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claude-task-master/.taskmaster/tasks/task_027.txt
2025-05-31 16:21:03 +02:00

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# Task ID: 27
# Title: Implement Context Enhancements for AI Operations
# Status: pending
# Dependencies: 26
# Priority: high
# Description: Enhance the basic context integration with more sophisticated code context extraction, task history awareness, and PRD integration to provide richer context for AI operations.
# Details:
Building upon the foundational context implementation in Task #26, implement Phase 2 context enhancements:
1. Add Code Context Extraction Feature:
- Create a `--context-code <pattern>` option for all AI commands
- Implement glob-based file matching to extract code from specified patterns
- Create intelligent code parsing to extract most relevant sections (function signatures, classes, exports)
- Implement token usage optimization by selecting key structural elements
- Add formatting for code context with proper file paths and syntax indicators
2. Implement Task History Context:
- Add a `--context-tasks <ids>` option for AI commands
- Support comma-separated task IDs and a "similar" option to find related tasks
- Create functions to extract context from specified tasks or find similar tasks
- Implement formatting for task context with clear section markers
- Add validation and error handling for non-existent task IDs
3. Add PRD Context Integration:
- Create a `--context-prd <file>` option for AI commands
- Implement PRD text extraction and intelligent summarization
- Add formatting for PRD context with appropriate section markers
- Integrate with the existing PRD parsing functionality from Task #6
4. Improve Context Formatting and Integration:
- Create a standardized context formatting system
- Implement type-based sectioning for different context sources
- Add token estimation for different context types to manage total prompt size
- Enhance prompt templates to better integrate various context types
These enhancements will provide significantly richer context for AI operations, resulting in more accurate and relevant outputs while remaining practical to implement.
# Test Strategy:
Testing should verify the enhanced context functionality:
1. Code Context Testing:
- Verify pattern matching works for different glob patterns
- Test code extraction with various file types and sizes
- Verify intelligent parsing correctly identifies important code elements
- Test token optimization by comparing full file extraction vs. optimized extraction
- Check code formatting in prompts sent to Claude API
2. Task History Testing:
- Test with different combinations of task IDs
- Verify "similar" option correctly identifies relevant tasks
- Test with non-existent task IDs to ensure proper error handling
- Verify formatting and integration in prompts
3. PRD Context Testing:
- Test with various PRD files of different sizes
- Verify summarization functions correctly when PRDs are too large
- Test integration with prompts and formatting
4. Performance Testing:
- Measure the impact of context enrichment on command execution time
- Test with large code bases to ensure reasonable performance
- Verify token counting and optimization functions work as expected
5. Quality Assessment:
- Compare AI outputs with Phase 1 vs. Phase 2 context to measure improvements
- Create test cases that specifically benefit from code context
- Create test cases that benefit from task history context
Focus testing on practical use cases that demonstrate clear improvements in AI-generated outputs.
# Subtasks:
## 1. Implement Code Context Extraction Feature [pending]
### Dependencies: None
### Description: Create a --context-code <pattern> option for AI commands and implement glob-based file matching to extract relevant code sections
### Details:
## 2. Implement Task History Context Integration [pending]
### Dependencies: None
### Description: Add a --context-tasks option for AI commands that supports finding and extracting context from specified or similar tasks
### Details:
## 3. Add PRD Context Integration [pending]
### Dependencies: None
### Description: Implement a --context-prd option for AI commands that extracts and formats content from PRD files
### Details:
## 4. Create Standardized Context Formatting System [pending]
### Dependencies: None
### Description: Implement a consistent formatting system for different context types with section markers and token optimization
### Details: