🇨🇭 Part of the Swiss Public Data MCP Portfolio

💼 SECO Labor Market MCP Server

🌐 English | Deutsch

An MCP (Model Context Protocol) server for Swiss labor market data from SECO (Staatssekretariat für Wirtschaft) and AMSTAT via opendata.swiss.

Overview

This server connects AI models to Swiss labor market statistics — unemployment rates, job seekers, open positions, youth unemployment, and occupational breakdowns — all without requiring an API key.

Primary audiences:

• 🏫 Schulamt / Education planning — youth unemployment, vocational guidance data
• 📊 Research & analysis — labor market trends, cantonal comparisons
• 🤖 AI agents — automated labor market monitoring and reporting

Anchor query:
"Welche Berufsgruppen haben im Kanton Zürich die höchste Jugendarbeitslosigkeit, und welche Lehrberufe unterliegen der Stellenmeldepflicht?" → More use cases by audience →

Data Sources (Phase 1 — No Auth Required)

Architecture

┌─────────────────────────────────────────────────────┐
│                  seco-labor-mcp                     │
│                                                     │
│  ┌─────────────┐    ┌──────────────────────────┐   │
│  │  FastMCP    │    │      9 MCP Tools         │   │
│  │  Server     │◄──►│  seco_search_datasets    │   │
│  │  (stdio /   │    │  seco_get_dataset        │   │
│  │   SSE)      │    │  seco_get_unemployment_* │   │
│  └─────────────┘    │  seco_get_youth_*        │   │
│         │           │  seco_get_job_seekers    │   │
│         ▼           │  seco_get_open_positions │   │
│  ┌─────────────┐    │  seco_get_monthly_url    │   │
│  │  httpx      │    │  seco_list_cantons       │   │
│  │  async      │    └──────────────────────────┘   │
│  └──────┬──────┘                                   │
└─────────┼───────────────────────────────────────────┘
          │
          ▼
  ┌───────────────────────────────────┐
  │  opendata.swiss CKAN API          │
  │  https://opendata.swiss/api/3/    │
  │  action/package_search            │
  │  action/package_show              │
  └───────────┬───────────────────────┘
              │
              ▼
  ┌───────────────────────────────────┐
  │  SECO Data Resources              │
  │  CSV / XLSX / PDF Downloads       │
  │  (monthly labor market data)      │
  └───────────────────────────────────┘

Tools

Installation

Claude Desktop (stdio)

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "seco-labor": {
      "command": "uvx",
      "args": ["seco-labor-mcp"]
    }
  }
}

Cloud / SSE

pip install seco-labor-mcp
MCP_TRANSPORT=sse PORT=8000 seco-labor-mcp

The SSE server binds to 127.0.0.1 (loopback) by default to prevent NeighborJack on shared networks. For container deployments where you actually need to accept traffic from outside the container, set HOST=0.0.0.0 explicitly — ideally in your Dockerfile / orchestrator config, and only behind an upstream proxy or firewall:

HOST=0.0.0.0 MCP_TRANSPORT=sse PORT=8000 seco-labor-mcp   # container only

Development

git clone https://github.com/malkreide/seco-labor-mcp.git
cd seco-labor-mcp
pip install -e ".[dev]"
pytest tests/ -m "not live" -v

Usage Examples

Search for youth unemployment data

Tool: seco_search_datasets
Input: { "query": "Jugendarbeitslosigkeit Alter", "limit": 5 }

Get cantonal unemployment for Zürich

Tool: seco_get_unemployment_overview
Input: { "canton": "ZH", "response_format": "markdown" }

Get monthly report URL

Tool: seco_get_monthly_report_url
Input: { "year": 2026, "month": 2, "language": "de" }

Key Concepts

Arbeitslose vs. Stellensuchende

Eselsbrücke: Arbeitslose ⊂ Stellensuchende — Arbeitslose sind eine Teilmenge.

Youth Unemployment Seasonality

• July/August: Sharp increase (school leavers without placements)
• September/October: Decline (apprenticeship starts)
• The residual that remains after the autumn decline signals structural need for bridge programs (Brückenangebote)

Stellenmeldepflicht (since 2020)

Occupations with ≥5% unemployment rate must be reported to the RAV before posting publicly. The list changes annually. This is directly relevant for vocational counseling — these professions have highest availability for Swiss job seekers.

Portfolio Synergies

Known Limitations

• amstat.arbeit.swiss has no public REST API (JavaScript SPA) → workaround via CKAN
• Occupational/sectoral detail requires CSV download from SECO resources
• Monthly press report URL patterns may vary for older reports
• Cantonal sub-municipal data not available at this level

Phase 2 roadmap:

• Automatic CSV caching with 24h TTL
• Direct XLSX parsing for cantonal breakdowns
• Integration with zh-education-mcp for Schulamt-specific correlations

Data License

SECO data published on opendata.swiss is under Creative Commons CCZero (public domain).
Source: Staatssekretariat für Wirtschaft (SECO) — seco.admin.ch

🛡️ Safety & Limits

Contributing

See CONTRIBUTING.md for development guidelines.

Security

See SECURITY.md for the security posture and how to report a vulnerability.

License

Released under the MIT License — Copyright © 2026 Hayal Oezkan.

Author

Hayal Oezkan · github.com/malkreide

Installation

Run via uv's uvx — no clone or manual install needed. Add to your MCP client config (mcpServers for Claude Desktop, Cursor and Windsurf; use a top-level servers key for VS Code in .vscode/mcp.json):

{
  "mcpServers": {
    "seco-labor-mcp": {
      "command": "uvx",
      "args": [
        "seco-labor-mcp"
      ]
    }
  }
}