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feat: Implement YAML-first declarative intelligence architecture
Revolutionary transformation from hardcoded Python intelligence to hot-reloadable YAML patterns, enabling dynamic configuration without code changes. ## Phase 1: Foundation Intelligence Complete ### YAML Intelligence Patterns (6 files) - intelligence_patterns.yaml: Multi-dimensional pattern recognition with adaptive learning - mcp_orchestration.yaml: Server selection decision trees with load balancing - hook_coordination.yaml: Parallel execution patterns with dependency resolution - performance_intelligence.yaml: Resource zones and auto-optimization triggers - validation_intelligence.yaml: Health scoring and proactive diagnostic patterns - user_experience.yaml: Project detection and smart UX adaptations ### Python Infrastructure Enhanced (4 components) - intelligence_engine.py: Generic YAML pattern interpreter with hot-reload - learning_engine.py: Enhanced with YAML intelligence integration - yaml_loader.py: Added intelligence configuration helper methods - validate_system.py: New YAML-driven validation with health scoring ### Key Features Implemented - Hot-reload intelligence: Update patterns without code changes or restarts - Declarative configuration: All intelligence logic expressed in YAML - Graceful fallbacks: System works correctly even with missing YAML files - Multi-pattern coordination: Intelligent recommendations from multiple sources - Health scoring: Component-weighted validation with predictive diagnostics - Generic architecture: Single engine consumes all intelligence pattern types ### Testing Results ✅ All components integrate correctly ✅ Hot-reload mechanism functional ✅ Graceful error handling verified ✅ YAML-driven validation operational ✅ Health scoring system working (detected real system issues) This enables users to modify intelligence behavior by editing YAML files, add new pattern types without coding, and hot-reload improvements in real-time. 🤖 Generated with [Claude Code](https://claude.ai/code) Co-Authored-By: Claude <noreply@anthropic.com>
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NomenAK
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Framework-Hooks/config/hook_coordination.yaml
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Framework-Hooks/config/hook_coordination.yaml
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# Hook Coordination Configuration
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# Intelligent hook execution patterns, dependency resolution, and optimization
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# Enables smart coordination of all Framework-Hooks lifecycle events
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# Metadata
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version: "1.0.0"
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last_updated: "2025-01-06"
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description: "Hook coordination and execution intelligence patterns"
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# Hook Execution Patterns
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execution_patterns:
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parallel_execution:
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# Independent hooks that can run simultaneously
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groups:
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- name: "independent_analysis"
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hooks: ["compression_engine", "pattern_detection"]
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description: "Compression and pattern analysis can run independently"
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max_parallel: 2
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timeout: 5000 # ms
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- name: "intelligence_gathering"
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hooks: ["mcp_intelligence", "learning_engine"]
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description: "MCP and learning intelligence can run in parallel"
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max_parallel: 2
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timeout: 3000 # ms
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- name: "background_optimization"
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hooks: ["performance_monitor", "cache_management"]
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description: "Performance monitoring and cache operations"
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max_parallel: 2
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timeout: 2000 # ms
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sequential_execution:
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# Hooks that must run in specific order
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chains:
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- name: "session_lifecycle"
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sequence: ["session_start", "pre_tool_use", "post_tool_use", "stop"]
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description: "Core session lifecycle must be sequential"
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mandatory: true
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break_on_error: true
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- name: "context_preparation"
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sequence: ["session_start", "context_loading", "pattern_detection"]
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description: "Context must be prepared before pattern analysis"
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conditional: {session_type: "complex"}
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- name: "optimization_chain"
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sequence: ["compression_engine", "performance_monitor", "learning_engine"]
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description: "Optimization workflow sequence"
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trigger: {optimization_mode: true}
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conditional_execution:
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# Hooks that execute based on context conditions
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rules:
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- hook: "compression_engine"
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conditions:
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- resource_usage: ">0.75"
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- conversation_length: ">50"
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- enable_compression: true
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priority: "high"
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- hook: "pattern_detection"
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conditions:
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- complexity_score: ">0.5"
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- enable_pattern_analysis: true
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OR:
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- operation_type: ["analyze", "review", "debug"]
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priority: "medium"
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- hook: "mcp_intelligence"
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conditions:
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- mcp_servers_available: true
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- operation_requires_mcp: true
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priority: "high"
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- hook: "learning_engine"
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conditions:
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- learning_enabled: true
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- session_type: ["interactive", "complex"]
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priority: "medium"
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- hook: "performance_monitor"
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conditions:
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- performance_monitoring: true
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OR:
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- complexity_score: ">0.7"
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- resource_usage: ">0.8"
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priority: "low"
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# Dependency Resolution
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dependency_resolution:
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hook_dependencies:
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# Define dependencies between hooks
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session_start:
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requires: []
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provides: ["session_context", "initial_state"]
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pre_tool_use:
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requires: ["session_context"]
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provides: ["tool_context", "pre_analysis"]
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depends_on: ["session_start"]
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compression_engine:
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requires: ["session_context"]
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provides: ["compression_config", "optimized_context"]
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optional_depends: ["session_start"]
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pattern_detection:
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requires: ["session_context"]
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provides: ["detected_patterns", "pattern_insights"]
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optional_depends: ["session_start", "compression_engine"]
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mcp_intelligence:
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requires: ["tool_context", "detected_patterns"]
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provides: ["mcp_recommendations", "server_selection"]
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depends_on: ["pre_tool_use"]
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optional_depends: ["pattern_detection"]
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post_tool_use:
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requires: ["tool_context", "tool_results"]
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provides: ["post_analysis", "performance_metrics"]
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depends_on: ["pre_tool_use"]
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learning_engine:
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requires: ["post_analysis", "performance_metrics"]
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provides: ["learning_insights", "adaptations"]
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depends_on: ["post_tool_use"]
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optional_depends: ["mcp_intelligence", "pattern_detection"]
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stop:
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requires: ["session_context"]
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provides: ["session_summary", "cleanup_status"]
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depends_on: ["session_start"]
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optional_depends: ["learning_engine", "post_tool_use"]
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resolution_strategies:
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# How to resolve dependency conflicts
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missing_dependency:
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strategy: "graceful_degradation"
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fallback: "skip_optional"
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circular_dependency:
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strategy: "break_weakest_link"
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priority_order: ["session_start", "pre_tool_use", "post_tool_use", "stop"]
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timeout_handling:
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strategy: "continue_without_dependency"
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timeout_threshold: 10000 # ms
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# Performance Optimization
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performance_optimization:
