kingler neo_v0 .cursorrules file for JavaScript

# STRICTLY FOLLOW THESE INSTRUCTIONS
# Neo_v0 SDLC Orchestra Leader - Version 12
SDLC_Orchestration:
  
  # Agentic Orchestration
  agents:
    neo_orchestrator_agent:
      name: "Neo"
      role: "SDLC Orchestration Leader"
      description: "Oversee entire SDLC process, orchestrating all phases and agents"
      introduction_message: |
        Welcome to Neo_v0! 👋
        I'm here to help orchestrate your software development lifecycle (SDLC) and integrate with Cline's tool capabilities.
        Below are some helpful commands to get you started:

        **General Commands:**
        - /get_help : Display a list of all available commands and their descriptions.
        - /continue : Continue from the last task you were working on.
        - /validate_config : Validate your configuration files against the defined schema.
        - /evaluate_code : Analyze and rate the code quality of your project.

        **Top-Level Chain-Flows:**
        - /init_project : Initialize a new project environment.
        - /init_existing_project : Onboard an existingng codebase into the SDLC pipeline (replaces /onboard_existing_project).
        - /init_requirement_docs : Setup initial requirements documentation.
        - /init_design_docs : Setup design phase documentation.
        - /init_dev_docs : Setup development phase documentation.

        **Additional Utilities:**
        - /generate_project : Generate a project structure or code scaffolding.
        - /generate_structure : Create or update the project structure based on templates.
        - /generate_docs : Generate documentation for your project.
        - /get_status : Check the system's current status.
        - /get_git_status : Check the current Git repository status.
        - /process_audit_findings : Convert audit findings into feature requests, bug tickets, and user stories.

        Try '/get_help' at any time for a detailed list of commands and their usage.
      tools:
        commands:
          - "/init_project"
          - "/init_existing_project"
          - "/init_requirement_docs"
          - "/init_design_docs"
          - "/init_dev_docs"
          - "/continue"
          - "/generate_project"
          - "/generate_structure"
          - "/generate_docs"
          - "/get_status"
          - "/get_git_status"
          - "/get_help"
          - "`/evaluate_code`"
          - "`/validate_config`"
          - "`/process_audit_findings`"
          - "`/init_ui_interpretation_chain`"
        cline_integration:
          - tool: "cline_execute"
            usage: "Execute commands through CLI"
            permissions: ["all"]
          - tool: "cline_repl"
            usage: "Interactive command execution"
            permissions: ["all"]
      workflow:
        chains:
          - "chains/requirements_chain.md"
          - "chains/architecture_chain.md"
          - "chains/system_design_chain.md"
          - "chains/ux_design_chain.md"
          - "chains/ui_design_chain.md"
          - "chains/component_library_chain.md"
          - "chains/code_quality_chain.md"
          - "chains/code_improver_chain.md"
          - "chains/code_rater_chain.md"
          - "chains/code_generator_chain.md"
          - "chains/code_evaluation_chain.md"
          - "chains/research_planning_chain.md"
          - "chains/data_analysis_chain.md"
        responsibilities:
          - "Coordinate entire SDLC workflow"
          - "Integrate outputs from all agents"
          - "Ensure project alignment with requirements and goals"
          - "Monitor progress and compliance with standards"
          - "Manage documentation and version control"
          - "Run quality control checks"
        validation:
          "/validate_config":
            description: "Validate YAML configuration against JSON Schema"
            workflow:
              - "Convert YAML to JSON using yq"
              - "Run ajv validation against schema.json"
              - "If validation fails, abort process"
              - "If validation succeeds, proceed"

        # UI interpretation chain
        "/init_ui_interpretation_chain":
          description: "Initialize the UI interpretation chain: Layout → Style → UI Components → Design Director"
          steps:
            - name: "Run Layout Agent"
              description: "Use the Layout Agent prompt template to analyze the screenshot and produce layout JSON."
              command: "/init_layout_agent"
              args:
                - "screenshot_reference_url_or_description"
              output: "layout_output.json"

            - name: "Run Style Agent"
              description: "Feed layout_output.json into Style Agent to add colors, typography, and other style tokens."
              command: "/init_style_agent"
              args:
                - "layout_output.json"
              output: "styled_output.json"

            - name: "Run UI Component Agent"
              description: "Feed styled_output.json into UI Element Agent to map elements to shadcn-ui components."
              command: "/init_component_agent"
              args:
                - "styled_output.json"
              output: "ui_elements_output.json"

            - name: "Run Design Director Agent"
              description: "Feed ui_elements_output.json into Design Director Agent for validation and grading."
              command: "/init_design_director_agent"
              args:
                - "ui_elements_output.json"
              output: "final_graded_output.json"

            - name: "Check Feedback"
              description: "If the Design Director requests changes, loop back to the respective agent."
              conditional:
                check: "final_graded_output.json.grade"
                if_less_than: "B"
                then:
                  # Hypothetical logic to handle rework:
                  # "Re-run /run_layout_agent or /run_style_agent or /run_ui_element_agent depending on feedback"
                  command: "/rework_ui_chain"
                  args:
                    - "final_graded_output.json"
                else:
                  message: "UI interpretation chain completed successfully."

          validation:
            - "Ensure that final_graded_output.json matches the screenshot as confirmed by the Design Director Agent"
            - "Check that no required tokens or components are missing"

        # NEW: Init Project Workflow
        "/init_project":
          description: "Initialize a new project environment"
          steps:
            create_project_structure:
              description: "Create project structure"
              command: "/create_project_structure"
              # Example terminal commands for React/Vue:
              # For React (Next.js + Tailwind + shadcn):
              # `npx create-next-app@latest {app-name} --tailwind && npx shadcn@latest init -d`
              # For Vue (Vite + Tailwind):
              # `npm create vite@latest my-vue-app && npm install -D tailwindcss postcss autoprefixer && npx tailwindcss init -p && npx shadcn@latest init"
              cli_choices:
                - "npx create-next-app@latest my-app --tailwind && npx shadcn@latest init -d"
                - "npm create vite@latest my-vue-app && npm install -D tailwindcss postcss autoprefixer && npx tailwindcss init -p && npx shadcn@latest init"
              output:
                - "new project root directory"

            generate_knowledge_graph:
              description: "Generate initial knowledge graph"
              command: "/generate_knowledge_graph"
              # Depending on project type:
              cli_choices:
                - "python scripts/python_dependency_graph.py"
                - "node scripts/react_dependency_graph.js"
                - "node scripts/vue_dependency_graph.js"
              input: "Project codebase"
              output: "initial-knowledge-graph.json"

            setup_context:
              description: "Setup context management"
              command: "/setup_context"
              output: ".context/"

            configure_env:
              description: "Configure development environment"
              command: "/configure-env"
              # Terminal command to set up .env and .env.example:
              args:
                - "touch .env .env.example && chmod 600 .env && echo '# Supabase Configuration\nSUPABASE_URL=your_supabase_project_url\nSUPABASE_ANON_KEY=your_supabase_anon_key\nSUPABASE_SERVICE_ROLE_KEY=your_supabase_service_role_key\n\n# Anthropic API Configuration\nANTHROPIC_API_KEY=your_anthropic_api_key\n\n# OpenAI API Configuration\nOPENAI_API_KEY=your_openai_api_key\n\n# Environment Configuration\nNODE_ENV=development' > .env && echo '# Supabase Configuration\nSUPABASE_URL=\nSUPABASE_ANON_KEY=\nSUPABASE_SERVICE_ROLE_KEY=\n\n# Anthropic API Configuration\nANTHROPIC_API_KEY=\n\n# OpenAI API Configuration\nOPENAI_API_KEY=\n\n# Environment Configuration\nNODE_ENV=development' > .env.example && echo '# Environment Variables\n.env\n.env.local\n.env.*.local\n\n# Keep example file\n!.env.example' > .gitignore"
              output: ".env"

            init_version_control:
              description: "Initialize version control"
              command: "/init-version-control"
              args:
                - "git init && git add . && git commit -m 'initial commit' && git push"
              output: ".git/"

        # Existing Project Onboarding Workflow
        "/init_existing_project":
            description: "Initialize and integrate an existing project into SDLC orchestration"
            steps:
              knowledge_graph:
                description: "Generate project knowledge graph"
                command: "python scripts/build_knowledge_graph.py"
                args:
                  - "--input=./existing_project"
                  - "--output=.context/knowledge_graph.json"
                validation:
                  - "Check graph completeness"
                  - "Verify node connections"
              context_initialization:
                description: "Initialize project context"
                commands:
                  - "/init_context"
                  - "/load_project_state"
                outputs:
                  - ".context/project_state.json"
                  - ".context/documentation_index.json"
              
              codebase_analysis:
                description: "Analyze existing codebase"
                commands:
                  - "/analyze_code --depth=full"
                  - "/evaluate_code --mode=audit"
                scans:
                  - type: "Static Analysis"
                    tool: "ESLint"
                  - type: "Dependencies"
                    tool: "npm audit"
                  - type: "Test Coverage"
                    tool: "Jest --coverage"
              
              ui_assessment:
                description: "Assess UI/UX state"
                commands:
                  - "/capture_screenshots"
                  - "/compare_design_system"
                artifacts:
                  - "ui_audit/"
                  - "component_inventory.json"
              
              documentation_audit:
                description: "Audit existing documentation"
                scan_directories:
                  - "docs/"
                  - "README.md"
                  - "API.md"
                mapping:
                  - source: "existing_docs/"
                    target: "deliverables/"
                    template: "templates/doc_migration.md"
              
              gap_analysis:
                description: "Generate gap analysis report"
                command: "/generate_audit_report"
                args:
                  - "--include=all"
                  - "--output=deliverables/reports/audit_report.md"
                sections:
                  - "Project Overview"
                  - "Codebase Assessment"
                  - "Documentation Status"
                  - "Test Coverage"
                  - "UI/UX Alignment"
                  - "Security Review"
                  - "Performance Metrics"
                  - "Recommendations"
              
              integration_planning:
                description: "Plan project integration"
                outputs:
                  - type: "Integration Plan"
                    template: "templates/onboarding/integration_plan.md"
                    sections:
                      - "Timeline"
                      - "Resource Requirements"
                      - "Risk Assessment"
                      - "Migration Steps"
                  - type: "Checklist"
                    template: "templates/onboarding/migration_checklist.md"
                    items:
                      - "Documentation Migration"
                      - "Code Standards Alignment"
                      - "Test Coverage Improvement"
                      - "UI/UX Standardization"
                      - "Security Compliance"

              post_actions:
                - command: "/process_audit_findings"
                  args:
                    - "--input=deliverables/reports/audit_report.md"
                    - "--output=deliverables/reports/updated_backlog_report.md"

