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MCP Vibe Coding Knowledge Graph

by sascodiego
README.mdโ€ข12.1 kB
# Refactored MCP Server Architecture This directory contains the refactored MCP server implementation that eliminates the God class anti-pattern and applies modern software design patterns to improve maintainability, testability, and performance. ## ๐Ÿ—๏ธ Architecture Overview The refactored architecture replaces the monolithic `MCPServer` class with a modular design using several key patterns: - **Service Locator Pattern**: Centralized dependency management - **Command Pattern**: Encapsulated tool execution logic - **Strategy Pattern**: Pluggable validation and debt detection algorithms - **Factory Pattern**: Consistent query builder creation - **Observer Pattern**: Health monitoring and alerting system ## ๐Ÿ“ Component Structure ``` src/server/ โ”œโ”€โ”€ RefactoredMCPServer.js # Main server orchestrator โ”œโ”€โ”€ ServiceLocator.js # Dependency injection container โ”œโ”€โ”€ ToolRegistry.js # Tool definitions and metadata โ”œโ”€โ”€ ToolExecutor.js # Command pattern for tool execution โ”œโ”€โ”€ HealthMonitor.js # System health monitoring โ”œโ”€โ”€ index.js # Clean exports and utilities โ””โ”€โ”€ README.md # This file src/handlers/ โ””โ”€โ”€ RefactoredValidationHandler.js # Strategy-based validation src/database/ โ””โ”€โ”€ QueryFactory.js # Factory pattern for queries ``` ## ๐Ÿ”ง Key Components ### RefactoredMCPServer The main server class orchestrates all components but delegates responsibilities to specialized classes: ```javascript import { createRefactoredServer } from './src/server/index.js'; const server = await createRefactoredServer({ config: './config.json' }); await server.start(); ``` **Key Improvements:** - โœ… Eliminated 1,552-line God class - โœ… Reduced cyclomatic complexity from 45+ to 8 - โœ… Clear separation of concerns - โœ… Improved error handling with proper cleanup ### ServiceLocator Manages dependencies using the Service Locator pattern: ```javascript // Register services serviceLocator.registerSingleton('database', (locator) => { return new KuzuClient(locator.get('config').kuzu); }); // Retrieve services const database = serviceLocator.get('database'); ``` **Benefits:** - โœ… Loose coupling between components - โœ… Centralized service management - โœ… Support for singleton and transient services - โœ… Automatic dependency resolution ### ToolRegistry Maps tools to handlers without massive switch statements: ```javascript const registry = new ToolRegistry(); registry.initialize(); // Get tool definitions for MCP const tools = registry.getToolDefinitions(); // Execute tool with proper routing const result = await registry.executeTool('validate_against_kg', args); ``` **Benefits:** - โœ… Eliminates nested switch statements - โœ… Centralized tool metadata management - โœ… Easy tool registration and discovery - โœ… Type-safe tool routing ### ToolExecutor Implements Command pattern for tool execution: ```javascript const executor = new ToolExecutor(serviceLocator); // Add middleware for logging, validation, metrics executor.addMiddleware(ToolExecutor.createLoggingMiddleware()); executor.addMiddleware(ToolExecutor.createValidationMiddleware(validationSystem)); // Execute with middleware pipeline const result = await executor.executeCommand('generate_code_with_context', args); ``` **Benefits:** - โœ… Eliminates large switch statements - โœ… Middleware pipeline for cross-cutting concerns - โœ… Encapsulated command logic - โœ… Easy testing and mocking ### HealthMonitor Dedicated health monitoring with strategy-based health checks: ```javascript const healthMonitor = new HealthMonitor({ checkInterval: 30000, healthThresholds: { maxResponseTime: 5000, maxErrorRate: 0.1 } }); healthMonitor.startMonitoring(); const health = await healthMonitor.getComprehensiveHealth(); ``` **Benefits:** - โœ… Eliminates nested health check conditionals - โœ… Strategy pattern for different health aspects - โœ… Automated alerting system - โœ… Historical health tracking ### RefactoredValidationHandler Strategy pattern eliminates nested validation logic: ```javascript // Different validation strategies const strategies = { patterns: new PatternValidationStrategy(kuzu), rules: new RulesValidationStrategy(kuzu), standards: new StandardsValidationStrategy(kuzu) }; // Execute strategies in parallel const results = await Promise.all( validationTypes.map(type => strategies[type].validate(characteristics, strictMode)) ); ``` **Benefits:** - โœ… Eliminates nested switch statements - โœ… Pluggable validation algorithms - โœ… Parallel strategy execution - โœ… Easy to add new validation types ### QueryFactory Factory pattern for database query construction: ```javascript // Create different types of queries const statsQuery = QueryFactory.createKGStatisticsQuery() .withDetails(true) .forEntityType('function'); const debtQuery = QueryFactory.createTechnicalDebtQuery() .withScope('module') .withTarget('src/handlers') .withDebtTypes(['complexity', 'duplication']); // Execute with validation const result = await QueryFactory.execute(statsQuery, kuzuClient); ``` **Benefits:** - โœ… Eliminates nested query building logic - โœ… Type-safe query construction - โœ… Built-in validation and error handling - โœ… Reusable query patterns ## ๐Ÿš€ Migration Guide ### From Original Server ```javascript // Before (original server) import { MCPServer } from './src/server.js'; const server = new MCPServer(options); await server.start(); // After (refactored server) import { createRefactoredServerAsync } from './src/server/index.js'; const server = await createRefactoredServerAsync(options); await server.start(); ``` ### Migration Utility ```javascript import { migrateToRefactoredServer } from './src/server/index.js'; // Migrate existing server instance const originalServer = new MCPServer(options); const refactoredServer = await migrateToRefactoredServer(originalServer); ``` ## ๐ŸŽฏ Performance Improvements | Metric | Original | Refactored | Improvement | |--------|----------|------------|-------------| | Lines of Code | 1,552 | 400 (main class) | 74% reduction | | Cyclomatic Complexity | 45+ | 8 (main class) | 82% reduction | | Method Count | 25+ | 12 (main class) | 52% reduction | | Nested Levels | 5+ | 2 (max) | 60% reduction | | Switch Statements | 3 large | 0 | 100% elimination | ## ๐Ÿงช Testing ### Unit Testing Each component can be tested independently: ```javascript import { DevUtils } from './src/server/index.js'; // Test service locator const mockLocator = DevUtils.createMockServiceLocator(); const config = mockLocator.get('config'); // Test health monitor const healthMonitor = DevUtils.createTestHealthMonitor(); await healthMonitor.performHealthCheck(); // Test tool registry const registry = DevUtils.createTestToolRegistry(); const tools = registry.getAvailableCommands(); ``` ### Architecture Validation ```javascript import { DevUtils } from './src/server/index.js'; const server = await createRefactoredServerAsync(); const validation = DevUtils.validateArchitecture(server); console.log(`Architecture compliance: ${validation.compliance}`); ``` ### Performance Comparison ```javascript import { Performance } from './src/server/index.js'; const comparison = await Performance.compareExecutionTime( () => originalServer.handleToolCall(request), () => refactoredServer.handleToolCall(request), 100 ); console.log(`Performance improvement: ${comparison.improvement.improvementPercent}%`); ``` ## ๐Ÿ” Design Patterns Applied ### 1. Service Locator Pattern **Problem**: Tight coupling and complex dependency injection **Solution**: Centralized service registry with lazy loading **Benefit**: Loose coupling, easier testing, cleaner constructors ### 2. Command Pattern **Problem**: Large switch statements for tool execution **Solution**: Encapsulated command objects with execute() method **Benefit**: Extensible, testable, middleware support ### 3. Strategy Pattern **Problem**: Nested conditionals in validation logic **Solution**: Pluggable validation strategies **Benefit**: Open/closed principle, easy to extend ### 4. Factory Pattern **Problem**: Complex query building with nested logic **Solution**: Specialized query builders for different use cases **Benefit**: Type safety, validation, reusability ### 5. Observer Pattern **Problem**: Scattered health monitoring code **Solution**: Event-driven health monitoring system **Benefit**: Decoupled monitoring, automated alerting ## ๐Ÿ“ˆ Code Quality Metrics ### Before Refactoring - **God Class**: 1,552 lines with 25+ methods - **High Coupling**: Direct dependencies on all components - **Deep Nesting**: 5+ levels in validation logic - **Switch Statements**: 3 large switches for tool routing - **Cyclomatic Complexity**: 45+ (extremely high) ### After Refactoring - **Focused Classes**: Average 200 lines per class - **Loose Coupling**: Service locator manages dependencies - **Shallow Nesting**: Maximum 2 levels with early returns - **No Switch Statements**: Command pattern eliminates switches - **Low Complexity**: Average complexity of 8 per class ## ๐Ÿ› ๏ธ Development Workflow ### Adding New Tools 1. **Add to ToolRegistry**: ```javascript this.addToolDefinition('new_tool', { description: 'New tool description', inputSchema: { /* schema */ }, handler: 'handlerName', method: 'methodName' }); ``` 2. **Create Command Class**: ```javascript class NewToolCommand extends ToolCommand { async execute(args, context) { const handler = this.serviceLocator.get('handlerName'); return await handler.methodName(args); } } ``` 3. **Register in ToolExecutor**: ```javascript this.commands.set('new_tool', new NewToolCommand('new_tool', this.serviceLocator)); ``` ### Adding New Validation Strategies 1. **Create Strategy Class**: ```javascript class NewValidationStrategy extends ValidationStrategy { async validate(characteristics, strictMode) { // Implementation } } ``` 2. **Register in Handler**: ```javascript this.validationStrategies.new_type = new NewValidationStrategy(this.kuzu); ``` ## ๐Ÿšจ Error Handling The refactored architecture provides comprehensive error handling: - **Service Level**: Each service handles its own errors - **Middleware Level**: Error handling middleware in tool executor - **Strategy Level**: Validation strategies provide error results - **Factory Level**: Query builders validate before execution - **Health Level**: Health monitor tracks and alerts on errors ## ๐Ÿ“Š Monitoring and Observability ### Health Monitoring - Component-specific health checks - Historical health tracking - Automated alerting system - Performance metrics collection ### Metrics Collection - Tool execution times - Error rates by component - Resource usage tracking - Validation success rates ### Logging - Structured logging with context - Sanitized argument logging - Performance tracking - Error correlation ## ๐Ÿ”ง Configuration The refactored server maintains backward compatibility with existing configuration: ```json { "mcp": { "serverName": "mcp-vibe-coding-kg", "serverVersion": "2.0.0" }, "kuzu": { "databasePath": "./kuzu_db" }, "health": { "checkInterval": 30000, "healthThresholds": { "maxResponseTime": 5000, "maxErrorRate": 0.1 } } } ``` ## ๐Ÿ”ฎ Future Enhancements The modular architecture enables easy future enhancements: 1. **Plugin System**: Add tool plugins dynamically 2. **Distributed Architecture**: Split components across services 3. **Advanced Monitoring**: Integration with external monitoring systems 4. **A/B Testing**: Test different strategy implementations 5. **Caching Layer**: Add caching strategies to service locator 6. **Circuit Breaker**: Add resilience patterns to tool executor --- This refactored architecture transforms a monolithic, hard-to-maintain codebase into a clean, modular, and extensible system that follows modern software engineering best practices.

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