Swiss Ai Labor Market

🚀 Swiss AI Labor Market Intelligence 🇨🇭🤖

A self-learning knowledge base about the Swiss labor market and the impact of AI. It comes with an MCP server for Claude Desktop, Clawdbot, and other AI agents.

🚀 Quick Start

# Clone the repository
git clone https://github.com/gsalami/swiss-ai-labor-market.git
cd swiss-ai-labor-market

# Install dependencies
npm install

# Configure the environment
cp .env.example .env
# Then enter OPENAI_API_KEY in .env

# Start the dashboard
npm run dashboard

# Open http://localhost:9001

✨ Features

• Real Sources – McKinsey, WEF, BFS, SECO, Stanford HAI, OECD with verified URLs
• Semantic Search – Vector-based search with OpenAI Embeddings
• AI Impact Scores – Analysis of which industries/jobs are most affected
• MCP Server – Integration with Claude Desktop and other AI agents
• Auto-Updates – Daily news and weekly statistics updates

🔧 MCP Integration

Claude Desktop

1. Open the Claude Desktop Config:

   ~/Library/Application Support/Claude/claude_desktop_config.json
   

2. Add the server:

   {
     "mcpServers": {
       "swiss-labor-market": {
         "command": "npx",
         "args": ["tsx", "/YOUR/PATH/swiss-ai-labor-market/src/mcp/server.ts"]
       }
     }
   }
   

3. Restart Claude Desktop

4. You will now see a 🔧 icon with available tools

Available MCP Tools

Example Prompts for Claude

"How much is the financial industry in Switzerland affected by AI?"

"What skills are currently in high demand in the Swiss labor market?"

"Show me the labor market trends of the last 12 months"

"What does the McKinsey study say about Generative AI?"

🌐 Web Dashboard

The dashboard offers:

• Overview – Key metrics (employment, unemployment, AI adoption, salaries)
• Search – Full-text search with filters
• Industries – AI impact scores per industry
• Trends – Visualizations of the development
• Sources – All used studies with links

Start

npm run dashboard
# → http://localhost:9001

Via Proxy (for external access)

If you have a proxy on port 9000, add this route:

// In your proxy-server.js
if (url.startsWith('/swiss-ai-labor-market/api/')) {
  return swissLaborProxy(req, res);  // → localhost:9001
}

📁 Project Structure

swiss-ai-labor-market/
├── src/
│   ├── api/           # Express API Server
│   ├── collectors/    # Data collectors (BFS, News, Research)
│   ├── db/            # ruVector Database
│   ├── graph/         # Entity Extraction & Impact Scoring
│   ├── mcp/           # MCP Server & Tools
│   └── pipeline/      # Embedding & Ingestion Pipeline
├── data/
│   ├── bfs/           # BFS Statistics
│   ├── news/          # News articles
│   ├── research/      # Research Papers
│   └── ruvector/      # Vector Database
├── dashboard/         # Web UI
├── scripts/           # Utility Scripts
└── logs/              # Log Files

🔄 Auto-Updates

Manual Execution

# Update news
npx tsx scripts/update-news.ts

# Update statistics
npx tsx scripts/update-stats.ts

With Cron (Clawdbot)

# Daily at 08:00 - News
- name: swiss-labor-news-daily
  schedule: "0 8 * * *"
  command: "cd /path/to/swiss-ai-labor-market && npx tsx scripts/update-news.ts"

# Monday at 09:00 - Statistics
- name: swiss-labor-stats-weekly  
  schedule: "0 9 * * 1"
  command: "cd /path/to/swiss-ai-labor-market && npx tsx scripts/update-stats.ts"

📚 Data Sources

🛠 API Endpoints

🤝 Contributing

PRs are welcome! Please:

1. Fork the repository
2. Create a feature branch
3. Commit with Conventional Commits
4. Create a pull request

📄 License

MIT – see LICENSE

Built with ruVector • MCP • Clawdbot