// The local-first MCP architecture
// June 2025 - Privacy through ubiquity

class LocalFirstMCP {
  constructor() {
    // All MCP servers run locally
    this.servers = new LocalServerManager({
      storage: '~/.mcp/servers',
      data: '~/.mcp/data',
      
      // Nothing leaves your machine unless you say so
      network: {
        default: 'deny',
        allowed: ['explicit-consent-only']
      }
    });
    
    // Local AI models for sensitive operations
    this.ai = new LocalAI({
      models: {
        small: 'llama-3b-quantized',   // Runs on phones
        medium: 'mistral-7b-local',     // Runs on laptops
        large: 'llama-70b-distributed'  // Runs on local cluster
      },
      
      // Federated learning without data sharing
      federation: {
        enabled: true,
        protocol: 'secure-aggregation',
        differential_privacy: true
      }
    });
  }
  
  // Example: Private financial analysis
  async analyzeFinances() {
    // Your bank data never leaves your device
    const transactions = await this.servers.get('mcp-bank').getTransactions();
    
    // Analysis happens locally
    const insights = await this.ai.analyze(transactions, {
      model: 'medium',
      privacy: 'maximum'
    });
    
    // Only share aggregated insights if you choose
    if (await this.promptConsent('Share anonymous spending patterns?')) {
      await this.federation.contribute({
        insight_type: 'spending-patterns',
        data: this.differentialPrivacy.add_noise(insights.patterns),
        epsilon: 1.0
      });
    }
    
    return insights;
  }
}

// The paradox: More AI capability led to more privacy
// Because computation moved to the edge