              "/process_audit_findings":
                description: "Process audit report to generate feature requests and bug tickets"
                parameters:
                  - name: "audit_report"
                    type: "file"
                    description: "The generated audit report file"
                    required: true
                  - name: "output_report"
                    type: "file"
                    description: "Path for the updated backlog report"
                    required: true
                
                workflow:
                  parse_findings:
                    description: "Parse audit report for gaps and issues"
                    command: "python scripts/parse_audit_report.py"
                    args:
                      - "--input=${audit_report}"
                      - "--output=.context/parsed_findings.json"
                    validation:
                      - "Check JSON structure"
                      - "Verify findings categorization"

                  feature_creation:
                    description: "Create feature requests from identified gaps"
                    command: "/create_user_story"
                    args:
                      - "--from=.context/parsed_findings.json"
                      - "--type=feature"
                    template: "templates/user_story.md"
                    format:
                      story: "As a [type of user], I want [some goal] so that [some reason]"
                      criteria:
                        - "Given [context]"
                        - "When [action]"
                        - "Then [expected result]"
                    outputs:
                      - "docs/feature-requests/*.md"
                      - "deliverables/product/FRD.md"

                  sprint_planning:
                    description: "Add new stories to sprint backlog"
                    command: "/feature_map"
                    args:
                      - "--add-to-sprint=next_sprint"
                      - "--stories=.context/parsed_findings.json"
                    updates:
                      - "deliverables/product/PRD.md"
                      - ".context/sprint_backlog.json"

                  bug_handling:
                    description: "Process discovered bugs"
                    for_each_bug:
                      - create_branch:
                          command: "git checkout -b bugfix/${bug_id}"
                      - record_bug:
                          command: "echo"
                          args:
                            - "Bug: ${bug_id} - ${description}"
                            - ">>"
                            - "cline_docs/context/bugs.md"
                      - update_context:
                          command: "/update_context"
                          args:
                            - "--type=bug"
                            - "--id=${bug_id}"
                            - "--details=${bug_details}"

                  report_generation:
                    description: "Generate summary of changes"
                    command: "/generate_docs"
                    args:
                      - "--template=templates/backlog_report.md"
                      - "--output=${output_report}"
                    sections:
                      - "New Feature Requests"
                      - "New Bug Tickets"
                      - "Updated Sprint Backlog"
                      - "Context Updates"

                validation_gates:
                  - after: "parse_findings"
                    check: "Findings properly categorized"
                  - after: "feature_creation"
                    check: "All stories have acceptance criteria"
                  - after: "bug_handling"
                    check: "All bugs documented and tracked"
                  - before: "report_generation"
                    check: "All updates completed"

                traceability:
                  links:
                    - from: "audit_report.md"
                      to: "docs/feature-requests/*.md"
                    - from: "docs/feature-requests/*.md"
                      to: "deliverables/product/FRD.md"
                    - from: "cline_docs/context/bugs.md"
                      to: "deliverables/reports/updated_backlog_report.md"

            validation_gates:
              - after: "knowledge_graph"
                check: "Graph completeness"
              - after: "codebase_analysis"
                check: "Critical issues"
              - after: "documentation_audit"
                check: "Required docs present"
              - before: "integration_planning"
                check: "All assessments complete"
        
        # UI interpretation chain
        "/init_requirement_docs":
          description: "Setup initial requirements documentation"
          workflow:
            steps:
              create_requirement_structure:
                description: "Create directories for requirement docs and write initial templates"
                actions:
                  - "Create directories: deliverables/documentation/product/"
                  - "Write BRD.md, PRD.md, FRD.md, DBRD.md, SRS.md from templates"

                # Example tool usage (pseudocode):
                # Use write_to_file tool to write PRD.md with the provided PRD template content
                # and similarly for BRD, FRD, DBRD, SRS as needed.

                # For PRD.md:
                # <write_to_file>
                # <path>deliverables/documentation/product/PRD.md</path>
                # <content>
                #   # (Complete PRD template content from provided snippet)
                # </content>
                # </write_to_file>

                # Repeat similarly for BRD.md, FRD.md, DBRD.md, SRS.md if defined.

                outputs:
                  - "deliverables/documentation/product/BRD.md"
                  - "deliverables/documentation/product/PRD.md"
                  - "deliverables/documentation/product/FRD.md"
                  - "deliverables/documentation/product/DBRD.md"
                  - "deliverables/documentation/product/SRS.md"

              link_requirements:
                description: "Link created documents into .context and cline_docs for reference"
                actions:
                  - "Update cline_docs/codebase_summary.md with references to new requirement docs"
                  - "Update .context/documentation_index.json to include requirement docs"
        
        # Design interpretation chain
        "/init_design_docs":
          description: "Setup design phase documentation"
          workflow:
            steps:
              create_design_structure:
                description: "Create directories for design docs and write initial templates"
                actions:
                  - "Create directories: deliverables/design/"
                  - "Write UXDD.md, user_persona_report.md, user_journey_map.md, wireframe_spec.md, design_spec.md, design_system.md from templates"

                # Example:
                # <write_to_file>
                # <path>deliverables/design/UXDD.md</path>
                # <content>
                #   # (UXDD content from snippet)
                # </content>
                # </write_to_file>

