𓂀𓁢𓋹𝔸ℕ𝕌𝔹𝕀𝕊𓋹𓁢𓂀 - Intelligent Guidance for

# 🔗 ANUBIS-IMHOTEP Integration Plan ## 🎯 **Integration Overview** This plan specifies exact modifications to ANUBIS workflow steps to incorporate IMHOTEP intelligence tools. The integration enhances existing workflows without breaking changes, providing AI agents with sophisticated analysis capabilities. ## 📋 **Modified Workflow Steps Specification** ### **Boomerang Role - Enhanced Workflow Steps** #### **Step 1: Enhanced Git Setup & Architectural Intelligence** **File to Modify**: `enhanced-workflow-rules/json/boomerang/workflow-steps.json` **Original Step**: `git_setup_and_memory_analysis` **New Step**: `git_setup_and_imhotep_architectural_intelligence` ```json { "name": "git_setup_and_imhotep_architectural_intelligence", "description": "Establish git workflow and execute comprehensive architectural intelligence analysis using IMHOTEP", "sequenceNumber": 1, "isRequired": true, "stepType": "ACTION", "approach": "Git setup with IMHOTEP-powered comprehensive architectural and pattern analysis", "approachGuidance": { "stepByStep": [ "🔧 GIT WORKFLOW ESTABLISHMENT (UNCHANGED):", "Check repository state: 'git status --porcelain', 'git branch', 'git log --oneline -5'", "ASK USER for branch strategy: 'Continue on current branch [name] or create new feature branch?'", "Execute user's decision:", " - If continuing: Verify not on main/master for safety", " - If new branch: 'git checkout -b [user-specified-name]'", "Handle uncommitted changes as before", "", "🧠 COMPREHENSIVE ARCHITECTURAL INTELLIGENCE WITH IMHOTEP:", "Execute IMHOTEP architectural analysis:", "analyze_architectural_intelligence({", " projectPath: '[current-project-path]',", " analysisDepth: 'comprehensive',", " includeModuleBoundaries: true,", " analyzeDependencyFlow: true,", " checkArchitecturalCompliance: true", "})", "", "Extract and document key architectural findings:", " - Detected architectural style and compliance score", " - Module structure and boundary analysis", " - Dependency flow and coupling metrics", " - Architectural violations and improvement opportunities", "", "🎨 DESIGN PATTERN INTELLIGENCE ANALYSIS:", "Execute IMHOTEP pattern analysis:", "analyze_design_patterns({", " projectPath: '[current-project-path]',", " patternCategories: ['creational', 'structural', 'behavioral'],", " includeFrameworkPatterns: true,", " analyzePatternEffectiveness: true,", " includeAntiPatterns: true", "})", "", "Document pattern analysis findings:", " - Identified design patterns and implementation quality", " - Anti-pattern detection and remediation suggestions", " - Pattern effectiveness based on cross-project data", " - Pattern relationship and synergy opportunities", "", "📊 CODE QUALITY BASELINE ASSESSMENT:", "Execute IMHOTEP quality analysis:", "analyze_code_quality_metrics({", " projectPath: '[current-project-path]',", " includeTestQuality: true,", " analyzeComplexity: true,", " checkCodingStandards: true,", " includeDocumentation: true", "})", "", "Compile quality baseline:", " - Maintainability index and quality scores", " - Complexity metrics and improvement areas", " - Technical debt assessment and prioritization", " - Quality elevation opportunities and roadmap" ] }, "qualityChecklist": [ "✅ Git workflow established and repository state stabilized", "✅ IMHOTEP architectural analysis completed with confidence scores > 0.8", "✅ Architectural style detected and compliance assessed", "✅ Design patterns identified with effectiveness analysis", "✅ Anti-patterns detected with remediation guidance", "✅ Code quality baseline established with improvement roadmap", "✅ Comprehensive project intelligence compiled for task creation", "✅ Cross-project learning insights identified and documented" ], "mcpOperations": [ { "serviceName": "IMHOTEP", "operation": "analyze_architectural_intelligence", "required": true, "parameters": { "projectPath": "string (current project path)", "analysisDepth": "comprehensive", "includeModuleBoundaries": true, "analyzeDependencyFlow": true } }, { "serviceName": "IMHOTEP", "operation": "analyze_design_patterns", "required": true, "parameters": { "projectPath": "string (current project path)", "patternCategories": ["creational", "structural", "behavioral"], "analyzePatternEffectiveness": true } }, { "serviceName": "IMHOTEP", "operation": "analyze_code_quality_metrics", "required": true, "parameters": { "projectPath": "string (current project path)", "includeTestQuality": true, "analyzeComplexity": true } } ] } ``` #### **Step 2: Security, Performance & Testing Intelligence** **New Step**: `imhotep_security_performance_testing_analysis` ```json { "name": "imhotep_security_performance_testing_analysis", "description": "Complete comprehensive project intelligence with security, performance, and testing analysis using IMHOTEP", "sequenceNumber": 2, "isRequired": true, "stepType": "ACTION", "approach": "Comprehensive security, performance, and testing intelligence to complete project understanding", "approachGuidance": { "stepByStep": [ "🔒 SECURITY INTELLIGENCE ANALYSIS:", "Execute IMHOTEP security vulnerability assessment:", "analyze_security_vulnerabilities({", " projectPath: '[current-project-path]',", " includeFrameworkSecurity: true,", " analyzeDependencyVulnerabilities: true,", " checkSecurityPatterns: true,", " securityStandards: ['OWASP']", "})", "", "Document security findings:", " - Vulnerability assessment by severity level", " - Security pattern implementation analysis", " - Dependency security assessment", " - Security hardening recommendations", "", "⚡ PERFORMANCE INTELLIGENCE ANALYSIS:", "Execute IMHOTEP performance optimization analysis:", "analyze_performance_optimization({", " projectPath: '[current-project-path]',", " analyzeAlgorithmicComplexity: true,", " checkDatabaseQueries: true,", " analyzeMemoryUsage: true,", " includeAsyncPatterns: true", "})", "", "Document performance findings:", " - Algorithmic complexity assessment", " - Database query optimization opportunities", " - Memory usage patterns and optimization", " - Async pattern implementation analysis", "", "🧪 TESTING STRATEGY INTELLIGENCE:", "Execute IMHOTEP testing strategy analysis:", "analyze_testing_strategy({", " projectPath: '[current-project-path]',", " analyzeTestCoverage: true,", " checkTestingPatterns: true,", " evaluateTestQuality: true,", " includeE2ETests: true", "})", "", "Document testing findings:", " - Test coverage analysis and quality assessment", " - Testing pattern effectiveness evaluation", " - Testing strategy recommendations", " - Quality assurance improvement opportunities", "", "📋 COMPREHENSIVE INTELLIGENCE SYNTHESIS:", "Compile complete project intelligence profile:", " - Security posture and vulnerability landscape", " - Performance characteristics and optimization roadmap", " - Testing maturity and improvement plan", " - Integrated quality elevation strategy", " - Cross-domain improvement priorities" ] }, "qualityChecklist": [ "✅ Security vulnerability analysis completed with remediation plan", "✅ Performance bottlenecks identified with optimization recommendations", "✅ Testing strategy evaluated with coverage and quality metrics", "✅ Cross-domain intelligence synthesis completed", "✅ Comprehensive project intelligence profile compiled", "✅ Quality elevation priorities established", "✅ Intelligence ready for enhanced task creation" ], "mcpOperations": [ { "serviceName": "IMHOTEP", "operation": "analyze_security_vulnerabilities", "required": true, "parameters": { "projectPath": "string (current project path)", "includeFrameworkSecurity": true, "analyzeDependencyVulnerabilities": true } }, { "serviceName": "IMHOTEP", "operation": "analyze_performance_optimization", "required": true, "parameters": { "projectPath": "string (current project path)", "analyzeAlgorithmicComplexity": true, "checkDatabaseQueries": true } }, { "serviceName": "IMHOTEP", "operation": "analyze_testing_strategy", "required": true, "parameters": { "projectPath": "string (current project path)", "analyzeTestCoverage": true, "evaluateTestQuality": true } } ] } ``` #### **Step 3: Intelligence-Enhanced Task Creation** **Modified Step**: `task_creation_with_imhotep_intelligence` ```json { "name": "task_creation_with_imhotep_intelligence", "description": "Create comprehensive task using IMHOTEP intelligence and pattern recommendations", "sequenceNumber": 3, "isRequired": true, "stepType": "ACTION", "approach": "Task creation enhanced with comprehensive IMHOTEP intelligence and evidence-based recommendations", "approachGuidance": { "stepByStep": [ "🎯 INTELLIGENCE-DRIVEN REQUIREMENTS SYNTHESIS:", "Integrate user requirements with IMHOTEP comprehensive intelligence:", " - Architectural constraints and opportunities from analysis", " - Security requirements and considerations from vulnerability assessment", " - Performance implications and optimization needs", " - Quality standards and improvement opportunities", " - Testing requirements and strategy alignment", "", "💡 PATTERN RECOMMENDATION ANALYSIS:", "Execute IMHOTEP pattern recommendation engine:", "recommend_design_patterns({", " projectPath: '[current-project-path]',", " currentArchitecture: '[detected-architecture-style]',", " targetImprovements: ['maintainability', 'testability', 'performance'],", " experienceLevel: 'senior',", " constraintFactors: {", " timeConstraints: 'moderate',", " riskTolerance: 'medium'", " }", "})", "", "Document pattern recommendations:", " - Recommended patterns with effectiveness scores", " - Implementation complexity and benefits analysis", " - Alternative approaches and trade-offs", " - Cross-project success evidence", "", "📋 COMPREHENSIVE TASK DATA PREPARATION:", "Structure task with complete IMHOTEP intelligence integration:", " - Title: Action-oriented with architectural context", " - Description: Business context + technical scope + intelligence insights", " - Acceptance Criteria: Measurable outcomes with quality gates", " - Security Considerations: Vulnerability remediation and hardening", " - Performance Targets: Optimization goals and metrics", " - Quality Standards: Elevation plan and success criteria", " - Pattern Guidance: Recommended patterns and implementation approach", "", "🔗 ENHANCED MCP TASK CREATION:", "Execute TaskOperations.create with IMHOTEP-enhanced context:", " - serviceName: 'TaskOperations', operation: 'create'", " - MANDATORY: executionId: '{{ executionIdValue }}'", " - taskData: Enhanced with architectural intelligence", " - imhotepIntelligence: Complete analysis results and recommendations", " - qualityElevationPlan: Specific improvement roadmap", " - securityConsiderations: Vulnerability remediation requirements", " - performanceTargets: Optimization goals and success metrics" ] }, "qualityChecklist": [ "✅ User requirements synthesized with comprehensive IMHOTEP intelligence", "✅ Pattern recommendations analyzed with effectiveness evidence", "✅ Security considerations integrated from vulnerability assessment", "✅ Performance targets established from optimization analysis", "✅ Quality elevation plan incorporated from metrics analysis", "✅ Task data enhanced with architectural and pattern guidance", "✅ TaskOperations.create executed with IMHOTEP intelligence context", "✅ Execution ID linkage verified for workflow continuity" ], "mcpOperations": [ { "serviceName": "IMHOTEP", "operation": "recommend_design_patterns", "required": true, "parameters": { "projectPath": "string (current project path)", "currentArchitecture": "string (detected architecture)", "targetImprovements": ["maintainability", "testability", "performance"] } }, { "serviceName": "TaskOperations", "operation": "create", "required": true, "parameters": { "executionId": "{{ executionIdValue }}", "taskData": "Enhanced task data with IMHOTEP intelligence", "imhotepIntelligence": "Complete analysis results" } } ] } ``` ## 🏗️ **Architect Role Enhancements** ### **Enhanced Subtask Creation with Pattern Intelligence** **File to Modify**: `enhanced-workflow-rules/json/architect/workflow-steps.json` **Enhanced Step**: Add IMHOTEP intelligence to subtask creation steps ```json { "mcpOperationsEnhancement": [ { "beforeSubtaskCreation": { "serviceName": "IMHOTEP", "operation": "query_similar_projects", "parameters": { "projectContext": "{{ projectContext }}", "taskType": "{{ taskType }}", "includePatternEffectiveness": true } } }, { "duringSubtaskPlanning": { "serviceName": "IMHOTEP", "operation": "get_pattern_effectiveness", "parameters": { "patterns": "{{ identifiedPatterns }}", "projectContext": "{{ projectContext }}" } } } ], "enhancedGuidance": [ "📊 PATTERN EFFECTIVENESS ANALYSIS:", "Before creating subtasks, query IMHOTEP for similar project patterns:", " - Identify successful implementation approaches in similar projects", " - Assess pattern effectiveness for current project context", " - Extract lessons learned and best practices", "", "💡 INTELLIGENCE-INFORMED SUBTASK CREATION:", "Create subtasks enhanced with IMHOTEP intelligence:", " - Include pattern implementation guidance", " - Add quality gates based on analysis findings", " - Incorporate security and performance considerations", " - Reference cross-project success evidence" ] } ``` ## 👨‍💻 **Senior Developer Role Enhancements** ### **Implementation Guidance with Quality Intelligence** **File to Modify**: `enhanced-workflow-rules/json/senior-developer/workflow-steps.json` **Enhancement Addition**: Add IMHOTEP consultation before implementation ```json { "implementationEnhancement": { "beforeImplementation": [ "🧠 IMHOTEP IMPLEMENTATION INTELLIGENCE:", "Query IMHOTEP for implementation guidance:", "recommend_design_patterns({", " projectPath: '[current-project-path]',", " currentArchitecture: '[project-architecture]',", " targetImprovements: ['maintainability', 