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execution_optimization:
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# Optimize hook execution based on context
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fast_path:
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conditions:
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- complexity_score: "<0.3"
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- operation_type: ["simple", "basic"]
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- resource_usage: "<0.5"
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optimizations:
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- skip_non_essential_hooks: true
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- reduce_analysis_depth: true
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- enable_aggressive_caching: true
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- parallel_where_possible: true
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comprehensive_path:
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conditions:
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- complexity_score: ">0.7"
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- operation_type: ["complex", "analysis"]
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- accuracy_priority: "high"
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optimizations:
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- enable_all_hooks: true
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- deep_analysis_mode: true
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- cross_hook_coordination: true
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- detailed_logging: true
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resource_management:
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# Manage resource usage across hooks
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resource_budgets:
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cpu_budget: 80 # percent
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memory_budget: 70 # percent
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time_budget: 15000 # ms total
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resource_allocation:
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session_lifecycle: 30 # percent of budget
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intelligence_hooks: 40 # percent
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optimization_hooks: 30 # percent
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caching_strategies:
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# Hook result caching
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cacheable_hooks:
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- hook: "pattern_detection"
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cache_key: ["session_context", "operation_type"]
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cache_duration: 300 # seconds
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- hook: "mcp_intelligence"
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cache_key: ["operation_context", "available_servers"]
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cache_duration: 600 # seconds
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- hook: "compression_engine"
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cache_key: ["context_size", "compression_level"]
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cache_duration: 1800 # seconds
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# Context-Aware Execution
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context_awareness:
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operation_context:
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# Adapt execution based on operation context
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context_patterns:
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- context_type: "ui_development"
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hook_priorities: ["mcp_intelligence", "pattern_detection", "compression_engine"]
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preferred_execution: "fast_parallel"
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- context_type: "code_analysis"
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hook_priorities: ["pattern_detection", "mcp_intelligence", "learning_engine"]
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preferred_execution: "comprehensive_sequential"
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- context_type: "performance_optimization"
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hook_priorities: ["performance_monitor", "compression_engine", "pattern_detection"]
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preferred_execution: "resource_optimized"
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user_preferences:
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# Adapt to user preferences and patterns
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preference_patterns:
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- user_type: "performance_focused"
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optimizations: ["aggressive_caching", "parallel_execution", "skip_optional"]
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- user_type: "quality_focused"
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optimizations: ["comprehensive_analysis", "detailed_validation", "full_coordination"]
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- user_type: "speed_focused"
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optimizations: ["fast_path", "minimal_hooks", "cached_results"]
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# Error Handling and Recovery
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error_handling:
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error_recovery:
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# Hook failure recovery strategies
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recovery_strategies:
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- error_type: "timeout"
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recovery: "continue_without_hook"
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log_level: "warning"
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- error_type: "dependency_missing"
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recovery: "graceful_degradation"
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log_level: "info"
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- error_type: "critical_failure"
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recovery: "abort_and_cleanup"
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log_level: "error"
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resilience_patterns:
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# Make hook execution resilient
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resilience_features:
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retry_failed_hooks: true
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max_retries: 2
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retry_backoff: "exponential" # linear, exponential
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graceful_degradation: true
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fallback_to_basic: true
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preserve_essential_hooks: ["session_start", "stop"]
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error_isolation: true
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prevent_error_cascade: true
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maintain_session_integrity: true
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# Hook Lifecycle Management
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lifecycle_management:
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hook_states:
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# Track hook execution states
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state_tracking:
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- pending
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- initializing
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- running
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- completed
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- failed
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- skipped
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- timeout
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lifecycle_events:
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# Events during hook execution
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event_handlers:
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before_hook_execution:
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actions: ["validate_dependencies", "check_resources", "prepare_context"]
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after_hook_execution:
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actions: ["update_metrics", "cache_results", "trigger_dependent_hooks"]
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hook_failure:
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actions: ["log_error", "attempt_recovery", "notify_dependent_hooks"]
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monitoring:
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# Monitor hook execution
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performance_tracking:
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track_execution_time: true
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track_resource_usage: true
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track_success_rate: true
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track_dependency_resolution: true
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health_monitoring:
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hook_health_checks: true
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dependency_health_checks: true
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performance_degradation_detection: true
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# Dynamic Configuration
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dynamic_configuration:
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adaptive_execution:
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# Adapt execution patterns based on performance
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adaptation_triggers:
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- performance_degradation: ">20%"
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action: "switch_to_fast_path"
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- error_rate: ">10%"
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action: "enable_resilience_mode"
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- resource_pressure: ">90%"
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action: "reduce_hook_scope"
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learning_integration:
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# Learn from hook execution patterns
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learning_features:
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learn_optimal_execution_order: true
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learn_user_preferences: true
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learn_performance_patterns: true
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adapt_to_project_context: true
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Framework-Hooks/config/intelligence_patterns.yaml
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Framework-Hooks/config/intelligence_patterns.yaml
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# Intelligence Patterns Configuration
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# Core learning intelligence patterns for SuperClaude Framework-Hooks
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# Defines multi-dimensional pattern recognition, adaptive learning, and intelligence behaviors
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# Metadata
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version: "1.0.0"
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last_updated: "2025-01-06"
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description: "Core intelligence patterns for declarative learning and adaptation"
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# Learning Intelligence Configuration
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learning_intelligence:
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pattern_recognition:
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# Multi-dimensional pattern analysis
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dimensions:
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primary:
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- context_type # Type of operation context
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- complexity_score # Operation complexity (0.0-1.0)
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- operation_type # Category of operation
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- performance_score # Performance effectiveness (0.0-1.0)
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secondary:
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- file_count # Number of files involved
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- directory_count # Number of directories
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- mcp_server # MCP server involved
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- user_expertise # Detected user skill level
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# Pattern signature generation
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signature_generation:
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method: "multi_dimensional_hash"
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include_context: true
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fallback_signature: "unknown_pattern"
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max_signature_length: 128
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# Pattern clustering for similar behavior grouping
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clustering:
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algorithm: "k_means"
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min_cluster_size: 3
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max_clusters: 20
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similarity_threshold: 0.8
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recalculate_interval: 100 # operations
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adaptive_learning:
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# Dynamic learning rate adjustment
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learning_rate:
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initial: 0.7
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min: 0.1
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max: 1.0
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adaptation_strategy: "confidence_based"
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# Confidence scoring
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confidence_scoring:
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base_confidence: 0.5
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consistency_weight: 0.4
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frequency_weight: 0.3
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recency_weight: 0.3
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# Effectiveness thresholds
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effectiveness_thresholds:
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learn_threshold: 0.7 # Minimum effectiveness to create adaptation
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confidence_threshold: 0.6 # Minimum confidence to apply adaptation
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forget_threshold: 0.3 # Below this, remove adaptation
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pattern_quality:
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# Pattern validation rules
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validation_rules:
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min_usage_count: 3
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max_consecutive_perfect_scores: 10
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effectiveness_variance_limit: 0.5
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required_dimensions: ["context_type", "operation_type"]
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# Quality scoring
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quality_metrics:
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diversity_score_weight: 0.4
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consistency_score_weight: 0.3
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usage_frequency_weight: 0.3
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# Pattern Analysis Configuration
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pattern_analysis:
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anomaly_detection:
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# Detect unusual patterns that might indicate issues
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anomaly_patterns:
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- name: "overfitting_detection"
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condition: {consecutive_perfect_scores: ">10"}
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severity: "medium"
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action: "flag_for_review"
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- name: "pattern_stagnation"
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condition: {no_new_patterns: ">30_days"}
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severity: "low"
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action: "suggest_pattern_diversity"
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- name: "effectiveness_degradation"
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condition: {effectiveness_trend: "decreasing", duration: ">7_days"}
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severity: "high"
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action: "trigger_pattern_analysis"
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trend_analysis:
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# Track learning trends over time
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tracking_windows:
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short_term: 24 # hours
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medium_term: 168 # hours (1 week)
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long_term: 720 # hours (30 days)
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trend_indicators:
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- effectiveness_trend
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- pattern_diversity_trend
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- confidence_trend
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- usage_frequency_trend
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# Intelligence Enhancement Patterns
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intelligence_enhancement:
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predictive_capabilities:
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# Predictive pattern matching
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prediction_horizon: 5 # operations ahead
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prediction_confidence_threshold: 0.7
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prediction_accuracy_tracking: true
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context_awareness:
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# Context understanding and correlation
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context_correlation:
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enable_cross_session: true
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enable_project_correlation: true
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enable_user_correlation: true
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correlation_strength_threshold: 0.6
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adaptive_strategies:
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# Strategy adaptation based on performance
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strategy_adaptation:
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performance_window: 20 # operations
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adaptation_threshold: 0.8
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rollback_threshold: 0.5
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max_adaptations_per_session: 5
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# Pattern Lifecycle Management
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lifecycle_management:
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pattern_evolution:
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# How patterns evolve over time
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evolution_triggers:
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- usage_count_milestone: [10, 50, 100, 500]
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- effectiveness_improvement: 0.1
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- confidence_improvement: 0.1
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evolution_actions:
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- promote_to_global
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- increase_weight
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- expand_context
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- merge_similar_patterns
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pattern_cleanup:
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# Automatic pattern cleanup
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cleanup_triggers:
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max_patterns: 1000
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unused_pattern_age: 30 # days
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low_effectiveness_threshold: 0.3
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cleanup_strategies:
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- archive_unused
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||||
- merge_similar
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- remove_ineffective
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- compress_historical
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||||
# Integration Configuration
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||||
integration:
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cache_management:
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||||
# Pattern caching for performance
|
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cache_patterns: true
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||||
cache_duration: 3600 # seconds
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||||
max_cache_size: 100 # patterns
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||||
cache_invalidation: "smart" # smart, time_based, usage_based
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||||
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||||
performance_optimization:
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||||
# Performance tuning
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||||
lazy_loading: true
|
||||
batch_processing: true
|
||||
background_analysis: true
|
||||
max_processing_time_ms: 100
|
||||
|
||||
compatibility:
|
||||
# Backwards compatibility
|
||||
support_legacy_patterns: true
|
||||
migration_assistance: true
|
||||
graceful_degradation: true
|
||||
@@ -3,8 +3,8 @@
|
||||
|
||||
# Core Logging Settings
|
||||
logging:
|
||||
enabled: true
|
||||
level: "INFO" # ERROR, WARNING, INFO, DEBUG
|
||||
enabled: false
|
||||
level: "ERROR" # ERROR, WARNING, INFO, DEBUG
|
||||
|
||||
# File Settings
|
||||
file_settings:
|
||||
@@ -14,10 +14,10 @@ logging:
|
||||
|
||||
# Hook Logging Settings
|
||||
hook_logging:
|
||||
log_lifecycle: true # Log hook start/end events
|
||||
log_decisions: true # Log decision points
|
||||
log_errors: true # Log error events
|
||||
log_timing: true # Include timing information
|
||||
log_lifecycle: false # Log hook start/end events
|
||||
log_decisions: false # Log decision points
|
||||
log_errors: false # Log error events
|
||||
log_timing: false # Include timing information
|
||||
|
||||
# Performance Settings
|
||||
performance:
|
||||
@@ -65,6 +65,6 @@ hook_configuration:
|
||||
|
||||
# Development Settings
|
||||
development:
|
||||
verbose_errors: true
|
||||
verbose_errors: false
|
||||
include_stack_traces: false # Keep logs clean
|
||||
debug_mode: false
|
||||
308
Framework-Hooks/config/mcp_orchestration.yaml
Normal file
308
Framework-Hooks/config/mcp_orchestration.yaml
Normal file
@@ -0,0 +1,308 @@
|
||||
# MCP Orchestration Configuration
|
||||
# Intelligent server selection, coordination, and load balancing patterns
|
||||
# Enables smart MCP server orchestration based on context and performance
|
||||
|
||||
# Metadata
|
||||
version: "1.0.0"
|
||||
last_updated: "2025-01-06"
|
||||
description: "MCP server orchestration intelligence patterns"
|
||||
|
||||
# Server Selection Intelligence
|
||||
server_selection:
|
||||
decision_tree:
|
||||
# UI/Design Operations
|
||||
- name: "ui_component_operations"
|
||||
conditions:
|
||||
keywords: ["component", "ui", "design", "frontend", "jsx", "tsx", "css"]
|
||||
OR:
|
||||
- operation_type: ["build", "implement", "design"]
|
||||
- file_extensions: [".jsx", ".tsx", ".vue", ".css", ".scss"]
|
||||
primary_server: "magic"
|
||||
support_servers: ["context7"]
|
||||
coordination_mode: "parallel"
|
||||
confidence: 0.9
|
||||
|
||||
# Analysis and Architecture Operations
|
||||
- name: "complex_analysis"
|
||||
conditions:
|
||||
AND:
|
||||
- complexity_score: ">0.7"
|
||||
- operation_type: ["analyze", "review", "debug", "troubleshoot"]
|
||||
OR:
|
||||
- file_count: ">10"
|
||||
- keywords: ["architecture", "system", "complex"]
|
||||
primary_server: "sequential"
|
||||
support_servers: ["context7", "serena"]
|
||||
coordination_mode: "sequential"
|
||||
confidence: 0.85
|
||||
|
||||
# Code Refactoring and Transformation
|
||||
- name: "code_refactoring"
|
||||
conditions:
|
||||
AND:
|
||||
- operation_type: ["refactor", "transform", "modify"]
|
||||
OR:
|
||||
- file_count: ">5"
|
||||
- complexity_score: ">0.5"
|
||||
- keywords: ["refactor", "cleanup", "optimize"]
|
||||
primary_server: "serena"
|
||||
support_servers: ["morphllm", "sequential"]
|
||||
coordination_mode: "hybrid"
|
||||
confidence: 0.8
|
||||
|
||||
# Documentation and Learning
|
||||
- name: "documentation_operations"
|
||||
conditions:
|
||||
keywords: ["document", "explain", "guide", "tutorial", "learn"]
|
||||
OR:
|
||||
- operation_type: ["document", "explain"]
|
||||
- file_extensions: [".md", ".rst", ".txt"]
|
||||
primary_server: "context7"
|
||||
support_servers: ["sequential"]
|
||||
coordination_mode: "sequential"
|
||||
confidence: 0.85
|
||||
|
||||
# Testing and Validation
|
||||
- name: "testing_operations"
|
||||
conditions:
|
||||
keywords: ["test", "validate", "check", "verify", "e2e"]
|
||||
OR:
|
||||
- operation_type: ["test", "validate"]
|
||||
- file_patterns: ["*test*", "*spec*", "*e2e*"]
|
||||
primary_server: "playwright"
|
||||
support_servers: ["sequential", "magic"]
|
||||
coordination_mode: "parallel"
|
||||
confidence: 0.8
|
||||
|
||||
# Fast Edits and Transformations
|
||||
- name: "fast_edits"
|
||||
conditions:
|
||||
AND:
|
||||
- complexity_score: "<0.4"
|
||||
- file_count: "<5"
|
||||
operation_type: ["edit", "modify", "fix", "update"]
|
||||
primary_server: "morphllm"
|
||||
support_servers: ["serena"]
|
||||
coordination_mode: "fallback"
|
||||
confidence: 0.7
|
||||
|
||||
# Fallback Strategy
|
||||
fallback_chain:
|
||||
default_primary: "sequential"
|
||||
fallback_sequence: ["context7", "serena", "morphllm", "magic", "playwright"]
|
||||
fallback_threshold: 3.0 # seconds timeout
|
||||
|
||||
# Load Balancing Intelligence
|
||||
load_balancing:
|
||||
health_monitoring:
|
||||
# Server health check configuration
|
||||
check_interval: 30 # seconds
|
||||
timeout: 5 # seconds
|
||||
retry_count: 3
|
||||
|
||||
health_metrics:
|
||||
- response_time
|
||||
- error_rate
|
||||
- request_queue_size
|
||||
- availability_percentage
|
||||
|
||||
performance_thresholds:
|
||||
# Performance-based routing thresholds
|
||||
response_time:
|
||||
excellent: 500 # ms
|
||||
good: 1000 # ms
|
||||
warning: 2000 # ms
|
||||
critical: 5000 # ms
|
||||
|
||||
error_rate:
|
||||
excellent: 0.01 # 1%
|
||||
good: 0.03 # 3%
|
||||
warning: 0.05 # 5%
|
||||
critical: 0.15 # 15%
|
||||
|
||||
queue_size:
|
||||
excellent: 0
|
||||
good: 2
|
||||
warning: 5
|
||||
critical: 10
|
||||
|
||||
routing_strategies:
|
||||
# Load balancing algorithms
|
||||
primary_strategy: "weighted_performance"
|
||||
strategies:
|
||||
round_robin:
|
||||
description: "Distribute requests evenly across healthy servers"
|
||||
weight_factor: "equal"
|
||||
|
||||
weighted_performance:
|
||||
description: "Route based on server performance metrics"
|
||||
weight_factors:
|
||||
response_time: 0.4
|
||||
error_rate: 0.3
|
||||
availability: 0.3
|
||||
|
||||
least_connections:
|
||||
description: "Route to server with fewest active connections"
|
||||
connection_tracking: true
|
||||
|
||||
performance_based:
|
||||
description: "Route to best-performing server"
|
||||
performance_window: 300 # seconds
|
||||
|
||||
# Cross-Server Coordination
|
||||
coordination_patterns:
|
||||
sequential_coordination:
|
||||
# When servers work in sequence
|
||||
patterns:
|
||||
- name: "analysis_then_implementation"
|
||||
sequence: ["sequential", "morphllm"]
|
||||
trigger: {operation: "implement", analysis_required: true}
|
||||
|
||||
- name: "research_then_build"
|
||||
sequence: ["context7", "magic"]
|
||||
trigger: {operation: "build", research_required: true}
|
||||
|
||||
- name: "plan_then_execute"
|
||||
sequence: ["sequential", "serena", "morphllm"]
|
||||
trigger: {complexity: ">0.7", operation: "refactor"}
|
||||
|
||||
parallel_coordination:
|
||||
# When servers work simultaneously
|
||||
patterns:
|
||||
- name: "ui_with_docs"
|
||||
parallel: ["magic", "context7"]
|
||||
trigger: {operation: "build", component_type: "ui"}
|
||||
synchronization: "merge_results"
|
||||
|
||||
- name: "test_with_validation"
|
||||
parallel: ["playwright", "sequential"]
|
||||
trigger: {operation: "test", validation_required: true}
|
||||
synchronization: "wait_all"
|
||||
|
||||
hybrid_coordination:
|
||||
# Mixed coordination patterns
|
||||
patterns:
|
||||
- name: "comprehensive_refactoring"
|
||||
phases:
|
||||
- phase: 1
|
||||
servers: ["sequential"] # Analysis
|
||||
wait_for_completion: true
|
||||
- phase: 2
|
||||
servers: ["serena", "morphllm"] # Parallel execution
|
||||
synchronization: "coordinate_changes"
|
||||
|
||||
# Dynamic Server Capabilities
|
||||
capability_assessment:
|
||||
dynamic_capabilities:
|
||||
# Assess server capabilities in real-time
|
||||
assessment_interval: 60 # seconds
|
||||
capability_metrics:
|
||||
- processing_speed
|
||||
- accuracy_score
|
||||
- specialization_match
|
||||
- current_load
|
||||
|
||||
capability_mapping:
|
||||
# Map operations to server capabilities
|
||||
magic:
|
||||
specializations: ["ui", "components", "design", "frontend"]
|
||||
performance_profile: "medium_latency_high_quality"
|
||||
optimal_load: 3
|
||||
|
||||
sequential:
|
||||
specializations: ["analysis", "debugging", "complex_reasoning"]
|
||||
performance_profile: "high_latency_high_quality"
|
||||
optimal_load: 2
|
||||
|
||||
context7:
|
||||
specializations: ["documentation", "learning", "research"]
|
||||
performance_profile: "low_latency_medium_quality"
|
||||
optimal_load: 5
|
||||
|
||||
serena:
|
||||
specializations: ["refactoring", "large_codebases", "semantic_analysis"]
|
||||
performance_profile: "medium_latency_high_precision"
|
||||
optimal_load: 3
|
||||
|
||||
morphllm:
|
||||
specializations: ["fast_edits", "transformations", "pattern_matching"]
|
||||
performance_profile: "low_latency_medium_quality"
|
||||
optimal_load: 4
|
||||
|
||||
playwright:
|
||||
specializations: ["testing", "validation", "browser_automation"]
|
||||
performance_profile: "high_latency_specialized"
|
||||
optimal_load: 2
|
||||
|
||||
# Error Handling and Recovery
|
||||
error_handling:
|
||||
retry_strategies:
|
||||
# Server error retry patterns
|
||||
exponential_backoff:
|
||||
initial_delay: 1 # seconds
|
||||
max_delay: 60 # seconds
|
||||
multiplier: 2
|
||||
max_retries: 3
|
||||
|
||||
graceful_degradation:
|
||||
# Fallback when servers fail
|
||||
degradation_levels:
|
||||
- level: 1
|
||||
strategy: "use_secondary_server"
|
||||
performance_impact: "minimal"
|
||||
|
||||
- level: 2
|
||||
strategy: "reduce_functionality"
|
||||
performance_impact: "moderate"
|
||||
|
||||
- level: 3
|
||||
strategy: "basic_operation_only"
|
||||
performance_impact: "significant"
|
||||
|
||||
circuit_breaker:
|
||||
# Circuit breaker pattern for failing servers
|
||||
failure_threshold: 5 # failures before opening circuit
|
||||
recovery_timeout: 30 # seconds before attempting recovery
|
||||
half_open_requests: 3 # test requests during recovery
|
||||
|
||||
# Performance Optimization
|
||||
performance_optimization:
|
||||
caching:
|
||||
# Server response caching
|
||||
enable_response_caching: true
|
||||
cache_duration: 300 # seconds
|
||||
max_cache_size: 100 # responses
|
||||
cache_key_strategy: "operation_context_hash"
|
||||
|
||||
request_optimization:
|
||||
# Request batching and optimization
|
||||
enable_request_batching: true
|
||||
batch_size: 3
|
||||
batch_timeout: 1000 # ms
|
||||
|
||||
predictive_routing:
|
||||
# Predict optimal server based on patterns
|
||||
enable_prediction: true
|
||||
prediction_model: "pattern_based"
|
||||
prediction_confidence_threshold: 0.7
|
||||
|
||||
# Monitoring and Analytics
|
||||
monitoring:
|
||||
metrics_collection:
|
||||
# Collect orchestration metrics
|
||||
collect_routing_decisions: true
|
||||
collect_performance_metrics: true
|
||||
collect_error_patterns: true
|
||||
retention_days: 30
|
||||
|
||||
analytics:
|
||||
# Server orchestration analytics
|
||||
routing_accuracy_tracking: true
|
||||
performance_trend_analysis: true
|
||||
optimization_recommendations: true
|
||||
|
||||
alerts:
|
||||
# Alert thresholds
|
||||
high_error_rate: 0.1 # 10%
|
||||
slow_response_time: 5000 # ms
|
||||
server_unavailable: true
|
||||
@@ -1,367 +1,59 @@
|
||||
# SuperClaude-Lite Modes Configuration
|
||||
# Mode detection patterns and behavioral configurations
|
||||
|
||||
# Mode Detection Patterns
|
||||
# Mode detection patterns for SuperClaude-Lite
|
||||
mode_detection:
|
||||
brainstorming:
|
||||
description: "Interactive requirements discovery and exploration"
|
||||
activation_type: "automatic"
|
||||
enabled: true
|
||||
trigger_patterns:
|
||||
- "I want to build"
|
||||
- "thinking about"
|
||||
- "not sure"
|
||||
- "maybe.*could"
|
||||
- "brainstorm"
|
||||
- "explore"
|
||||
- "figure out"
|
||||
- "unclear.*requirements"
|
||||
- "ambiguous.*needs"
|
||||
confidence_threshold: 0.7
|
||||
|
||||
trigger_patterns:
|
||||
vague_requests:
|
||||
- "i want to build"
|
||||
- "thinking about"
|
||||
- "not sure"
|
||||
- "maybe we could"
|
||||
- "what if we"
|
||||
- "considering"
|
||||
|
||||
exploration_keywords:
|
||||
- "brainstorm"
|
||||
- "explore"
|
||||
- "discuss"
|
||||
- "figure out"
|
||||
- "work through"
|
||||
- "think through"
|
||||
|
||||
uncertainty_indicators:
|
||||
- "maybe"
|
||||
- "possibly"
|
||||
- "perhaps"
|
||||
- "could we"
|
||||
- "would it be possible"
|
||||
- "wondering if"
|
||||
|
||||
project_initiation:
|
||||
- "new project"
|
||||
- "startup idea"
|
||||
- "feature concept"
|
||||
- "app idea"
|
||||
- "building something"
|
||||
|
||||
behavioral_settings:
|
||||
dialogue_style: "collaborative_non_presumptive"
|
||||
discovery_depth: "adaptive"
|
||||
context_retention: "cross_session"
|
||||
handoff_automation: true
|
||||
|
||||
integration:
|
||||
command_trigger: "/sc:brainstorm"
|
||||
mcp_servers: ["sequential", "context7"]
|
||||
quality_gates: ["requirements_clarity", "brief_completeness"]
|
||||
|
||||
auto_activate: true
|
||||
|
||||
task_management:
|
||||
description: "Multi-layer task orchestration with delegation and wave systems"
|
||||
activation_type: "automatic"
|
||||
confidence_threshold: 0.8
|
||||
|
||||
enabled: true
|
||||
trigger_patterns:
|
||||
multi_step_operations:
|
||||
- "build"
|
||||
- "implement"
|
||||
- "create"
|
||||
- "develop"
|
||||
- "set up"
|
||||
- "establish"
|
||||
|
||||
scope_indicators:
|
||||
- "system"
|
||||
- "feature"
|
||||
- "comprehensive"
|
||||
- "complete"
|
||||
- "entire"
|
||||
- "full"
|
||||
|
||||
complexity_indicators:
|
||||
- "complex"
|
||||
- "multiple"
|
||||
- "several"
|
||||
- "many"
|
||||
- "various"
|
||||
- "different"
|
||||
|
||||
- "multiple.*tasks"
|
||||
- "complex.*system"
|
||||
- "build.*comprehensive"
|
||||
- "coordinate.*work"
|
||||
- "large-scale.*operation"
|
||||
- "manage.*operations"
|
||||
- "comprehensive.*refactoring"
|
||||
- "authentication.*system"
|
||||
confidence_threshold: 0.7
|
||||
auto_activate: true
|
||||
auto_activation_thresholds:
|
||||
file_count: 3
|
||||
directory_count: 2
|
||||
complexity_score: 0.4
|
||||
operation_types: 2
|
||||
|
||||
delegation_strategies:
|
||||
files: "individual_file_analysis"
|
||||
folders: "directory_level_analysis"
|
||||
auto: "intelligent_auto_detection"
|
||||
|
||||
wave_orchestration:
|
||||
enabled: true
|
||||
strategies: ["progressive", "systematic", "adaptive", "enterprise"]
|
||||
|
||||
behavioral_settings:
|
||||
coordination_mode: "intelligent"
|
||||
parallel_optimization: true
|
||||
learning_integration: true
|
||||
analytics_tracking: true
|
||||
|
||||
|
||||
token_efficiency:
|
||||
description: "Intelligent token optimization with adaptive compression"
|
||||
activation_type: "automatic"
|
||||
confidence_threshold: 0.75
|
||||
|
||||
trigger_patterns:
|
||||
resource_constraints:
|
||||
- "context usage >75%"
|
||||
- "large-scale operations"
|
||||
- "resource constraints"
|
||||
- "memory pressure"
|
||||
|
||||
user_requests:
|
||||
- "brief"
|
||||
- "concise"
|
||||
- "compressed"
|
||||
- "short"
|
||||
- "efficient"
|
||||
- "minimal"
|
||||
|
||||
efficiency_needs:
|
||||
- "token optimization"
|
||||
- "resource optimization"
|
||||
- "efficiency"
|
||||
- "performance"
|
||||
|
||||
compression_levels:
|
||||
minimal: "0-40%"
|
||||
efficient: "40-70%"
|
||||
compressed: "70-85%"
|
||||
critical: "85-95%"
|
||||
emergency: "95%+"
|
||||
|
||||
behavioral_settings:
|
||||
symbol_systems: true
|
||||
abbreviation_systems: true
|
||||
selective_compression: true
|
||||
quality_preservation: 0.95
|
||||
|
||||
introspection:
|
||||
description: "Meta-cognitive analysis and framework troubleshooting"
|
||||
activation_type: "automatic"
|
||||
confidence_threshold: 0.6
|
||||
|
||||
trigger_patterns:
|
||||
self_analysis:
|
||||
- "analyze reasoning"
|
||||
- "examine decision"
|
||||
- "reflect on"
|
||||
- "thinking process"
|
||||
- "decision logic"
|
||||
|
||||
problem_solving:
|
||||
- "complex problem"
|
||||
- "multi-step"
|
||||
- "meta-cognitive"
|
||||
- "systematic thinking"
|
||||
|
||||
error_recovery:
|
||||
- "outcomes don't match"
|
||||
- "errors occur"
|
||||
- "unexpected results"
|
||||
- "troubleshoot"
|
||||
|
||||
framework_discussion:
|
||||
- "SuperClaude"
|
||||
- "framework"
|
||||
- "meta-conversation"
|
||||
- "system analysis"
|
||||
|
||||
behavioral_settings:
|
||||
analysis_depth: "meta_cognitive"
|
||||
transparency_level: "high"
|
||||
pattern_recognition: "continuous"
|
||||
learning_integration: "active"
|
||||
|
||||
# Mode Coordination Patterns
|
||||
mode_coordination:
|
||||
concurrent_modes:
|
||||
allowed_combinations:
|
||||
- ["brainstorming", "token_efficiency"]
|
||||
- ["task_management", "token_efficiency"]
|
||||
- ["introspection", "token_efficiency"]
|
||||
- ["task_management", "introspection"]
|
||||
|
||||
coordination_strategies:
|
||||
brainstorming_efficiency: "compress_non_dialogue_content"
|
||||
task_management_efficiency: "compress_session_metadata"
|
||||
introspection_efficiency: "selective_analysis_compression"
|
||||
|
||||
mode_transitions:
|
||||
brainstorming_to_task_management:
|
||||
trigger: "requirements_clarified"
|
||||
handoff_data: ["brief", "requirements", "constraints"]
|
||||
|
||||
task_management_to_introspection:
|
||||
trigger: "complex_issues_encountered"
|
||||
handoff_data: ["task_context", "performance_metrics", "issues"]
|
||||
|
||||
any_to_token_efficiency:
|
||||
trigger: "resource_pressure"
|
||||
activation_priority: "immediate"
|
||||
|
||||
# Performance Profiles
|
||||
performance_profiles:
|
||||
lightweight:
|
||||
target_response_time_ms: 100
|
||||
memory_usage_mb: 25
|
||||
cpu_utilization_percent: 20
|
||||
token_optimization: "standard"
|
||||
|
||||
standard:
|
||||
target_response_time_ms: 200
|
||||
memory_usage_mb: 50
|
||||
cpu_utilization_percent: 40
|
||||
token_optimization: "balanced"
|
||||
|
||||
intensive:
|
||||
target_response_time_ms: 500
|
||||
memory_usage_mb: 100
|
||||
cpu_utilization_percent: 70
|
||||
token_optimization: "aggressive"
|
||||
|
||||
# Mode-Specific Configurations
|
||||
mode_configurations:
|
||||
brainstorming:
|
||||
dialogue:
|
||||
max_rounds: 15
|
||||
convergence_threshold: 0.85
|
||||
context_preservation: "full"
|
||||
|
||||
brief_generation:
|
||||
min_requirements: 3
|
||||
include_context: true
|
||||
validation_criteria: ["clarity", "completeness", "actionability"]
|
||||
|
||||
integration:
|
||||
auto_handoff: true
|
||||
prd_agent: "brainstorm-PRD"
|
||||
command_coordination: "/sc:brainstorm"
|
||||
|
||||
task_management:
|
||||
delegation:
|
||||
default_strategy: "auto"
|
||||
concurrency_limit: 7
|
||||
performance_monitoring: true
|
||||
|
||||
wave_orchestration:
|
||||
auto_activation: true
|
||||
complexity_threshold: 0.4
|
||||
coordination_strategy: "adaptive"
|
||||
|
||||
analytics:
|
||||
real_time_tracking: true
|
||||
performance_metrics: true
|
||||
optimization_suggestions: true
|
||||
|
||||
token_efficiency:
|
||||
compression:
|
||||
adaptive_levels: true
|
||||
quality_thresholds: [0.98, 0.95, 0.90, 0.85, 0.80]
|
||||
symbol_systems: true
|
||||
abbreviation_systems: true
|
||||
|
||||
selective_compression:
|
||||
framework_exclusion: true
|
||||
user_content_preservation: true
|
||||
session_data_optimization: true
|
||||
|
||||
performance:
|
||||
processing_target_ms: 150
|
||||
efficiency_target: 0.50
|
||||
quality_preservation: 0.95
|
||||
|
||||
introspection:
|
||||
analysis:
|
||||
reasoning_depth: "comprehensive"
|
||||
pattern_detection: "continuous"
|
||||
bias_recognition: "active"
|
||||
|
||||
transparency:
|
||||
thinking_process_exposure: true
|
||||
decision_logic_analysis: true
|
||||
assumption_validation: true
|
||||
|
||||
learning:
|
||||
pattern_recognition: "continuous"
|
||||
effectiveness_tracking: true
|
||||
adaptation_suggestions: true
|
||||
|
||||
# Learning Integration
|
||||
learning_integration:
|
||||
mode_effectiveness_tracking:
|
||||
enabled: true
|
||||
metrics:
|
||||
- "activation_accuracy"
|
||||
- "user_satisfaction"
|
||||
- "task_completion_rates"
|
||||
- "performance_improvements"
|
||||
|
||||
adaptation_triggers:
|
||||
effectiveness_threshold: 0.7
|
||||
user_preference_weight: 0.8
|
||||
performance_impact_weight: 0.6
|
||||
|
||||
pattern_learning:
|
||||
user_specific: true
|
||||
project_specific: true
|
||||
context_aware: true
|
||||
cross_session: true
|
||||
|
||||
# Quality Gates
|
||||
quality_gates:
|
||||
mode_activation:
|
||||
pattern_confidence: 0.6
|
||||
context_appropriateness: 0.7
|
||||
performance_readiness: true
|
||||
|
||||
mode_coordination:
|
||||
conflict_resolution: "automatic"
|
||||
resource_allocation: "intelligent"
|
||||
performance_monitoring: "continuous"
|
||||
|
||||
mode_effectiveness:
|
||||
real_time_monitoring: true
|
||||
adaptation_triggers: true
|
||||
quality_preservation: true
|
||||
|
||||
# Error Handling
|
||||
error_handling:
|
||||
mode_activation_failures:
|
||||
fallback_strategy: "graceful_degradation"
|
||||
retry_mechanism: "adaptive"
|
||||
error_learning: true
|
||||
|
||||
coordination_conflicts:
|
||||
resolution_strategy: "priority_based"
|
||||
resource_arbitration: "intelligent"
|
||||
performance_preservation: true
|
||||
|
||||
performance_degradation:
|
||||
detection: "real_time"
|
||||
mitigation: "automatic"
|
||||
learning_integration: true
|
||||
|
||||
# Integration Points
|
||||
integration_points:
|
||||
commands:
|
||||
brainstorming: "/sc:brainstorm"
|
||||
task_management: ["/task", "/spawn", "/loop"]
|
||||
reflection: "/sc:reflect"
|
||||
|
||||
mcp_servers:
|
||||
brainstorming: ["sequential", "context7"]
|
||||
task_management: ["serena", "morphllm"]
|
||||
token_efficiency: ["morphllm"]
|
||||
introspection: ["sequential"]
|
||||
|
||||
hooks:
|
||||
session_start: "mode_initialization"
|
||||
pre_tool_use: "mode_coordination"
|
||||
post_tool_use: "mode_effectiveness_tracking"
|
||||
stop: "mode_analytics_consolidation"
|
||||
trigger_patterns:
|
||||
- "brief"
|
||||
- "concise"
|
||||
- "compressed"
|
||||
- "efficient.*output"
|
||||
- "token.*optimization"
|
||||
- "short.*response"
|
||||
- "running.*low.*context"
|
||||
confidence_threshold: 0.75
|
||||
auto_activate: true
|
||||
|
||||
introspection:
|
||||
enabled: true
|
||||
trigger_patterns:
|
||||
- "analyze.*reasoning"
|
||||
- "examine.*decision"
|
||||
- "reflect.*on"
|
||||
- "meta.*cognitive"
|
||||
- "thinking.*process"
|
||||
- "reasoning.*process"
|
||||
- "decision.*made"
|
||||
confidence_threshold: 0.6
|
||||
auto_activate: true
|
||||
@@ -1,195 +1,97 @@
|
||||
# SuperClaude-Lite Orchestrator Configuration
|
||||
# MCP routing patterns and intelligent coordination strategies
|
||||
|
||||
# MCP Server Routing Patterns
|
||||
# Orchestrator routing patterns
|
||||
routing_patterns:
|
||||
ui_components:
|
||||
triggers: ["component", "button", "form", "modal", "dialog", "card", "input", "design", "frontend", "ui", "interface"]
|
||||
mcp_server: "magic"
|
||||
persona: "frontend-specialist"
|
||||
confidence_threshold: 0.8
|
||||
priority: "high"
|
||||
performance_profile: "standard"
|
||||
capabilities: ["ui_generation", "design_systems", "component_patterns"]
|
||||
|
||||
deep_analysis:
|
||||
triggers: ["analyze", "complex", "system-wide", "architecture", "debug", "troubleshoot", "investigate", "root cause"]
|
||||
mcp_server: "sequential"
|
||||
thinking_mode: "--think-hard"
|
||||
confidence_threshold: 0.75
|
||||
priority: "high"
|
||||
performance_profile: "intensive"
|
||||
capabilities: ["complex_reasoning", "systematic_analysis", "hypothesis_testing"]
|
||||
context_expansion: true
|
||||
|
||||
library_documentation:
|
||||
triggers: ["library", "framework", "package", "import", "dependency", "documentation", "docs", "api", "reference"]
|
||||
mcp_server: "context7"
|
||||
persona: "architect"
|
||||
confidence_threshold: 0.85
|
||||
context7:
|
||||
triggers:
|
||||
- "library.*documentation"
|
||||
- "framework.*patterns"
|
||||
- "react|vue|angular"
|
||||
- "official.*way"
|
||||
- "React Query"
|
||||
- "integrate.*library"
|
||||
capabilities: ["documentation", "patterns", "integration"]
|
||||
priority: "medium"
|
||||
performance_profile: "standard"
|
||||
capabilities: ["documentation_access", "framework_patterns", "best_practices"]
|
||||
|
||||
testing_automation:
|
||||
triggers: ["test", "testing", "e2e", "end-to-end", "browser", "automation", "validation", "verify"]
|
||||
mcp_server: "playwright"
|
||||
confidence_threshold: 0.8
|
||||
priority: "medium"
|
||||
performance_profile: "intensive"
|
||||
capabilities: ["browser_automation", "testing_frameworks", "performance_testing"]
|
||||
|
||||
intelligent_editing:
|
||||
triggers: ["edit", "modify", "refactor", "update", "change", "fix", "improve"]
|
||||
mcp_server: "morphllm"
|
||||
confidence_threshold: 0.7
|
||||
priority: "medium"
|
||||
performance_profile: "lightweight"
|
||||
capabilities: ["pattern_application", "fast_apply", "intelligent_editing"]
|
||||
complexity_threshold: 0.6
|
||||
file_count_threshold: 10
|
||||
|
||||
semantic_analysis:
|
||||
triggers: ["semantic", "symbol", "reference", "find", "search", "navigate", "explore"]
|
||||
mcp_server: "serena"
|
||||
confidence_threshold: 0.8
|
||||
sequential:
|
||||
triggers:
|
||||
- "analyze.*complex"
|
||||
- "debug.*systematic"
|
||||
- "troubleshoot.*bottleneck"
|
||||
- "investigate.*root"
|
||||
- "debug.*why"
|
||||
- "detailed.*analysis"
|
||||
- "running.*slowly"
|
||||
- "performance.*bottleneck"
|
||||
- "bundle.*size"
|
||||
capabilities: ["analysis", "debugging", "systematic"]
|
||||
priority: "high"
|
||||
performance_profile: "standard"
|
||||
capabilities: ["semantic_understanding", "project_context", "memory_management"]
|
||||
|
||||
multi_file_operations:
|
||||
triggers: ["multiple files", "batch", "bulk", "project-wide", "codebase", "entire"]
|
||||
mcp_server: "serena"
|
||||
confidence_threshold: 0.9
|
||||
magic:
|
||||
triggers:
|
||||
- "component.*ui"
|
||||
- "responsive.*modal"
|
||||
- "navigation.*component"
|
||||
- "mobile.*friendly"
|
||||
- "responsive.*dashboard"
|
||||
- "charts.*real-time"
|
||||
- "build.*dashboard"
|
||||
capabilities: ["ui", "components", "responsive"]
|
||||
priority: "medium"
|
||||
|
||||
playwright:
|
||||
triggers:
|
||||
- "test.*workflow"
|
||||
- "browser.*automation"
|
||||
- "cross-browser.*testing"
|
||||
- "performance.*testing"
|
||||
- "end-to-end.*tests"
|
||||
- "checkout.*flow"
|
||||
- "e2e.*tests"
|
||||
capabilities: ["testing", "automation", "e2e"]
|
||||
priority: "medium"
|
||||
|
||||
morphllm:
|
||||
triggers:
|
||||
- "edit.*file"
|
||||
- "simple.*modification"
|
||||
- "quick.*change"
|
||||
capabilities: ["editing", "modification"]
|
||||
priority: "low"
|
||||
|
||||
serena:
|
||||
triggers:
|
||||
- "refactor.*codebase"
|
||||
- "complex.*analysis"
|
||||
- "multi.*file"
|
||||
- "refactor.*entire"
|
||||
- "new.*API.*patterns"
|
||||
capabilities: ["refactoring", "semantic", "large-scale"]
|
||||
priority: "high"
|
||||
performance_profile: "intensive"
|
||||
capabilities: ["multi_file_coordination", "project_analysis"]
|
||||
|
||||
# Hybrid Intelligence Selection
|
||||
hybrid_intelligence:
|
||||
morphllm_vs_serena:
|
||||
decision_factors:
|
||||
- file_count
|
||||
- complexity_score
|
||||
- operation_type
|
||||
- symbol_operations_required
|
||||
- project_size
|
||||
|
||||
morphllm_criteria:
|
||||
file_count_max: 10
|
||||
complexity_max: 0.6
|
||||
preferred_operations: ["edit", "modify", "update", "pattern_application"]
|
||||
optimization_focus: "token_efficiency"
|
||||
|
||||
serena_criteria:
|
||||
file_count_min: 5
|
||||
complexity_min: 0.4
|
||||
preferred_operations: ["analyze", "refactor", "navigate", "symbol_operations"]
|
||||
optimization_focus: "semantic_understanding"
|
||||
|
||||
fallback_strategy:
|
||||
- try_primary_choice
|
||||
- fallback_to_alternative
|
||||
- use_native_tools
|
||||
|
||||
# Auto-Activation Rules
|
||||
# Auto-activation thresholds
|
||||
auto_activation:
|
||||