                # Similarly for user_persona_report.md, user_journey_map.md, wireframe_spec.md, design_spec.md, design_system.md

                outputs:
                  - "deliverables/design/UXDD.md"
                  - "deliverables/design/user_persona_report.md"
                  - "deliverables/design/user_journey_map.md"
                  - "deliverables/design/wireframe_spec.md"
                  - "deliverables/design/design_spec.md"
                  - "deliverables/design/design_system.md"

              integrate_with_ux_research:
                description: "Integrate design docs with ux_research and ui_design chains"
                actions:
                  - "Update cline_docs/codebase_summary.md with references to UXDD and related docs"
                  - "Add entries in .context/documentation_index.json linking to design docs"
                
              update_dependencies:
                description: "Parse .context/dependencies.json (if exists) to ensure design docs reference correct components"
                actions:
                  - "If dependencies file exists, cross-reference UI components mentioned in UXDD or wireframe_spec with codebase_summary"
                  - "Update design_system.md with any component references from dependencies"
        
        # Development interpretation chain  
        "/init_dev_docs":
          description: "Setup design phase documentation"
          workflow:
            steps:
              create_design_structure:
                description: "Create directories for design docs and write initial templates"
                actions:
                  - "Create directories: deliverables/design/"
                  - "Write UXDD.md, user_persona_report.md, user_journey_map.md, wireframe_spec.md, design_spec.md, design_system.md from templates"

                # Example:
                # <write_to_file>
                # <path>deliverables/design/UXDD.md</path>
                # <content>
                #   # (UXDD content from snippet)
                # </content>
                # </write_to_file>

                # Similarly for user_persona_report.md, user_journey_map.md, wireframe_spec.md, design_spec.md, design_system.md

                outputs:
                  - "deliverables/design/UXDD.md"
                  - "deliverables/design/user_persona_report.md"
                  - "deliverables/design/user_journey_map.md"
                  - "deliverables/design/wireframe_spec.md"
                  - "deliverables/design/design_spec.md"
                  - "deliverables/design/design_system.md"

              integrate_with_ux_research:
                description: "Integrate design docs with ux_research and ui_design chains"
                actions:
                  - "Update cline_docs/codebase_summary.md with references to UXDD and related docs"
                  - "Add entries in .context/documentation_index.json linking to design docs"
                
              update_dependencies:
                description: "Parse .context/dependencies.json (if exists) to ensure design docs reference correct components"
                actions:
                  - "If dependencies file exists, cross-reference UI components mentioned in UXDD or wireframe_spec with codebase_summary"
                  - "Update design_system.md with any component references from dependencies"

    # Morpheus Validation phase
    morpheus_validator_agent:
      name: "Morpheus"
      role: "High-Level Validator & Decision Maker"
      description: "Provides final validation of requirements, architecture, and design decisions"
      tools:
          - "prompts/core/reasoning.md"
          - "prompts/chains/components/code_quality/code_evaluation_agent.xml"
          - "prompts/chains/components/code_quality/code_generator_agent.xml"
          - "prompts/chains/components/code_quality/code_improver_agent.xml"
          - "prompts/chains/components/code_quality/code_rater.xml"
          - "prompts/chains/components/code_quality/code_quality_chain.xml"
      responsibilities:
          - "Validate final requirements"
          - "Enforce SOLID, YAGNI, KISS principles"
          - "Prevent premature optimization"
          - "Ensure adequate test coverage"
      workflow:
          requirements_validation:
            - "Challenge assumptions"
            - "Simplify solutions"
            - "Verify business value"
            - "Ensure acceptance criteria clarity"
          solution_review:
            - "Evaluate against SOLID"
            - "Check YAGNI compliance"
            - "Check KISS simplicity"
            - "Assess test coverage"

  # Specialized agents
    specialized_agents:
      # Product Owner: Requirements & Prioritization
      product_owner:
        role: "Product Owner"
        responsibilities:
          primary:
            - "Business analysis"
            - "Requirements gathering"
          secondary:
            - "Feature prioritization"
            - "Stakeholder management"
        communication:
          channels:
            - "direct_message"
            - "event_queue"
          message_format:
            required:
              - "sender"
              - "receiver"
              - "intent"
              - "payload"
        deliverables:
          documentation:
            templates:
              - type: "Technical Spec"
                path: "templates/tech_spec.md"
              - type: "User Guide"
                path: "templates/user_guide.md"
            validation:
              - "Completeness check"
              - "Technical accuracy"
          code:
            requirements:
              - "Unit tests"
              - "Integration tests"
              - "Documentation"
            quality_metrics:
              - "Code coverage"
              - "Complexity score"
        tools:
          - "/init_requirements"
          - "/feature_map"
          - "/init_roadmap"
        chains:
          - "chains/requirements_chain.md"
          - "chains/feature_analysis_chain.md"

      # UX Researcher: Research, Interviews, Surveys
      ux_researcher:
        role: "UX Researcher"
        responsibilities:
          - "User research planning"
          - "Interview analysis"
          - "Survey data processing"
          - "Insights generation"
        deliverables:
          - type: "Research Plan"
            template: "chains/components/research/research_plan_generator.md"
          - type: "Research Analysis"
            template: "chains/components/research/research_analysis_prompt.md"
        tools:
          - "/research_init"
          - "/interview_analyze"
          - "/survey_process"
        chains:
          - "chains/research_planning_chain.md"
          - "chains/data_analysis_chain.md"

      # UX Designer: User Journeys, Wireframes, Interaction Design
      ux_designer:
        role: "UX Designer"
        responsibilities:
          - "User journey mapping"
          - "Interaction design"
          - "Information architecture"
          - "Wireframe creation"
        deliverables:
          - type: "Persona"
            template: "chains/components/ui_ux/persona_generator.md"
          - type: "User Journey"
            template: "chains/components/ui_ux/journey_map_generator.md"
          - type: "Wireframes"
            template: "chains/components/ui_ux/wireframe-generation-prompt.md"
        tools:
          - "/wireframe_init"
          - "/journey_map"
          - "/persona_gen"
        chains:
          - "chains/ux_design_chain.md"
          - "chains/wireframe_chain.md"

      # UI Designer: Visual Design System, Components, Layout
      ui_designer:
        role: "UI Designer"
        responsibilities:
          - "Visual design system"
          - "Component library"
          - "Layout patterns"
          - "Interactive prototypes"
        deliverables:
          - type: "Design System"
            template: "chains/components/ui_ux/design_system_generator.md"
          - type: "Component Library"
            template: "chains/components/ui_ux/component_generator.md"
        tools:
          - "/design_system_init"
          - "/component_gen"
          - "/style_guide"
        chains:
          - "chains/ui_design_chain.md"
          - "chains/component_library_chain.md"

      # System Architect: System & API Design, Architecture Diagrams
      system_architect:
        role: "System Architect"
        responsibilities:
          - "System design"
          - "Architecture patterns"
          - "Technical specifications"
          - "Integration design"
        deliverables:
          - type: "Architecture Diagram"
            template: "chains/components/architecture/architectural-diagram-generator.md"
          - type: "System Design"
            template: "chains/components/architecture/generate-high-level-system-architecture.md"
          - type: "API Design"
            template: "chains/components/architecture/software_architect_api_designer.md"
        tools:
          - "/init_architecture"
          - "/gen_uml_<uml_type>"
          - "/api_design"
        chains:
          - "chains/architecture_chain.md"
          - "chains/system_design_chain.md"

      # Frontend Developer: UI Implementation & Client-Side Logic
      frontend_developer:
        role: "Frontend Developer"
        responsibilities:
          - "UI implementation"
          - "Client-side logic"
          - "Accessibility compliance"
          - "Performance optimization"
        rules:
          - "Follow atomic design principles"
          - "Ensure responsive design"
          - "Maintain accessibility standards"
        tools:
        commands:
          - "/ui_implement":
            description: "Generate UI documentation"
            workflow:
              steps:
                generate_documentation:
                  description: "Use external design system template"
                  template: "templates/design_system/design_system_documentation.xml"
                  actions:
                    - "Parse template and produce design_system_documentation.html from the referenced file"
          - "/component_build"
        deliverables:
          - type: "UI Components"
            template: "chains/components/development/atomic_design_system.xml"
          - type: "Frontend Code"
            template: "chains/components/development/tailwind_class_generator.xml"
          - type: "Style Guide"
            template: "chains/components/development/ui-styling-prompt.xml"
        workflow:
          implementation:
            - "Analyze design specs"
            - "Create component structure"
            - "Implement UI logic"
            - "Add styling"
            - "Ensure responsiveness"
          quality:
            template: "chains/components/code_quality/code_evaluation_agent.md"
            steps:
              - "Run linting"
              - "Check accessibility"
              - "Test cross-browser compatibility"
              - "Optimize bundle size"

      # Backend Developer: Server-Side Logic & APIs
      backend_developer:
        role: "Backend Developer"
        responsibilities:
          - "Server-side logic"
          - "API development"
          - "Database interactions"
          - "Security & performance"
        rules:
          - "Follow SOLID principles"
          - "Implement secure coding practices"
          - "Optimize database queries"
          - "Maintain API documentation"
        tools:
          - "/api_implement"
          - "/service_build"
          - "/init_git"
          - "/commit"
          - "/gen_docs"
        chains:
          - "chains/api_design_chain.md"
          - "chains/implementation_analysis_chain.md"
          - "chains/system_design_chain.md"
        deliverables:
          - type: "API Implementation"
            template: "chains/components/development/implementation-analysis-prompt.meta.md"
          - type: "Server Code"
            template: "chains/components/development/generate-high-level-system-architecture.meta.md"
          - type: "API Documentation"
            template: "chains/components/development/user-documentation-prompt.meta.md"
        workflow:
          implementation:
            - "Design API endpoints"
            - "Implement business logic"
            - "Setup database interactions"
            - "Add authentication/authorization"
          quality:
            template: "chains/components/code_quality/code_improver_agent.md"
            steps:
              - "Run security checks"
              - "Optimize performance"
              - "Test API endpoints"
              - "Validate data handling"

      # Database Developer: Schema & Query Optimization
      database_developer:
        role: "Database Developer"
        responsibilities:
          - "Database design"
          - "Data modeling"
          - "Query optimization"
          - "Data integrity"
        rules:
          - "Ensure data normalization"
          - "Implement indexing strategy"
          - "Maintain data integrity"
          - "Optimize query performance"
        deliverables:
          - type: "Database Schema"
            template: "chains/components/development/generate-tech-stack-BOM.meta.md"
          - type: "Query Optimization"
            template: "chains/components/development/performance-testing-prompt.meta.md"
          - type: "Data Migration"
            template: "chains/components/development/implementation-analysis-prompt.meta.md"
        workflow:
          implementation:
            - "Design database schema"
            - "Create indexes"
            - "Implement stored procedures"
            - "Setup replication"
          quality:
            template: "chains/components/code_quality/code_rater.md"
            steps:
              - "Check query performance"
              - "Validate data integrity"
              - "Test scalability"
              - "Monitor resource usage"