'testability'],", " experienceLevel: 'senior'", "})", "", "Extract implementation recommendations:", " - Specific patterns for current implementation context", " - Quality elevation opportunities during implementation", " - Cross-project implementation lessons", " - Risk mitigation strategies" ], "duringImplementation": [ "📊 QUALITY-GUIDED IMPLEMENTATION:", "Apply IMHOTEP guidance during implementation:", " - Follow recommended patterns with project-specific adaptations", " - Implement quality gates identified in analysis", " - Address security considerations from vulnerability assessment", " - Optimize for performance targets from analysis" ], "afterImplementation": [ "📝 LEARNING EPISODE RECORDING:", "Record implementation outcome for IMHOTEP learning:", "store_implementation_outcome({", " projectPath: '[current-project-path]',", " taskDescription: '[current-task]',", " outcome: 'success' | 'failure' | 'partial',", " patternsUsed: ['patterns', 'implemented'],", " qualityAchieved: 'quality-metrics',", " lessonsLearned: ['key', 'insights']", "})" ] } } ``` ## 🔄 **Cross-Project Learning Integration** ### **Learning Episode Storage Throughout Workflow** **Enhancement**: Add learning episode recording at key workflow points ```json { "learningIntegrationPoints": { "taskCompletion": { "trigger": "After successful task completion", "mcpOperation": { "serviceName": "IMHOTEP", "operation": "store_implementation_outcome", "parameters": { "projectPath": "string", "taskDescription": "string", "outcome": "success | failure | partial", "duration": "number (minutes)", "quality": "number (0-1 score)", "patternsUsed": "array of pattern names", "lessonsLearned": "array of insights", "evidence": "implementation evidence" } } }, "patternApplication": { "trigger": "When applying recommended patterns", "mcpOperation": { "serviceName": "IMHOTEP", "operation": "record_pattern_usage", "parameters": { "projectPath": "string", "patternName": "string", "context": "application context", "effectiveness": "measured effectiveness", "adaptations": "context-specific adaptations" } } }, "qualityImprovement": { "trigger": "When quality improvements are achieved", "mcpOperation": { "serviceName": "IMHOTEP", "operation": "record_quality_improvement", "parameters": { "projectPath": "string", "improvementType": "maintainability | performance | security", "beforeMetrics": "baseline metrics", "afterMetrics": "improved metrics", "approach": "improvement approach used" } } } } } ``` ## 📊 **Enhanced Response Integration** ### **ANUBIS Guidance Enhancement with IMHOTEP Intelligence** **File to Modify**: `src/domains/workflow-rules/services/workflow-guidance.service.ts` **Enhancement Instructions**: 1. **Add IMHOTEP Intelligence Check**: Before returning workflow guidance, check if IMHOTEP intelligence is available for the project 2. **Enhance Behavioral Context**: Include IMHOTEP recommendations in behavioral context 3. **Add Intelligence Citations**: Reference IMHOTEP analysis findings in guidance ```typescript interface EnhancedWorkflowGuidance { // Existing guidance fields... // NEW: IMHOTEP Intelligence Integration imhotepIntelligence?: { available: boolean; lastAnalyzed: string; architecturalInsights: ArchitecturalInsights; patternRecommendations: PatternRecommendation[]; qualityFocus: QualityFocusAreas; securityConsiderations: SecurityConsideration[]; crossProjectLearnings: CrossProjectLearning[]; }; // Enhanced behavioral context with intelligence enhancedBehavioralContext: { // Existing behavioral context... intelligenceGuidance: string[]; patternAwareness: string[]; qualityExpectations: string[]; securityMindset: string[]; }; } ``` ## 🎯 **Implementation Priority** ### **Phase 1: Core Integration (Week 1-2)** 1. **Modify boomerang workflow steps** with IMHOTEP tool calls 2. **Update step guidance generation** to include IMHOTEP operations 3. **Test basic integration** with architectural and pattern analysis ### **Phase 2: Enhanced Intelligence (Week 3-4)** 1. **Add security, performance, testing analysis** to workflow steps 2. **Implement pattern recommendation integration** in task creation 3. **Add cross-project learning** integration points ### **Phase 3: Advanced Features (Week 5-6)** 1. **Enhance architect and senior developer roles** with intelligence 2. **Implement learning episode recording** throughout workflow 3. **Add comprehensive testing** and documentation This integration plan provides the exact specifications for enhancing ANUBIS workflows with IMHOTEP intelligence while maintaining backward compatibility and ensuring seamless AI agent experience.