Labour Market Statistics MCP Server
MCP serverAI & modelsLets your agent look up unemployment, employment and wage statistics for over 150 countries.
No key or account is asked for. Not verified by us yet: Ahel has not run a call through it.
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.
No key or account is asked for. Not verified by us yet: Ahel has not run a call through it.
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/labourAdd 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/labourIn 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
| Tool | What it does |
|---|---|
search_catalog | Find labour market datasets by topic, country and source. |
inspect_dataset | Check country coverage, dimensions and the latest values. |
get_dataset | Dataset metadata and period range. |
get_series | Time 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_cataloginspect_datasetget_datasetget_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
github.com/contentwriterco/labour-market-statistics-mcp
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