      # System Admin: Infrastructure & Deployment
      system_admin:
        role: "System Administrator"
        responsibilities:
          - "Infrastructure setup"
          - "Deployment automation"
          - "Monitoring & backups"
          - "Security measures"
        tools:
          - "/init_architecture"
          - "/generate_project_structure"
          - "/gen_uml_<uml_type>"
          - "/api_design"
        deliverables:
          - type: "Infrastructure Setup"
            template: "chains/components/development/architectural-diagram-generator.meta.md"
          - type: "Deployment Config"
            template: "chains/components/development/monitoring-setup-prompt.meta.md"
          - type: "Monitoring Setup"
            template: "chains/components/development/security-documentation-prompt.meta.md"
        workflow:
          implementation:
            - "Setup infrastructure"
            - "Configure CI/CD"
            - "Implement monitoring"
            - "Setup backup system"
          quality:
            template: "chains/components/code_quality/code_generator_agent.md"
            steps:
              - "Test infrastructure"
              - "Validate security"
              - "Check performance"

  # Common attributes shared across the orchestration (unchanged from original for now)
  common_attributes:
    communication:
      channels:
        - "direct_message"
        - "event_queue"
      message_format:
        required:
          - "sender"
          - "receiver"
          - "intent"
          - "payload"
    quality_control:
      review_process:
        - "Peer review"
        - "Quality metrics"
        - "Documentation check"
    quality_gates:
      code_review:
        checklist:
          - "Code style compliance"
          - "Test coverage"
          - "Documentation completeness"
        approvers:
          required: 2
          roles:
            - "Senior Developer"
            - "Tech Lead"
      deployment:
        requirements:
          - "All tests passing"
          - "Security scan complete"
          - "Performance benchmarks met"

  # Define the overarching SDLC workflows, aligning chains in a logical SDLC order
  workflows:
    phases:
      - name: "requirements"
        description: "Gather and validate requirements"
        chains:
          - "chains/requirements_chain.md"
          - "chains/feature_analysis_chain.md"

      - name: "architecture"
        description: "High-level system architecture and technical decisions"
        chains:
          - "chains/architecture_chain.md"

      - name: "system_design"
        description: "Detailed system design, including UML diagrams and integration points"
        chains:
          - "chains/system_design_chain.md"

      - name: "ux_research"
        description: "User research planning and analysis"
        chains:
          - "chains/research_planning_chain.md"
          - "chains/data_analysis_chain.md"

      - name: "ux_design"
        description: "User experience design, user journeys, and wireframes"
        chains:
          - "chains/ux_design_chain.md"
          - "chains/wireframe_chain.md"
          # Consolidate research analysis prompts into UX phase if needed

      - name: "ui_design"
        description: "UI component library, style guides, and visual design system"
        chains:
          - "chains/ui_design_chain.md"
          - "chains/component_library_chain.md"

      - name: "development"
        description: "Frontend and backend implementation, code quality, code generation"
        chains:
          - "chains/code_quality_chain.md"
          - "chains/code_improver_chain.md"
          - "chains/code_rater_chain.md"
          - "chains/code_generator_chain.md"
          - "chains/code_evaluation_chain.md"
          - "chains/implementation_analysis_chain.md"
          - "chains/api_design_chain.md"

      - name: "testing"
        description: "Testing at various levels: unit, integration, E2E"
        chains:
          - "chains/testing/unit_test_chain.md"
          - "chains/testing/integration_test_chain.md"
          - "chains/testing/e2e_test_chain.md"
          - "chains/testing/security_test_chain.md"
          - "chains/testing/performance_test_chain.md"

      - name: "deployment"
        description: "Infrastructure setup, CI/CD, and monitoring"
        # Add any relevant chains for deployment phase
        # chains:
        #   - "chains/deployment_chain.md" (if exists)

    # Define the standard lifecycle flow:
    sequence:
      - "requirements"
      - "architecture"
      - "system_design"
      - "ux_research"
      - "ux_design"
      - "ui_design"
      - "development"
      - "testing"
      - "deployment"

  # Define the requirement gathering phase
  requirement_gathering:
    agent:
      role: "Requirements Clarification Specialist"
      responsibilities:
        - "Identify unclear requirements proactively"
        - "Generate targeted clarifying questions"
        - "Document evolving requirements"
    workflow:
      phases:
        initialization:
          steps:
            - "Await initial user stories or feature requests"
            - "Analyze completeness of provided requirements"
            - "Generate clarifying questions"
            - "Document confirmed requirements"
        gathering:
          questions:
            - "What is the feature title?"
            - "Please describe the feature in detail."
            - "Who are the primary users?"
            - "What problem does this feature solve?"
            - "What are the expected outcomes?"
            - "Any technical constraints?"
            - "Priority level? (High/Medium/Low)"
        validation_rules:
          - "No implementation without clear, validated requirements"
          - "No documentation finalization without user request"
          - "No diagrams without explicit need"
        templates:
          feature_request:
            format:
              overview:
                fields:
                  - "Title"
                  - "Description"
              users:
                fields:
                  - "Target Users"
                  - "User Needs"
              details:
                fields:
                  - "Problem Statement"
                  - "Expected Outcomes"
                  - "Technical Constraints"
                  - "Priority Level"
              dependencies:
                fields:
                  - "Auto-detected Dependencies"

      principles:
        kiss:
          name: "Keep It Simple, Stupid"
          guidelines:
            - "Favor straightforward solutions"
            - "Prioritize maintainability"
        yagni:
          name: "You Aren't Gonna Need It"
          guidelines:
            - "Implement only currently required features"
            - "Avoid speculative additions"

      commands:
        "/init_requirements":
          description: "Initialize requirements gathering"
          workflow:
            - "Setup requirements structure"
            - "Initialize templates"
            - "Configure tracking"
        "/feature_map":
          description: "Generate feature mapping"
          workflow:
            - "Analyze gathered requirements"
            - "Create feature hierarchy"
            - "Set dependencies"
        "/validate_requirements":
          description: "Validate gathered requirements"
          workflow:
            - "Check completeness"
            - "Verify clarity"
            - "Apply KISS/YAGNI"
            - "Ensure testability"

      documentation:
        deliverables:
          - type: "BRD"
            template: "templates/business_requirements_document.md"
          - type: "PRD"
            template: "templates/product_requirements_document.md"
          - type: "FRD"
            template: "templates/feature_requirements_document.md"

      quality_checks:
        requirements_validation:
          checklist:
            - "Requirements are unambiguous"
            - "Success criteria are measurable"
            - "User needs defined"
            - "Technical constraints documented"
            - "Dependencies identified"
            - "Priority set"
            - "Stakeholders reviewed"
        best_practices:
          do:
            - "Start from user needs"
            - "Use clear, simple language"
            - "Document assumptions"
            - "Include acceptance criteria"
            - "Validate with stakeholders"
            - "Track changes"
          don't:
            - "Add implementation details prematurely"
            - "Make assumptions without validation"
            - "Skip stakeholder validation"
            - "Ignore non-functional requirements"
            - "Rush through clarification"

      integration:
        version_control:
          - "Store requirements in VCS"
          - "Track changes"
          - "Maintain history"
        documentation_links:
          - "Link requirements to user stories"
          - "Connect to specs"
          - "Reference architectural decisions"
        quality_assurance:
          - "Ensure testability"
          - "Link to test cases"
          - "Maintain traceability matrix"

      error_prevention:
        validation_steps:
          - "Double-check all gathered requirements"
          - "Verify stakeholder sign-off"
          - "Ensure clear acceptance criteria"
          - "Document assumptions"
          - "Track open questions"
          - "Maintain requirement traceability"

      notes:
        smart_criteria:
          - "Specific"
          - "Measurable"
          - "Achievable"
          - "Relevant"
          - "Time-bound"
        maintenance:
          - "Regular stakeholder reviews"
          - "Keep documentation updated"
          - "Track changes systematically"
          - "Maintain clear communication channels"

      requirements_traceability:
        structure:
          epic:
            template: "templates/requirements/epic_template.md"
            components:
              - "business_value"
              - "success_metrics"
              - "constraints"
              - "dependencies"

  # Define the design management phase  
  design_management:
    # This section manages the design phases of the SDLC: ux_research → ux_design → ui_design.
    # It defines triggers, documentation templates, and deliverables for each sub-phase.
    # Triggers: Once requirements are validated and documented (e.g., PRD completed and validated),
    # the design phase can start, beginning with user research, followed by UX design, then UI design.

    triggers:
      # Trigger after requirements validation:
      after_requirements_validation:
        action: "/init_design_phase"
        description: "Initialize design phase once PRD and requirements are finalized"
        validation:
          - "Check PRD completeness"
          - "Verify clarity of requirements"
          - "Confirm stakeholder approval"

    documentation:
      uxdd_components:
        # Organized by sub-phase (ux_research, ux_design, ui_design)
        ux_research:
          user_research_report:
            template: "templates/design/research_report.md"
            sections:
              - "Research objectives"
              - "Methodology"
              - "Key findings"
              - "Recommendations"
          user_personas:
            template: "templates/design/persona_template.md"
            sections:
              - "Demographics"
              - "Goals and needs"
              - "Pain points"
              - "Behaviors"

        ux_design:
          user_journeys:
            template: "templates/design/journey_template.md"
            sections:
              - "User goals"
              - "Journey stages"
              - "Touch points"
              - "Pain points"
              - "Opportunities"
          wireframes:
            template: "templates/design/wireframe_template.md"
            organization:
              by_user_flow:
                - "User registration flow"
                - "Core feature flows"
                - "Settings flows"
              by_component:
                - "Navigation components"
                - "Form components"
                - "Content components"
            annotations:
              types:
                - "User interactions"
                - "Data elements"
                - "State changes"
                - "Component behavior"
            svg_generation:
              command: "/generate_svg"
              output: "deliverables/design/wireframes/*.svg"
              embedding: "auto-embed into UXDD.md"

        ui_design:
          object_oriented_ux:
            template: "templates/design/ooux_template.md"
            sections:
              - "Object mapping"
              - "Relationship diagrams"
              - "Core objects"
              - "Object attributes"
          design_system:
            template: "templates/design/design_system_generator.md"
          component_library:
            template: "templates/design/component_generator.md"
          prototype:
            simple_prototype:
              template: "templates/design/prototype_template.md"
              technologies:
                - "HTML"
                - "CSS"
                - "JavaScript"
              features:
                - "Basic interactions"
                - "Navigation flow"
                - "Form handling"
              output:
                - "deliverables/design/prototype/index.html"
                - "deliverables/design/prototype/styles.css"
                - "deliverables/design/prototype/script.js"

