Labour Market Statistics

io.github.ContentWritercoPublished by GitHub account ContentWritercov1.0.0Updated Oct 30, 2026

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

VerifiedStreamable HTTPWeb executableFinanceData & Analytics

Overview

AI-generated overview

Remote, read-only MCP server that lets an assistant search official labour market datasets and pull unemployment, employment and wage time series for 150+…

What you can do
  • Search a catalog of official labour market datasets by topic, country and source, returning dataset cards with ids
  • Inspect a dataset's dimensions, country coverage, default series and latest values before committing
  • Read full dataset metadata: description, source, period range, dimension labels and covered countries
  • Fetch a country's time series from a dataset, optionally narrowed by exact dimension values and a start period
When to use it
Useful when you want an assistant to answer questions about unemployment, employment, wages, labour costs or social protection from official sources such as Eurostat, OECD, ILO, World Bank or national statistics offices, and to compare countries or track trends over time.
Requirements
A remote Streamable HTTP endpoint; no account, API key or environment variables are needed. A fair-use daily limit applies, and higher volumes require the separate keyed Monitly MCP. Network access is required.
Before you install
The server is read-only and needs no credentials, so no secrets are exposed. Queries and country or topic selections are sent to the third-party host, and results are limited by a fair-use daily quota. Figures come from the cited statistical sources, so verify important numbers against the original publisher.

Installation

In SourceWeft

  1. Open Labour Market Statistics in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.ContentWriterco%2Flabour-market-statistics/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

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

README

Labour Market Statistics MCP Server

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):

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: [email protected]

Gemini CLI

bash
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

Source: README.md at commit 8cff59f

Tools

4

search_catalog

Search labour market statistics

Find official labour market datasets (Eurostat, OECD, World Bank, IMF, WHO, national statistics offices). Use first to get dataset ids. Optional country and source filters. Returns dataset cards, not values.

Parameterslimitqueryrequiredcountrysource_name

inspect_dataset

Inspect dataset

Show one dataset's dimensions, default series and the latest few values for a country. Use after search_catalog to check the dataset fits before pulling the full series.

Parametersidrequiredcountry

get_dataset

Get dataset metadata

Full metadata for one dataset: description, source, period range, dimension labels, default view and covered countries.

Parametersidrequired

get_series

Get time series

Time series values for one country from a dataset (oldest first). Optionally pick a series by exact dimension values (from inspect_dataset) and a start period such as 2015, Q1/2015 or 01/2015.

Parametersidrequireddim1dim2dim3dim4countrymax_pointsperiod_from

Version history

1
  1. v1.0.0LatestOct 9, 2026

Score

100% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts