float-mcp

Enhanced auto-implementation with intelligent code generation and testing. Arguments: $ARGUMENTS ## Intelligent Auto-Implementation Advanced implementation with context awareness and quality checks. ### 1. **Pre-Implementation Analysis** Before starting: - Analyze task complexity and requirements - Check codebase patterns and conventions - Identify similar completed tasks - Assess test coverage needs - Detect potential risks ### 2. **Smart Implementation Strategy** Based on task type and context: **Feature Tasks** 1. Research existing patterns 2. Design component architecture 3. Implement with tests 4. Integrate with system 5. Update documentation **Bug Fix Tasks** 1. Reproduce issue 2. Identify root cause 3. Implement minimal fix 4. Add regression tests 5. Verify side effects **Refactoring Tasks** 1. Analyze current structure 2. Plan incremental changes 3. Maintain test coverage 4. Refactor step-by-step 5. Verify behavior unchanged ### 3. **Code Intelligence** **Pattern Recognition** - Learn from existing code - Follow team conventions - Use preferred libraries - Match style guidelines **Test-Driven Approach** - Write tests first when possible - Ensure comprehensive coverage - Include edge cases - Performance considerations ### 4. **Progressive Implementation** Step-by-step with validation: ``` Step 1/5: Setting up component structure ✓ Step 2/5: Implementing core logic ✓ Step 3/5: Adding error handling ⚡ (in progress) Step 4/5: Writing tests ⏳ Step 5/5: Integration testing ⏳ Current: Adding try-catch blocks and validation... ``` ### 5. **Quality Assurance** Automated checks: - Linting and formatting - Test execution - Type checking - Dependency validation - Performance analysis ### 6. **Smart Recovery** If issues arise: - Diagnostic analysis - Suggestion generation - Fallback strategies - Manual intervention points - Learning from failures ### 7. **Post-Implementation** After completion: - Generate PR description - Update documentation - Log lessons learned - Suggest follow-up tasks - Update task relationships Result: High-quality, production-ready implementations.