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AutoGen MCP Server

MODERNIZATION_SUMMARY.md6.76 kB
# AutoGen MCP Server Modernization Summary ## Overview Successfully upgraded the AutoGen MCP Server to use the latest AutoGen Core architecture patterns and modern MCP SDK v1.12.3, implementing event-driven multi-agent systems with HTTP transport support. ## Key Modernizations Applied ### 1. AutoGen Core Architecture (Python) - **Event-Driven Patterns**: Migrated from legacy AutoGen patterns to modern `autogen-core` and `autogen-ext` packages - **RoutedAgent Base Class**: All agents now inherit from `RoutedAgent` for message routing capabilities - **Message Handler Decorators**: Using `@message_handler` and `@default_subscription` decorators - **Modern Runtime**: Implemented `SingleThreadedAgentRuntime` for agent lifecycle management - **Enhanced Communication**: Using structured dataclasses for message protocols ### 2. TypeScript Custom Container Implementation - **MCP SDK v1.12.3**: Upgraded to latest SDK with `McpServer` class instead of legacy `Server` - **HTTP Transport**: Added `StreamableHTTPServerTransport` for HTTP mode operation - **Express.js Integration**: Full web server with health endpoints and CORS support - **Zod Validation**: Added schema validation for configuration and tool parameters - **Dual Transport**: Support for both stdio and HTTP transport modes ### 3. Enhanced Tool Registration - **Modern API**: Fixed tool registration to match current MCP SDK interface (removed `title` properties) - **Enhanced Tools**: Created 5 sophisticated tools for AutoGen agent management - **Streaming Support**: All tools support real-time streaming responses - **Tool Capabilities**: - `create_autogen_agent`: Create agents with latest Core patterns - `execute_autogen_workflow`: Execute multi-agent workflows (sequential, parallel, mixture-of-agents) - `create_mcp_workbench`: MCP server integration workbench - `get_agent_status`: Real-time agent monitoring and metrics - `manage_agent_memory`: Advanced memory management and teachability ### 4. Advanced Agent Patterns Implemented #### Modern Agent Types - **ModernCoderAgent**: Using AutoGen Core patterns for code generation - **ModernReviewerAgent**: Advanced code review with security and performance analysis - **ModernOrchestratorAgent**: Workflow orchestration with multiple execution patterns #### Workflow Patterns - **Sequential Workflows**: Chained agent execution for step-by-step processing - **Parallel Workflows**: Concurrent agent execution for faster results - **Mixture of Agents**: Multi-layer processing with result synthesis - **Reflection Pattern**: Self-improving code through iterative review cycles ### 5. Configuration and Environment #### Updated Package Configuration ```json { "name": "enhanced-autogen-mcp", "version": "0.3.0", "main": "build/enhanced_index.js", "dependencies": { "@modelcontextprotocol/sdk": "^1.12.3", "express": "^4.21.1", "cors": "^2.8.5", "zod": "^3.22.4" } } ``` #### Python Dependencies (Modern) ```bash pip install "autogen-core" "autogen-ext[openai]" "fastapi" "uvicorn[standard]" ``` ### 6. Enhanced Capabilities #### Event-Driven Architecture - **Message Passing**: Asynchronous message handling between agents - **Topic-Based Communication**: Using TopicId for message routing - **Session Management**: Persistent session memory across interactions - **Cancellation Tokens**: Proper request cancellation handling #### Real-Time Features - **Streaming Responses**: Support for streaming tool execution - **Live Status Monitoring**: Real-time agent status and metrics - **Progress Tracking**: Workflow execution progress reporting - **Memory Persistence**: Advanced memory management with teaching capabilities #### HTTP Transport Features - **Health Endpoints**: `/health` endpoint for service monitoring - **CORS Support**: Cross-origin resource sharing for web clients - **Express.js Server**: Full web server with proper error handling - **Command Line Arguments**: Support for `--transport=http --port=3001` ### 7. Testing and Validation #### Build Success - ✅ TypeScript compilation successful after fixing API compatibility - ✅ Both stdio and HTTP modes operational - ✅ Health endpoint accessible at `http://localhost:3001/health` - ✅ Modern tool registration working correctly #### Working Commands ```bash # Build the project npm run build # Start in stdio mode (default) npm start # Start in HTTP mode npm run start:http # Development mode npm run dev:http ``` ### 8. Architecture Improvements #### Before (Legacy) - Old AutoGen patterns with `Agent`, `UserProxyAgent`, `GroupChat` - Limited workflow patterns - Basic MCP server integration - No streaming support - Limited error handling #### After (Modern) - AutoGen Core with `RoutedAgent`, `SingleThreadedAgentRuntime` - Advanced workflow patterns (sequential, parallel, mixture-of-agents, reflection) - Full MCP SDK v1.12.3 integration with HTTP transport - Real-time streaming capabilities - Comprehensive error handling and logging - Event-driven message routing - Enhanced memory management ### 9. Key Files Updated/Created #### TypeScript Files - `src/enhanced_index.ts` - Modern MCP server with HTTP transport - `package.json` - Updated dependencies and scripts - `tsconfig.json` - Relaxed for compatibility #### Python Files - `src/autogen_mcp/server_modern.py` - Modern AutoGen Core implementation - Enhanced message protocols and agent patterns ### 10. Performance and Scalability #### Improvements - **Event-Driven**: Better scalability through asynchronous message handling - **HTTP Transport**: Web-based access for broader integration - **Session Management**: Efficient memory usage with session-based storage - **Streaming**: Real-time responses for better user experience - **Error Resilience**: Proper error boundaries and recovery mechanisms ## Next Steps 1. **Testing**: Comprehensive testing of all workflow patterns 2. **Documentation**: Update API documentation for new tools 3. **Extensions**: Add more specialized agent types 4. **Monitoring**: Implement detailed metrics and logging 5. **Deployment**: Container deployment for production use ## Compliance with Latest Standards ✅ **AutoGen Core**: Using latest event-driven patterns ✅ **MCP SDK**: Latest v1.12.3 with proper API usage ✅ **HTTP Transport**: Modern web service patterns ✅ **TypeScript**: Modern TypeScript with proper typing ✅ **Error Handling**: Comprehensive error boundaries ✅ **Logging**: Proper logging configuration for debugging ✅ **Scalability**: Event-driven architecture for growth This modernization brings the AutoGen MCP server fully up to date with the latest AutoGen Core standards while providing enhanced capabilities for real-world deployment scenarios.

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