Ensures that the updateTask (single task) doesn't change the title of the task.
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# Task ID: 23
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# Title: Implement MCP Server Functionality for Task Master using FastMCP
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# Title: Complete MCP Server Implementation for Task Master using FastMCP
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# Status: pending
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# Dependencies: 22
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# Priority: medium
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# Description: Extend Task Master to function as an MCP server by leveraging FastMCP's JavaScript/TypeScript implementation for efficient context management services.
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# Description: Finalize the MCP server functionality for Task Master by leveraging FastMCP's capabilities, transitioning from CLI-based execution to direct function imports, and optimizing performance, authentication, and context management.
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# Details:
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This task involves implementing the Model Context Protocol server capabilities within Task Master. The implementation should:
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This task involves completing the Model Context Protocol (MCP) server implementation for Task Master using FastMCP. Key updates include:
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1. Create a new module `mcp-server.js` that implements the core MCP server functionality
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2. Implement the required MCP endpoints:
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- `/context` - For retrieving and updating context
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- `/models` - For listing available models
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- `/execute` - For executing operations with context
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3. Develop a context management system that can:
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- Store and retrieve context data efficiently
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- Handle context windowing and truncation when limits are reached
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- Support context metadata and tagging
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4. Add authentication and authorization mechanisms for MCP clients
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5. Implement proper error handling and response formatting according to MCP specifications
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6. Create configuration options in Task Master to enable/disable the MCP server functionality
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7. Add documentation for how to use Task Master as an MCP server
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8. Ensure the implementation is compatible with existing MCP clients
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9. Optimize for performance, especially for context retrieval operations
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10. Add logging for MCP server operations
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1. Transition from CLI-based execution to direct Task Master function imports for improved performance and reliability.
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2. Enhance authentication and authorization mechanisms using FastMCP's built-in capabilities (e.g., API keys, OAuth, or JWT).
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3. Refactor context management to align with best practices for handling large context windows, metadata, and tagging.
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4. Optimize server performance by leveraging FastMCP's efficient transport mechanisms (e.g., stdio or SSE) and implementing caching for frequently accessed contexts.
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5. Integrate the ModelContextProtocol SDK directly to streamline resource and tool registration.
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6. Update documentation to include examples of using the MCP server with FastMCP, detailed setup instructions, and client integration guides.
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The implementation should follow RESTful API design principles and should be able to handle concurrent requests from multiple clients.
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The implementation must ensure compatibility with existing MCP clients and follow RESTful API design principles, while supporting concurrent requests and maintaining robust error handling.
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# Test Strategy:
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Testing for the MCP server functionality should include:
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Testing for the updated MCP server functionality should include:
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1. Unit tests:
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- Test each MCP endpoint handler function independently
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- Verify context storage and retrieval mechanisms
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- Test authentication and authorization logic
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- Validate error handling for various failure scenarios
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- Validate direct function imports for Task Master tools.
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- Test updated authentication and authorization mechanisms.
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- Verify context management operations (CRUD, metadata, windowing).
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2. Integration tests:
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- Set up a test MCP server instance
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- Test complete request/response cycles for each endpoint
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- Verify context persistence across multiple requests
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- Test with various payload sizes and content types
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- Test the MCP server with FastMCP's stdio and SSE transport modes.
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- Verify end-to-end request/response cycles for each endpoint.
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- Ensure compatibility with the ModelContextProtocol SDK.
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3. Compatibility tests:
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- Test with existing MCP client libraries
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- Verify compliance with the MCP specification
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- Ensure backward compatibility with any MCP versions supported
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3. Performance tests:
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- Benchmark response times for context operations with large datasets.
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- Test caching mechanisms and concurrent request handling.
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- Measure memory usage and server stability under load.
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4. Performance tests:
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- Measure response times for context operations with various context sizes
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- Test concurrent request handling
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- Verify memory usage remains within acceptable limits during extended operation
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4. Security tests:
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- Validate the robustness of authentication/authorization mechanisms.
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- Test for vulnerabilities such as injection attacks, CSRF, and unauthorized access.
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5. Security tests:
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- Verify authentication mechanisms cannot be bypassed
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- Test for common API vulnerabilities (injection, CSRF, etc.)
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5. Documentation validation:
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- Ensure all examples in the documentation are accurate and functional.
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- Verify manual testing workflows using tools like curl or Postman.
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All tests should be automated and included in the CI/CD pipeline. Documentation should include examples of how to test the MCP server functionality manually using tools like curl or Postman.
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All tests should be automated and integrated into the CI/CD pipeline to ensure consistent quality.
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# Subtasks:
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## 1. Create Core MCP Server Module and Basic Structure [done]
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@@ -153,15 +140,17 @@ Testing approach:
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### Details:
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Implementation steps:
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1. Profile the MCP server to identify performance bottlenecks
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2. Implement caching mechanisms for frequently accessed contexts
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3. Optimize context serialization and deserialization
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4. Add connection pooling for database operations (if applicable)
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5. Implement request batching for bulk operations
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6. Create comprehensive API documentation with examples
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7. Add setup and configuration guides to the Task Master documentation
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8. Create example client implementations
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9. Add monitoring endpoints for server health and metrics
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10. Implement graceful degradation under high load
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2. Replace CLI-based execution with direct Task Master function imports
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3. Implement caching mechanisms for frequently accessed contexts
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4. Optimize context serialization and deserialization
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5. Leverage FastMCP's efficient transport mechanisms (stdio or SSE)
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6. Add connection pooling for database operations (if applicable)
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7. Implement request batching for bulk operations
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8. Create comprehensive API documentation with examples
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9. Add setup and configuration guides to the Task Master documentation
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10. Create example client implementations
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11. Add monitoring endpoints for server health and metrics
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12. Implement graceful degradation under high load
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Testing approach:
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- Load testing with simulated concurrent clients
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@@ -171,3 +160,19 @@ Testing approach:
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- Test monitoring endpoints
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- Perform stress testing to identify failure points
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## 6. Refactor MCP Server to Leverage ModelContextProtocol SDK [pending]
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### Dependencies: 23.1, 23.2, 23.3
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### Description: Integrate the ModelContextProtocol SDK directly into the MCP server implementation to streamline tool registration and resource handling.
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### Details:
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Implementation steps:
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1. Replace manual tool registration with ModelContextProtocol SDK methods.
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2. Use SDK utilities to simplify resource and template management.
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3. Ensure compatibility with FastMCP's transport mechanisms.
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4. Update server initialization to include SDK-based configurations.
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Testing approach:
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- Verify SDK integration with all MCP endpoints.
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- Test resource and template registration using SDK methods.
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- Validate compatibility with existing MCP clients.
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- Benchmark performance improvements from SDK integration.
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