complexity_thresholds:
|
||||
enable_sequential:
|
||||
complexity_score: 0.6
|
||||
file_count: 5
|
||||
operation_types: ["analyze", "debug", "complex"]
|
||||
|
||||
enable_delegation:
|
||||
file_count: 3
|
||||
directory_count: 2
|
||||
complexity_score: 0.4
|
||||
|
||||
enable_sequential:
|
||||
complexity_score: 0.6
|
||||
enable_validation:
|
||||
is_production: true
|
||||
risk_level: ["high", "critical"]
|
||||
operation_types: ["deploy", "refactor", "delete"]
|
||||
|
||||
# Performance Optimization
|
||||
# Hybrid intelligence selection
|
||||
hybrid_intelligence:
|
||||
morphllm_vs_serena:
|
||||
morphllm_criteria:
|
||||
file_count_max: 10
|
||||
complexity_max: 0.6
|
||||
preferred_operations: ["edit", "modify", "simple_refactor"]
|
||||
serena_criteria:
|
||||
file_count_min: 5
|
||||
complexity_min: 0.4
|
||||
preferred_operations: ["refactor", "analyze", "extract", "move"]
|
||||
|
||||
# Performance optimization
|
||||
performance_optimization:
|
||||
parallel_execution:
|
||||
file_threshold: 3
|
||||
estimated_speedup_min: 1.4
|
||||
max_concurrency: 7
|
||||
|
||||
caching_strategy:
|
||||
enable_for_operations: ["documentation_lookup", "analysis_results", "pattern_matching"]
|
||||
cache_duration_minutes: 30
|
||||
max_cache_size_mb: 100
|
||||
|
||||
resource_management:
|
||||
memory_threshold_percent: 85
|
||||
token_threshold_percent: 75
|
||||
fallback_to_lightweight: true
|
||||
|
||||
# Quality Gates Integration
|
||||
quality_gates:
|
||||
validation_levels:
|
||||
basic: ["syntax_validation"]
|
||||
standard: ["syntax_validation", "type_analysis", "code_quality"]
|
||||
comprehensive: ["syntax_validation", "type_analysis", "code_quality", "security_assessment", "performance_analysis"]
|
||||
production: ["syntax_validation", "type_analysis", "code_quality", "security_assessment", "performance_analysis", "integration_testing", "deployment_validation"]
|
||||
|
||||
trigger_conditions:
|
||||
comprehensive:
|
||||
- is_production: true
|
||||
- complexity_score: ">0.7"
|
||||
- operation_types: ["refactor", "architecture"]
|
||||
|
||||
production:
|
||||
- is_production: true
|
||||
- operation_types: ["deploy", "release"]
|
||||
|
||||
# Fallback Strategies
|
||||
fallback_strategies:
|
||||
mcp_server_unavailable:
|
||||
context7: ["web_search", "cached_documentation", "native_analysis"]
|
||||
sequential: ["native_step_by_step", "basic_analysis"]
|
||||
magic: ["manual_component_generation", "template_suggestions"]
|
||||
playwright: ["manual_testing_suggestions", "test_case_generation"]
|
||||
morphllm: ["native_edit_tools", "manual_editing"]
|
||||
serena: ["basic_file_operations", "simple_search"]
|
||||
|
||||
performance_degradation:
|
||||
high_latency: ["reduce_analysis_depth", "enable_caching", "parallel_processing"]
|
||||
resource_constraints: ["lightweight_alternatives", "compression_mode", "minimal_features"]
|
||||
|
||||
quality_issues:
|
||||
validation_failures: ["increase_validation_depth", "manual_review", "rollback_capability"]
|
||||
error_rates_high: ["enable_pre_validation", "reduce_complexity", "step_by_step_execution"]
|
||||
|
||||
# Learning Integration
|
||||
learning_integration:
|
||||
effectiveness_tracking:
|
||||
track_server_performance: true
|
||||
track_routing_decisions: true
|
||||
track_user_satisfaction: true
|
||||
|
||||
adaptation_triggers:
|
||||
effectiveness_threshold: 0.6
|
||||
confidence_threshold: 0.7
|
||||
usage_count_min: 3
|
||||
|
||||
optimization_feedback:
|
||||
performance_degradation: "adjust_routing_weights"
|
||||
user_preference_detected: "update_server_priorities"
|
||||
error_patterns_found: "enhance_fallback_strategies"
|
||||
|
||||
# Mode Integration
|
||||
mode_integration:
|
||||
brainstorming:
|
||||
preferred_servers: ["sequential", "context7"]
|
||||
thinking_modes: ["--think", "--think-hard"]
|
||||
|
||||
task_management:
|
||||
coordination_servers: ["serena", "morphllm"]
|
||||
delegation_strategies: ["files", "folders", "auto"]
|
||||
|
||||
token_efficiency:
|
||||
optimization_servers: ["morphllm"]
|
||||
compression_strategies: ["symbol_systems", "abbreviations"]
|
||||
token_threshold_percent: 75
|
||||
299
Framework-Hooks/config/performance_intelligence.yaml
Normal file
299
Framework-Hooks/config/performance_intelligence.yaml
Normal file
@@ -0,0 +1,299 @@
|
||||
# Performance Intelligence Configuration
|
||||
# Adaptive performance patterns, auto-optimization, and resource management
|
||||
# Enables intelligent performance monitoring and self-optimization
|
||||
|
||||
# Metadata
|
||||
version: "1.0.0"
|
||||
last_updated: "2025-01-06"
|
||||
description: "Performance intelligence and auto-optimization patterns"
|
||||
|
||||
# Adaptive Performance Targets
|
||||
adaptive_targets:
|
||||
baseline_management:
|
||||
# Dynamic baseline adjustment based on system performance
|
||||
adjustment_strategy: "rolling_average"
|
||||
adjustment_window: 50 # operations
|
||||
adjustment_sensitivity: 0.15 # 15% threshold for adjustment
|
||||
min_samples: 10 # minimum samples before adjustment
|
||||
|
||||
baseline_metrics:
|
||||
response_time:
|
||||
initial_target: 500 # ms
|
||||
acceptable_variance: 0.3
|
||||
improvement_threshold: 0.1
|
||||
|
||||
resource_usage:
|
||||
initial_target: 0.7 # 70%
|
||||
acceptable_variance: 0.2
|
||||
critical_threshold: 0.9
|
||||
|
||||
error_rate:
|
||||
initial_target: 0.02 # 2%
|
||||
acceptable_variance: 0.01
|
||||
critical_threshold: 0.1
|
||||
|
||||
target_adaptation:
|
||||
# How targets adapt to system capabilities
|
||||
adaptation_triggers:
|
||||
- condition: {performance_improvement: ">20%", duration: ">7_days"}
|
||||
action: "tighten_targets"
|
||||
adjustment: 0.15
|
||||
|
||||
- condition: {performance_degradation: ">15%", duration: ">3_days"}
|
||||
action: "relax_targets"
|
||||
adjustment: 0.2
|
||||
|
||||
- condition: {system_upgrade_detected: true}
|
||||
action: "recalibrate_baselines"
|
||||
reset_period: "24_hours"
|
||||
|
||||
adaptation_limits:
|
||||
max_target_tightening: 0.5 # Don't make targets too aggressive
|
||||
max_target_relaxation: 2.0 # Don't make targets too loose
|
||||
adaptation_cooldown: 3600 # seconds between major adjustments
|
||||
|
||||
# Auto-Optimization Engine
|
||||
auto_optimization:
|
||||
optimization_triggers:
|
||||
# Automatic optimization triggers
|
||||
performance_triggers:
|
||||
- name: "response_time_degradation"
|
||||
condition: {avg_response_time: ">target*1.3", samples: ">10"}
|
||||
urgency: "high"
|
||||
actions: ["enable_aggressive_caching", "reduce_analysis_depth", "parallel_processing"]
|
||||
|
||||
- name: "memory_pressure"
|
||||
condition: {memory_usage: ">0.85", duration: ">300_seconds"}
|
||||
urgency: "critical"
|
||||
actions: ["garbage_collection", "cache_cleanup", "reduce_context_size"]
|
||||
|
||||
- name: "cpu_saturation"
|
||||
condition: {cpu_usage: ">0.9", duration: ">60_seconds"}
|
||||
urgency: "high"
|
||||
actions: ["reduce_concurrent_operations", "defer_non_critical", "enable_throttling"]
|
||||
|
||||
- name: "error_rate_spike"
|
||||
condition: {error_rate: ">0.1", recent_window: "5_minutes"}
|
||||
urgency: "critical"
|
||||
actions: ["enable_fallback_mode", "increase_timeouts", "reduce_complexity"]
|
||||
|
||||
optimization_strategies:
|
||||
# Available optimization strategies
|
||||
aggressive_caching:
|
||||
description: "Enable aggressive caching of results and computations"
|
||||
performance_impact: 0.3 # Expected improvement
|
||||
resource_cost: 0.1 # Memory cost
|
||||
duration: 1800 # seconds
|
||||
|
||||
parallel_processing:
|
||||
description: "Increase parallelization where possible"
|
||||
performance_impact: 0.25
|
||||
resource_cost: 0.2
|
||||
duration: 3600
|
||||
|
||||
reduce_analysis_depth:
|
||||
description: "Reduce depth of analysis to improve speed"
|
||||
performance_impact: 0.4
|
||||
quality_impact: -0.1 # Slight quality reduction
|
||||
duration: 1800
|
||||
|
||||
intelligent_batching:
|
||||
description: "Batch similar operations for efficiency"
|
||||
performance_impact: 0.2
|
||||
resource_cost: -0.05 # Reduces resource usage
|
||||
duration: 3600
|
||||
|
||||
# Resource Management Intelligence
|
||||
resource_management:
|
||||
resource_zones:
|
||||
# Performance zones with different strategies
|
||||
green_zone:
|
||||
threshold: 0.60 # Below 60% resource usage
|
||||
strategy: "optimal_performance"
|
||||
features_enabled: ["full_analysis", "comprehensive_caching", "background_optimization"]
|
||||
|
||||
yellow_zone:
|
||||
threshold: 0.75 # 60-75% resource usage
|
||||
strategy: "balanced_optimization"
|
||||
features_enabled: ["standard_analysis", "selective_caching", "reduced_background"]
|
||||
optimizations: ["defer_non_critical", "reduce_verbosity"]
|
||||
|
||||
orange_zone:
|
||||
threshold: 0.85 # 75-85% resource usage
|
||||
strategy: "performance_preservation"
|
||||
features_enabled: ["essential_analysis", "minimal_caching"]
|
||||
optimizations: ["aggressive_caching", "parallel_where_safe", "reduce_context"]
|
||||
|
||||
red_zone:
|
||||
threshold: 0.95 # 85-95% resource usage
|
||||
strategy: "resource_conservation"
|
||||
features_enabled: ["critical_only"]
|
||||
optimizations: ["emergency_cleanup", "minimal_processing", "fail_fast"]
|
||||
|
||||
critical_zone:
|
||||
threshold: 1.0 # Above 95% resource usage
|
||||
strategy: "emergency_mode"
|
||||
features_enabled: []
|
||||
optimizations: ["immediate_cleanup", "operation_rejection", "system_protection"]
|
||||
|
||||
dynamic_allocation:
|
||||
# Intelligent resource allocation
|
||||
allocation_strategies:
|
||||
workload_based:
|
||||
description: "Allocate based on current workload patterns"
|
||||
factors: ["operation_complexity", "expected_duration", "priority"]
|
||||
|
||||
predictive:
|
||||
description: "Allocate based on predicted resource needs"
|
||||
factors: ["historical_patterns", "operation_type", "context_size"]
|
||||
|
||||
adaptive:
|
||||
description: "Adapt allocation based on real-time performance"
|
||||
factors: ["current_performance", "resource_availability", "optimization_goals"]
|
||||
|
||||
# Performance Regression Detection
|
||||
regression_detection:
|
||||
detection_algorithms:
|
||||
# Algorithms for detecting performance regression
|
||||
statistical_analysis:
|
||||
algorithm: "t_test"
|
||||
confidence_level: 0.95
|
||||
minimum_samples: 20
|
||||
window_size: 100 # operations
|
||||
|
||||
trend_analysis:
|
||||
algorithm: "linear_regression"
|
||||
trend_threshold: 0.1 # 10% degradation trend
|
||||
analysis_window: 168 # hours (1 week)
|
||||
|
||||
anomaly_detection:
|
||||
algorithm: "isolation_forest"
|
||||
contamination: 0.1 # Expected anomaly rate
|
||||
sensitivity: 0.8
|
||||
|
||||
regression_patterns:
|
||||
# Common regression patterns to detect
|
||||
gradual_degradation:
|
||||
pattern: {performance_trend: "decreasing", duration: ">5_days"}
|
||||
severity: "medium"
|
||||
investigation: "check_for_memory_leaks"
|
||||
|
||||
sudden_degradation:
|
||||
pattern: {performance_drop: ">30%", timeframe: "<1_hour"}
|
||||
severity: "high"
|
||||
investigation: "check_recent_changes"
|
||||
|
||||
periodic_degradation:
|
||||
pattern: {performance_cycles: "detected", frequency: "regular"}
|
||||
severity: "low"
|
||||
investigation: "analyze_periodic_patterns"
|
||||
|
||||
# Intelligent Resource Optimization
|
||||
intelligent_optimization:
|
||||
predictive_optimization:
|
||||
# Predict and prevent performance issues
|
||||
prediction_models:
|
||||
resource_exhaustion:
|
||||
model_type: "time_series"
|
||||
prediction_horizon: 3600 # seconds
|
||||
accuracy_threshold: 0.8
|
||||
|
||||
performance_degradation:
|
||||
model_type: "pattern_matching"
|
||||
pattern_library: "historical_degradations"
|
||||
confidence_threshold: 0.7
|
||||
|
||||
proactive_actions:
|
||||
- prediction: "memory_exhaustion"
|
||||
lead_time: 1800 # seconds
|
||||
actions: ["preemptive_cleanup", "cache_optimization", "context_reduction"]
|
||||
|
||||
- prediction: "cpu_saturation"
|
||||
lead_time: 600 # seconds
|
||||
actions: ["reduce_parallelism", "defer_background_tasks", "enable_throttling"]
|
||||
|
||||
optimization_recommendations:
|
||||
# Generate optimization recommendations
|
||||
recommendation_engine:
|
||||
analysis_depth: "comprehensive"
|
||||
recommendation_confidence: 0.8
|
||||
implementation_difficulty: "user_friendly"
|
||||
|
||||
recommendation_types:
|
||||
configuration_tuning:
|
||||
description: "Suggest configuration changes for better performance"
|
||||
impact_assessment: "quantified"
|
||||
|
||||
resource_allocation:
|
||||
description: "Recommend better resource allocation strategies"
|
||||
cost_benefit_analysis: true
|
||||
|
||||
workflow_optimization:
|
||||
description: "Suggest workflow improvements"
|
||||
user_experience_impact: "minimal"
|
||||
|
||||
# Performance Monitoring Intelligence
|
||||
monitoring_intelligence:
|
||||
intelligent_metrics:
|
||||
# Smart metric collection and analysis
|
||||
adaptive_sampling:
|
||||
base_sampling_rate: 1.0 # Sample every operation
|
||||
high_load_rate: 0.5 # Reduce sampling under load
|
||||
critical_load_rate: 0.1 # Minimal sampling in critical situations
|
||||
|
||||
contextual_metrics:
|
||||
# Collect different metrics based on context
|
||||
ui_operations:
|
||||
focus_metrics: ["response_time", "render_time", "user_interaction_delay"]
|
||||
|
||||
analysis_operations:
|
||||
focus_metrics: ["processing_time", "memory_usage", "accuracy_score"]
|
||||
|
||||
batch_operations:
|
||||
focus_metrics: ["throughput", "resource_efficiency", "completion_rate"]
|
||||
|
||||
performance_insights:
|
||||
# Generate performance insights
|
||||
insight_generation:
|
||||
pattern_recognition: true
|
||||
correlation_analysis: true
|
||||
root_cause_analysis: true
|
||||
improvement_suggestions: true
|
||||
|
||||
insight_types:
|
||||
bottleneck_identification:
|
||||
description: "Identify performance bottlenecks"
|
||||
priority: "high"
|
||||
|
||||
optimization_opportunities:
|
||||
description: "Find optimization opportunities"
|
||||
priority: "medium"
|
||||
|
||||
capacity_planning:
|
||||
description: "Predict capacity requirements"
|
||||
priority: "low"
|
||||
|
||||
# Performance Validation
|
||||
performance_validation:
|
||||
validation_framework:
|
||||
# Validate performance improvements
|
||||
a_b_testing:
|
||||
enable_automatic_testing: true
|
||||
test_duration: 3600 # seconds
|
||||
statistical_significance: 0.95
|
||||
|
||||
performance_benchmarking:
|
||||
benchmark_frequency: "weekly"
|
||||
regression_threshold: 0.05 # 5% regression tolerance
|
||||
|
||||
continuous_improvement:
|
||||
# Continuous performance improvement
|
||||
improvement_tracking:
|
||||
track_optimization_effectiveness: true
|
||||
measure_user_satisfaction: true
|
||||
monitor_system_health: true
|
||||
|
||||
feedback_loops:
|
||||
performance_feedback: "real_time"
|
||||
user_feedback_integration: true
|
||||
system_learning_integration: true
|
||||
385
Framework-Hooks/config/user_experience.yaml
Normal file
385
Framework-Hooks/config/user_experience.yaml
Normal file
@@ -0,0 +1,385 @@
|
||||
# User Experience Intelligence Configuration
|
||||
# UX optimization, project detection, and user-centric intelligence patterns
|
||||
# Enables intelligent user experience through smart defaults and proactive assistance
|
||||
|
||||
# Metadata
|
||||
version: "1.0.0"
|
||||
last_updated: "2025-01-06"
|
||||
description: "User experience optimization and project intelligence patterns"
|
||||
|
||||
# Project Type Detection
|
||||
project_detection:
|
||||
detection_patterns:
|
||||
# Detect project types based on files and structure
|
||||
frontend_frameworks:
|
||||
react_project:
|
||||
file_indicators:
|
||||
- "package.json"
|
||||
- "*.tsx"
|
||||
- "*.jsx"
|
||||
- "react" # in package.json dependencies
|
||||
directory_indicators:
|
||||
- "src/components"
|
||||
- "public"
|
||||
- "node_modules"
|
||||
confidence_threshold: 0.8
|
||||
recommendations:
|
||||
mcp_servers: ["magic", "context7", "playwright"]
|
||||
compression_level: "minimal"
|
||||
performance_focus: "ui_responsiveness"
|
||||
|
||||
vue_project:
|
||||
file_indicators:
|
||||
- "package.json"
|
||||
- "*.vue"
|
||||
- "vue.config.js"
|
||||
- "vue" # in dependencies
|
||||
directory_indicators:
|
||||
- "src/components"
|
||||
- "src/views"
|
||||
confidence_threshold: 0.8
|
||||
recommendations:
|
||||
mcp_servers: ["magic", "context7"]
|
||||
compression_level: "standard"
|
||||
|
||||
angular_project:
|
||||
file_indicators:
|
||||
- "angular.json"
|
||||
- "*.component.ts"
|
||||
- "@angular" # in dependencies
|
||||
directory_indicators:
|
||||
- "src/app"
|
||||
- "e2e"
|
||||
confidence_threshold: 0.9
|
||||
recommendations:
|
||||
mcp_servers: ["magic", "context7", "playwright"]
|
||||
|
||||
backend_frameworks:
|
||||
python_project:
|
||||
file_indicators:
|
||||
- "requirements.txt"
|
||||
- "pyproject.toml"
|
||||
- "setup.py"
|
||||
- "*.py"
|
||||
directory_indicators:
|
||||
- "src"
|
||||
- "tests"
|
||||
- "__pycache__"
|
||||
confidence_threshold: 0.7
|
||||
recommendations:
|
||||
mcp_servers: ["serena", "sequential", "context7"]
|
||||
compression_level: "standard"
|
||||
validation_level: "enhanced"
|
||||
|
||||
node_backend:
|
||||
file_indicators:
|
||||
- "package.json"
|
||||
- "*.js"
|
||||
- "express" # in dependencies
|
||||
- "server.js"
|
||||
directory_indicators:
|
||||
- "routes"
|
||||
- "controllers"
|
||||
- "middleware"
|
||||
confidence_threshold: 0.8
|
||||
recommendations:
|
||||
mcp_servers: ["sequential", "context7", "serena"]
|
||||
|
||||
data_science:
|
||||
jupyter_project:
|
||||
file_indicators:
|
||||
- "*.ipynb"
|
||||
- "requirements.txt"
|
||||
- "conda.yml"
|
||||
directory_indicators:
|
||||
- "notebooks"
|
||||
- "data"
|
||||
confidence_threshold: 0.9
|
||||
recommendations:
|
||||
mcp_servers: ["sequential", "context7"]
|
||||
compression_level: "minimal"
|
||||
analysis_depth: "comprehensive"
|
||||
|
||||
documentation:
|
||||
docs_project:
|
||||
file_indicators:
|
||||
- "*.md"
|
||||
- "docs/"
|
||||
- "README.md"
|
||||
- "mkdocs.yml"
|
||||
directory_indicators:
|
||||
- "docs"
|
||||
- "documentation"
|
||||
confidence_threshold: 0.8
|
||||
recommendations:
|
||||
mcp_servers: ["context7", "sequential"]
|
||||
focus_areas: ["clarity", "completeness"]
|
||||
|
||||
# User Preference Intelligence
|
||||
user_preferences:
|
||||
preference_learning:
|
||||
# Learn user preferences from behavior patterns
|
||||
interaction_patterns:
|
||||
command_preferences:
|
||||
track_command_usage: true
|
||||
track_flag_preferences: true
|
||||
track_workflow_patterns: true
|
||||
learning_window: 100 # operations
|
||||
|
||||
performance_preferences:
|
||||
speed_vs_quality_preference:
|
||||
indicators: ["timeout_tolerance", "quality_acceptance", "performance_complaints"]
|
||||
classification: ["speed_focused", "quality_focused", "balanced"]
|
||||
|
||||
detail_level_preference:
|
||||
indicators: ["verbose_mode_usage", "summary_requests", "detail_requests"]
|
||||
classification: ["concise", "detailed", "adaptive"]
|
||||
|
||||
preference_adaptation:
|
||||
# Adapt behavior based on learned preferences
|
||||
adaptation_strategies:
|
||||
speed_focused_user:
|
||||
optimizations: ["aggressive_caching", "parallel_execution", "reduced_analysis"]
|
||||
ui_changes: ["shorter_responses", "quick_suggestions", "minimal_explanations"]
|
||||
|
||||
quality_focused_user:
|
||||
optimizations: ["comprehensive_analysis", "detailed_validation", "thorough_documentation"]
|
||||
ui_changes: ["detailed_responses", "comprehensive_suggestions", "full_explanations"]
|
||||
|
||||
efficiency_focused_user:
|
||||
optimizations: ["smart_defaults", "workflow_automation", "predictive_suggestions"]
|
||||
ui_changes: ["proactive_help", "automated_optimizations", "efficiency_tips"]
|
||||
|
||||
# Proactive User Assistance
|
||||
proactive_assistance:
|
||||
intelligent_suggestions:
|
||||
# Provide intelligent suggestions based on context
|
||||
optimization_suggestions:
|
||||
- trigger: {repeated_operations: ">5", same_pattern: true}
|
||||
suggestion: "Consider creating a script or alias for this repeated operation"
|
||||
confidence: 0.8
|
||||
category: "workflow_optimization"
|
||||
|
||||
- trigger: {performance_issues: "detected", duration: ">3_sessions"}
|
||||
suggestion: "Performance optimization recommendations available"
|
||||
action: "show_performance_guide"
|
||||
confidence: 0.9
|
||||
category: "performance"
|
||||
|
||||
- trigger: {error_pattern: "recurring", count: ">3"}
|
||||
suggestion: "Automated error recovery pattern available"
|
||||
action: "enable_auto_recovery"
|
||||
confidence: 0.85
|
||||
category: "error_prevention"
|
||||
|
||||
contextual_help:
|
||||
# Provide contextual help and guidance
|
||||
help_triggers:
|
||||
- context: {new_user: true, session_count: "<5"}
|
||||
help_type: "onboarding_guidance"
|
||||
content: "Getting started tips and best practices"
|
||||
|
||||
- context: {error_rate: ">10%", recent_errors: ">3"}
|
||||
help_type: "troubleshooting_assistance"
|
||||
content: "Common error solutions and debugging tips"
|
||||
|
||||
- context: {complex_operation: true, user_expertise: "beginner"}
|
||||
help_type: "step_by_step_guidance"
|
||||
content: "Detailed guidance for complex operations"
|
||||
|
||||
# Smart Defaults Intelligence
|
||||
smart_defaults:
|
||||
context_aware_defaults:
|
||||
# Generate smart defaults based on context
|
||||
project_based_defaults:
|
||||
react_project:
|
||||
default_mcp_servers: ["magic", "context7"]
|
||||
default_compression: "minimal"
|
||||
default_analysis_depth: "ui_focused"
|
||||
default_validation: "component_focused"
|
||||
|
||||
python_project:
|
||||
default_mcp_servers: ["serena", "sequential"]
|
||||
default_compression: "standard"
|
||||
default_analysis_depth: "comprehensive"
|
||||
default_validation: "enhanced"
|
||||
|
||||
documentation_project:
|
||||
default_mcp_servers: ["context7"]
|
||||
default_compression: "minimal"
|
||||
default_analysis_depth: "content_focused"
|
||||
default_validation: "readability_focused"
|
||||
|
||||
dynamic_configuration:
|
||||
# Dynamically adjust configuration
|
||||
configuration_adaptation:
|
||||
performance_based:
|
||||
triggers:
|
||||
- condition: {system_performance: "high"}
|
||||
adjustments: {analysis_depth: "comprehensive", features: "all_enabled"}
|
||||
|
||||
- condition: {system_performance: "low"}
|
||||
adjustments: {analysis_depth: "essential", features: "performance_focused"}
|
||||
|
||||
user_expertise_based:
|
||||
triggers:
|
||||
- condition: {user_expertise: "expert"}
|
||||
adjustments: {verbosity: "minimal", automation: "high", warnings: "reduced"}
|
||||
|
||||
- condition: {user_expertise: "beginner"}
|
||||
adjustments: {verbosity: "detailed", automation: "guided", warnings: "comprehensive"}
|
||||
|
||||
# Error Recovery Intelligence
|
||||
error_recovery:
|
||||
intelligent_error_handling:
|
||||
# Smart error handling and recovery
|
||||
error_classification:
|
||||
user_errors:
|
||||
- type: "syntax_error"
|
||||
recovery: "suggest_correction"
|
||||
user_guidance: "detailed"
|
||||
|
||||
- type: "configuration_error"
|
||||
recovery: "auto_fix_with_approval"
|
||||
user_guidance: "educational"
|
||||
|
||||
- type: "workflow_error"
|
||||
recovery: "suggest_alternative_approach"
|
||||
user_guidance: "workflow_tips"
|
||||
|
||||
system_errors:
|
||||
- type: "performance_degradation"
|
||||
recovery: "automatic_optimization"
|
||||
user_notification: "informational"
|
||||
|
||||
- type: "resource_exhaustion"
|
||||
recovery: "resource_management_mode"
|
||||
user_notification: "status_update"
|
||||
|
||||
- type: "service_unavailable"
|
||||
recovery: "graceful_fallback"
|
||||
user_notification: "service_status"
|
||||
|
||||
recovery_learning:
|
||||
# Learn from error recovery patterns
|
||||
recovery_effectiveness:
|
||||
track_recovery_success: true
|
||||
learn_recovery_patterns: true
|
||||
improve_recovery_strategies: true
|
||||
|
||||
user_recovery_preferences:
|
||||
learn_preferred_recovery: true
|
||||
adapt_recovery_approach: true
|
||||
personalize_error_handling: true
|
||||
|
||||
# User Expertise Detection
|
||||
expertise_detection:
|
||||
expertise_indicators:
|
||||
# Detect user expertise level
|
||||
behavioral_indicators:
|
||||
command_proficiency:
|
||||
indicators: ["advanced_flags", "complex_operations", "custom_configurations"]
|
||||
weight: 0.4
|
||||
|
||||
error_recovery_ability:
|
||||
indicators: ["self_correction", "minimal_help_needed", "independent_problem_solving"]
|
||||
weight: 0.3
|
||||
|
||||
workflow_sophistication:
|
||||
indicators: ["efficient_workflows", "automation_usage", "advanced_patterns"]
|
||||
weight: 0.3
|
||||
|
||||
expertise_adaptation:
|
||||
# Adapt interface based on expertise
|
||||
beginner_adaptations:
|
||||
interface: ["detailed_explanations", "step_by_step_guidance", "comprehensive_warnings"]
|
||||
defaults: ["safe_options", "guided_workflows", "educational_mode"]
|
||||
|
||||
intermediate_adaptations:
|
||||
interface: ["balanced_explanations", "contextual_help", "smart_suggestions"]
|
||||
defaults: ["optimized_workflows", "intelligent_automation", "performance_focused"]
|
||||
|
||||
expert_adaptations:
|
||||
interface: ["minimal_explanations", "advanced_options", "efficiency_focused"]
|
||||
defaults: ["maximum_automation", "performance_optimization", "minimal_interruptions"]
|
||||
|
||||
# User Satisfaction Intelligence
|
||||
satisfaction_intelligence:
|
||||
satisfaction_tracking:
|
||||
# Track user satisfaction indicators
|
||||
satisfaction_metrics:
|
||||
task_completion_rate:
|
||||
weight: 0.3
|
||||
target_threshold: 0.85
|
||||
|
||||
error_resolution_speed:
|
||||
weight: 0.25
|
||||
target_threshold: "fast"
|
||||
|
||||
feature_adoption_rate:
|
||||
weight: 0.2
|
||||
target_threshold: 0.6
|
||||
|
||||
user_feedback_sentiment:
|
||||
weight: 0.25
|
||||
target_threshold: "positive"
|
||||
|
||||
satisfaction_optimization:
|
||||
# Optimize for user satisfaction
|
||||
optimization_strategies:
|
||||
