country coverage, dimensions and the latest values.
get_datasetDataset metadata and period range.
get_seriesTime series for one country.

Example prompts

  • What is the unemployment rate in Spain?
  • How have average wages in Poland changed since 2010?
  • Compare youth unemployment across the EU.

Authentication

No account or key is needed. A fair-use daily limit applies; for higher volumes use the keyed Monitly MCP at https://monit.ly/mcp-docs.

Setup

Claude (claude.ai, Desktop): Settings → Connectors → Add custom connector → paste the URL above.

Cursor / VS Code / Windsurf (mcp.json):

{
  "mcpServers": {
    "labour-market-statistics": {
      "url": "https://monit.ly/api/mcp/labour"
    }
  }
}

ChatGPT: Settings → Apps → Developer mode → Create → paste the URL.

About

Part of the Monitly MCP family. Full Monitly catalog (100,000+ datasets, all topics): https://monit.ly/api/mcp/public.

Questions: info@monit.ly

Gemini CLI

gemini extensions install https://github.com/ContentWriterco/Labour-Market-Statistics-MCP

No account or key needed.

Setup guides

Step-by-step setup guides for Claude, ChatGPT, Gemini, Grok, Le Chat, Perplexity, Cursor, VS Code and Claude Code: https://monit.ly/mcp/connect

Tools it offers (4)

What this server listed when Ahel dialed its public endpoint in Oct 2026, with no key and no account of yours. The names are the server’s own.

  • search_catalog
  • inspect_dataset
  • get_dataset
  • get_series

Signals

Last commit
Oct 2026
Advanced
Delivery
labour-market-statistics MCP server → your Ahel connector (mcp.ahel.ai) → your AI.
Item type
mcp-server
Key
io-github-contentwriterco-labour-market-statistics
Source
github.com/contentwriterco/labour-market-statistics-mcp
Hosted endpoint
https://monit.ly/api/mcp/labour