low_satisfaction_triggers:
|
||||
- trigger: {completion_rate: "<0.7"}
|
||||
action: "simplify_workflows"
|
||||
priority: "high"
|
||||
|
||||
- trigger: {error_rate: ">15%"}
|
||||
action: "improve_error_prevention"
|
||||
priority: "critical"
|
||||
|
||||
- trigger: {feature_adoption: "<0.3"}
|
||||
action: "improve_feature_discoverability"
|
||||
priority: "medium"
|
||||
|
||||
# Personalization Engine
|
||||
personalization:
|
||||
adaptive_interface:
|
||||
# Personalize interface based on user patterns
|
||||
interface_personalization:
|
||||
layout_preferences:
|
||||
learn_preferred_layouts: true
|
||||
adapt_information_density: true
|
||||
customize_interaction_patterns: true
|
||||
|
||||
content_personalization:
|
||||
learn_content_preferences: true
|
||||
adapt_explanation_depth: true
|
||||
customize_suggestion_types: true
|
||||
|
||||
workflow_optimization:
|
||||
# Optimize workflows for individual users
|
||||
personal_workflow_learning:
|
||||
common_task_patterns: true
|
||||
workflow_efficiency_analysis: true
|
||||
personalized_shortcuts: true
|
||||
|
||||
workflow_recommendations:
|
||||
suggest_workflow_improvements: true
|
||||
recommend_automation_opportunities: true
|
||||
provide_efficiency_insights: true
|
||||
|
||||
# Accessibility Intelligence
|
||||
accessibility:
|
||||
adaptive_accessibility:
|
||||
# Adapt interface for accessibility needs
|
||||
accessibility_detection:
|
||||
detect_accessibility_needs: true
|
||||
learn_accessibility_preferences: true
|
||||
adapt_interface_accordingly: true
|
||||
|
||||
inclusive_design:
|
||||
# Ensure inclusive user experience
|
||||
inclusive_features:
|
||||
multiple_interaction_modes: true
|
||||
flexible_interface_scaling: true
|
||||
comprehensive_keyboard_support: true
|
||||
screen_reader_optimization: true
|
||||
347
Framework-Hooks/config/validation_intelligence.yaml
Normal file
347
Framework-Hooks/config/validation_intelligence.yaml
Normal file
@@ -0,0 +1,347 @@
|
||||
# Validation Intelligence Configuration
|
||||
# Health scoring, diagnostic patterns, and proactive system validation
|
||||
# Enables intelligent health monitoring and predictive diagnostics
|
||||
|
||||
# Metadata
|
||||
version: "1.0.0"
|
||||
last_updated: "2025-01-06"
|
||||
description: "Validation intelligence and health scoring patterns"
|
||||
|
||||
# Health Scoring Framework
|
||||
health_scoring:
|
||||
component_weights:
|
||||
# Weighted importance of different system components
|
||||
learning_system: 0.25 # 25% - Core intelligence
|
||||
performance_system: 0.20 # 20% - System performance
|
||||
mcp_coordination: 0.20 # 20% - Server coordination
|
||||
hook_system: 0.15 # 15% - Hook execution
|
||||
configuration_system: 0.10 # 10% - Configuration management
|
||||
cache_system: 0.10 # 10% - Caching and storage
|
||||
|
||||
scoring_metrics:
|
||||
learning_system:
|
||||
pattern_diversity:
|
||||
weight: 0.3
|
||||
healthy_range: [0.6, 0.95] # Not too low, not perfect
|
||||
critical_threshold: 0.3
|
||||
measurement: "pattern_signature_entropy"
|
||||
|
||||
effectiveness_consistency:
|
||||
weight: 0.3
|
||||
healthy_range: [0.7, 0.9] # Consistent but not perfect
|
||||
critical_threshold: 0.5
|
||||
measurement: "effectiveness_score_variance"
|
||||
|
||||
adaptation_responsiveness:
|
||||
weight: 0.2
|
||||
healthy_range: [0.6, 1.0]
|
||||
critical_threshold: 0.4
|
||||
measurement: "adaptation_success_rate"
|
||||
|
||||
learning_velocity:
|
||||
weight: 0.2
|
||||
healthy_range: [0.5, 1.0]
|
||||
critical_threshold: 0.3
|
||||
measurement: "patterns_learned_per_session"
|
||||
|
||||
performance_system:
|
||||
response_time_stability:
|
||||
weight: 0.4
|
||||
healthy_range: [0.7, 1.0] # Low variance preferred
|
||||
critical_threshold: 0.4
|
||||
measurement: "response_time_coefficient_variation"
|
||||
|
||||
resource_efficiency:
|
||||
weight: 0.3
|
||||
healthy_range: [0.6, 0.85] # Efficient but not resource-starved
|
||||
critical_threshold: 0.4
|
||||
measurement: "resource_utilization_efficiency"
|
||||
|
||||
error_rate:
|
||||
weight: 0.3
|
||||
healthy_range: [0.95, 1.0] # Low error rate (inverted)
|
||||
critical_threshold: 0.8
|
||||
measurement: "success_rate"
|
||||
|
||||
mcp_coordination:
|
||||
server_selection_accuracy:
|
||||
weight: 0.4
|
||||
healthy_range: [0.8, 1.0]
|
||||
critical_threshold: 0.6
|
||||
measurement: "optimal_server_selection_rate"
|
||||
|
||||
coordination_efficiency:
|
||||
weight: 0.3
|
||||
healthy_range: [0.7, 1.0]
|
||||
critical_threshold: 0.5
|
||||
measurement: "coordination_overhead_ratio"
|
||||
|
||||
server_availability:
|
||||
weight: 0.3
|
||||
healthy_range: [0.9, 1.0]
|
||||
critical_threshold: 0.7
|
||||
measurement: "average_server_availability"
|
||||
|
||||
# Proactive Diagnostic Patterns
|
||||
proactive_diagnostics:
|
||||
early_warning_patterns:
|
||||
# Detect issues before they become critical
|
||||
learning_system_warnings:
|
||||
- name: "pattern_overfitting"
|
||||
pattern:
|
||||
consecutive_perfect_scores: ">15"
|
||||
pattern_diversity: "<0.5"
|
||||
severity: "medium"
|
||||
lead_time: "2-5_days"
|
||||
recommendation: "Increase pattern complexity or add noise"
|
||||
remediation: "automatic_pattern_diversification"
|
||||
|
||||
- name: "learning_stagnation"
|
||||
pattern:
|
||||
new_patterns_per_day: "<0.1"
|
||||
effectiveness_improvement: "<0.01"
|
||||
duration: ">7_days"
|
||||
severity: "low"
|
||||
lead_time: "1-2_weeks"
|
||||
recommendation: "Review learning triggers and thresholds"
|
||||
|
||||
- name: "adaptation_failure"
|
||||
pattern:
|
||||
failed_adaptations: ">30%"
|
||||
confidence_scores: "decreasing"
|
||||
duration: ">3_days"
|
||||
severity: "high"
|
||||
lead_time: "1-3_days"
|
||||
recommendation: "Review adaptation logic and data quality"
|
||||
|
||||
performance_warnings:
|
||||
- name: "performance_degradation_trend"
|
||||
pattern:
|
||||
response_time_trend: "increasing"
|
||||
degradation_rate: ">5%_per_week"
|
||||
duration: ">10_days"
|
||||
severity: "medium"
|
||||
lead_time: "1-2_weeks"
|
||||
recommendation: "Investigate resource leaks or optimize bottlenecks"
|
||||
|
||||
- name: "memory_leak_indication"
|
||||
pattern:
|
||||
memory_usage_trend: "steadily_increasing"
|
||||
memory_cleanup_efficiency: "decreasing"
|
||||
duration: ">5_days"
|
||||
severity: "high"
|
||||
lead_time: "3-7_days"
|
||||
recommendation: "Check for memory leaks and optimize garbage collection"
|
||||
|
||||
- name: "cache_inefficiency"
|
||||
pattern:
|
||||
cache_hit_rate: "decreasing"
|
||||
cache_size: "growing"
|
||||
cache_cleanup_frequency: "increasing"
|
||||
severity: "low"
|
||||
lead_time: "1_week"
|
||||
recommendation: "Optimize cache strategies and cleanup policies"
|
||||
|
||||
coordination_warnings:
|
||||
- name: "server_selection_degradation"
|
||||
pattern:
|
||||
suboptimal_selections: "increasing"
|
||||
selection_confidence: "decreasing"
|
||||
user_satisfaction: "decreasing"
|
||||
severity: "medium"
|
||||
lead_time: "2-5_days"
|
||||
recommendation: "Retrain server selection algorithms"
|
||||
|
||||
- name: "coordination_overhead_increase"
|
||||
pattern:
|
||||
coordination_time: "increasing"
|
||||
coordination_complexity: "increasing"
|
||||
efficiency_metrics: "decreasing"
|
||||
severity: "medium"
|
||||
lead_time: "1_week"
|
||||
recommendation: "Optimize coordination protocols"
|
||||
|
||||
# Predictive Health Analysis
|
||||
predictive_analysis:
|
||||
health_prediction:
|
||||
# Predict future health issues
|
||||
prediction_models:
|
||||
trend_analysis:
|
||||
model_type: "linear_regression"
|
||||
prediction_horizon: 14 # days
|
||||
confidence_threshold: 0.8
|
||||
|
||||
pattern_matching:
|
||||
model_type: "similarity_search"
|
||||
historical_window: 90 # days
|
||||
pattern_similarity_threshold: 0.85
|
||||
|
||||
anomaly_prediction:
|
||||
model_type: "isolation_forest"
|
||||
anomaly_threshold: 0.1
|
||||
prediction_accuracy_target: 0.75
|
||||
|
||||
health_forecasting:
|
||||
# Forecast health scores
|
||||
forecasting_metrics:
|
||||
- metric: "overall_health_score"
|
||||
horizon: [1, 7, 14, 30] # days
|
||||
accuracy_target: 0.8
|
||||
|
||||
- metric: "component_health_scores"
|
||||
horizon: [1, 7, 14] # days
|
||||
accuracy_target: 0.75
|
||||
|
||||
- metric: "critical_issue_probability"
|
||||
horizon: [1, 3, 7] # days
|
||||
accuracy_target: 0.85
|
||||
|
||||
# Diagnostic Intelligence
|
||||
diagnostic_intelligence:
|
||||
intelligent_diagnosis:
|
||||
# Smart diagnostic capabilities
|
||||
symptom_analysis:
|
||||
symptom_correlation: true
|
||||
root_cause_analysis: true
|
||||
multi_component_diagnosis: true
|
||||
|
||||
diagnostic_algorithms:
|
||||
decision_tree:
|
||||
algorithm: "gradient_boosted_trees"
|
||||
feature_importance_threshold: 0.1
|
||||
|
||||
pattern_matching:
|
||||
algorithm: "k_nearest_neighbors"
|
||||
similarity_metric: "cosine"
|
||||
k_value: 5
|
||||
|
||||
statistical_analysis:
|
||||
algorithm: "hypothesis_testing"
|
||||
confidence_level: 0.95
|
||||
|
||||
automated_remediation:
|
||||
# Automated remediation suggestions
|
||||
remediation_patterns:
|
||||
- symptom: "high_error_rate"
|
||||
diagnosis: "configuration_issue"
|
||||
remediation: "reset_to_known_good_config"
|
||||
automation_level: "suggest"
|
||||
|
||||
- symptom: "memory_leak"
|
||||
diagnosis: "cache_overflow"
|
||||
remediation: "aggressive_cache_cleanup"
|
||||
automation_level: "auto_with_approval"
|
||||
|
||||
- symptom: "performance_degradation"
|
||||
diagnosis: "resource_exhaustion"
|
||||
remediation: "resource_optimization_mode"
|
||||
automation_level: "automatic"
|
||||
|
||||
# Validation Rules
|
||||
validation_rules:
|
||||
system_consistency:
|
||||
# Validate system consistency
|
||||
consistency_checks:
|
||||
configuration_coherence:
|
||||
check_type: "cross_reference"
|
||||
validation_frequency: "on_change"
|
||||
error_threshold: 0
|
||||
|
||||
data_integrity:
|
||||
check_type: "checksum_validation"
|
||||
validation_frequency: "hourly"
|
||||
error_threshold: 0
|
||||
|
||||
dependency_resolution:
|
||||
check_type: "graph_validation"
|
||||
validation_frequency: "on_startup"
|
||||
error_threshold: 0
|
||||
|
||||
performance_validation:
|
||||
# Validate performance expectations
|
||||
performance_checks:
|
||||
response_time_validation:
|
||||
expected_range: [100, 2000] # ms
|
||||
validation_window: 20 # operations
|
||||
failure_threshold: 0.2 # 20% failures allowed
|
||||
|
||||
resource_usage_validation:
|
||||
expected_range: [0.1, 0.9] # utilization
|
||||
validation_frequency: "continuous"
|
||||
alert_threshold: 0.85
|
||||
|
||||
throughput_validation:
|
||||
expected_minimum: 0.5 # operations per second
|
||||
validation_window: 60 # seconds
|
||||
degradation_threshold: 0.3 # 30% degradation
|
||||
|
||||
# Health Monitoring Intelligence
|
||||
monitoring_intelligence:
|
||||
adaptive_monitoring:
|
||||
# Adapt monitoring based on system state
|
||||
monitoring_intensity:
|
||||
healthy_state:
|
||||
sampling_rate: 0.1 # 10% sampling
|
||||
check_frequency: 300 # seconds
|
||||
|
||||
warning_state:
|
||||
sampling_rate: 0.5 # 50% sampling
|
||||
check_frequency: 60 # seconds
|
||||
|
||||
critical_state:
|
||||
sampling_rate: 1.0 # 100% sampling
|
||||
check_frequency: 10 # seconds
|
||||
|
||||
intelligent_alerting:
|
||||
# Smart alerting to reduce noise
|
||||
alert_intelligence:
|
||||
alert_correlation: true # Correlate related alerts
|
||||
alert_suppression: true # Suppress duplicate alerts
|
||||
alert_escalation: true # Escalate based on severity
|
||||
|
||||
alert_thresholds:
|
||||
health_score_critical: 0.6
|
||||
health_score_warning: 0.8
|
||||
component_failure: true
|
||||
performance_degradation: 0.3 # 30% degradation
|
||||
|
||||
# Continuous Validation
|
||||
continuous_validation:
|
||||
validation_cycles:
|
||||
# Continuous validation cycles
|
||||
real_time_validation:
|
||||
validation_frequency: "per_operation"
|
||||
validation_scope: "critical_path"
|
||||
performance_impact: "minimal"
|
||||
|
||||
periodic_validation:
|
||||
validation_frequency: "hourly"
|
||||
validation_scope: "comprehensive"
|
||||
performance_impact: "low"
|
||||
|
||||
deep_validation:
|
||||
validation_frequency: "daily"
|
||||
validation_scope: "exhaustive"
|
||||
performance_impact: "acceptable"
|
||||
|
||||
validation_evolution:
|
||||
# Evolve validation based on findings
|
||||
learning_from_failures: true
|
||||
adaptive_validation_rules: true
|
||||
validation_effectiveness_tracking: true
|
||||
|
||||
# Quality Assurance Integration
|
||||
quality_assurance:
|
||||
quality_gates:
|
||||
# Integration with quality gates
|
||||
gate_validation:
|
||||
syntax_validation: "automatic"
|
||||
performance_validation: "threshold_based"
|
||||
integration_validation: "comprehensive"
|
||||
|
||||
continuous_improvement:
|
||||
# Continuous quality improvement
|
||||
quality_metrics_tracking: true
|
||||
validation_accuracy_tracking: true
|
||||
false_positive_reduction: true
|
||||
diagnostic_accuracy_improvement: true
|
||||
Reference in New Issue
Block a user