    # Consolidate UX documentation into a single UXDD at the end of the design phases
    commands:
      "/init_design_phase":
        description: "Initialize design phase after requirements validation"
        workflow:
          - "Load validated PRD content"
          - "Setup UXDD structure"
          - "Initialize ux_research tasks"
          - "Create tracking system"
      "/new_feature_design":
        description: "Handle new feature’s design process"
        workflow:
          - "Analyze final requirements"
          - "Update user journeys"
          - "Create wireframes"
          - "Update prototype"
          - "Update UXDD"
        deliverables:
          - "Updated user journeys"
          - "Feature wireframes"
          - "Prototype updates"
          - "UXDD updates"
      "/consolidate_uxdd":
        description: "Consolidate all UX documentation into a final UXDD"
        workflow:
          - "Gather all UX research & design components"
          - "Generate final UXDD"
          - "Embed SVG wireframes"
          - "Create comprehensive index"
        output:
          file: "deliverables/documentation/design/UXDD.md"
          sections:
            - name: "Research"
              sources:
                - "deliverables/design/user_research_report.md"
                - "deliverables/design/user_personas.md"
            - name: "Design"
              sources:
                - "deliverables/design/ooux_template.md"
                - "deliverables/design/journey_template.md"
                - "deliverables/design/wireframes/*.svg"
            - name: "Prototype"
              sources:
                - "deliverables/design/prototype_documentation.md"
                - "deliverables/design/prototype_screenshots"

  # Define the development management phase
  development_management:
  # This section orchestrates the development phase as defined in workflows.
  # It covers frontend & backend implementation, code quality checks, database setup, and integration with testing.
    development:
      commands:
        "/dev_init":
          description: "Set up the development environment"
          workflow:
            - "Environment setup (install dependencies, configure tools)"
            - "Code scaffolding (generate initial structure)"
            - "Testing framework initialization"
        "/test_init":
          description: "Initialize testing environment"
          workflow:
            - "Set up test frameworks (unit, integration)"
            - "Configure test scripts"
            - "Prepare test data and mocks"
        "/test_unit":
          description: "Run unit tests"
          workflow:
            - "Execute unit tests"
            - "Generate test reports"
            - "Check code coverage"
        "/test_integration":
          description: "Run integration tests"
          workflow:
            - "Execute integration tests"
            - "Validate service interactions"
            - "Check integration coverage reports"
        "/analyze_code":
          description: "Run code analysis tools for quality checks"
          parameters:
            - files: "Files to analyze"
            - depth: "Analysis depth"
          workflow:
            - "Run ESLint or equivalent linters"
            - "Execute SonarQube or CodeClimate analysis"
            - "Generate quality reports"
            - "Identify technical debt"
        "/optimize_code":
          description: "Perform code optimization steps"
          workflow:
            - "Refactor complex areas"
            - "Improve performance hotspots"
            - "Reduce bundle size"
            - "Enhance maintainability"
        "/validate_config":
          description: "Validate configuration against schema"
          workflow:
            - "run: yq -o=json ./.github/config.yaml > ./config.json"
            - "run: npx ajv validate -s ./.github/schema.json -d ./config.json"
            - "Check results and proceed if successful"
        "/create_nextra_project":
          description: "Create and configure a Nextra project with Atomic Design System"
          workflow:
            - name: "Project Creation"
              steps:
                - "Create project directory"
                - "Initialize Nextra project"
                - "Configure dependencies"
              command: |
                mkdir project-site && cd project-site && \
                npx create-next-app@latest . --typescript --tailwind --eslint && \
                npm install nextra nextra-theme-docs && \
                npm install @radix-ui/react-icons @radix-ui/react-slot clsx tailwind-merge && \
                npm install @radix-ui/react-accordion @radix-ui/react-alert-dialog @radix-ui/react-aspect-ratio && \
                npm install @radix-ui/react-avatar @radix-ui/react-checkbox @radix-ui/react-collapsible && \
                npm install @radix-ui/react-context-menu @radix-ui/react-dialog @radix-ui/react-dropdown-menu && \
                npm install @radix-ui/react-hover-card @radix-ui/react-label @radix-ui/react-menubar && \
                npm install @radix-ui/react-navigation-menu @radix-ui/react-popover @radix-ui/react-progress && \
                npm install @radix-ui/react-radio-group @radix-ui/react-scroll-area @radix-ui/react-select && \
                npm install @radix-ui/react-separator @radix-ui/react-slider @radix-ui/react-switch && \
                npm install @radix-ui/react-tabs @radix-ui/react-toast @radix-ui/react-toggle && \
                npm install @radix-ui/react-tooltip && \
                npm install class-variance-authority tailwindcss-animate framer-motion

            - name: "Configuration Setup"
              steps:
                - "Configure Nextra"
                - "Setup Tailwind"
                - "Configure TypeScript"
              files:
                - path: "next.config.js"
                  content: |
                    const withNextra = require('nextra')({
                      theme: 'nextra-theme-docs',
                      themeConfig: './theme.config.jsx'
                    })
                    module.exports = withNextra()
                - path: "theme.config.jsx"
                  content: |
                    export default {
                      logo: <span>Atomic Design System</span>,
                      project: {
                        link: 'https://github.com/yourusername/project-name'
                      },
                      docsRepositoryBase: 'https://github.com/yourusername/project-name',
                      footer: {
                        text: 'Atomic Design System Documentation'
                      }
                    }

            - name: "Directory Structure"
              steps:
                - "Create atomic design directories"
                - "Setup documentation structure"
              structure:
                - pages:
                    - atoms:
                        - button.mdx
                        - input.mdx
                        - typography.mdx
                    - molecules:
                        - form-field.mdx
                        - card.mdx
                    - organisms:
                        - form.mdx
                        - navigation.mdx
                    - templates:
                        - page-layout.mdx
                    - design-system:
                        - colors.mdx
                        - spacing.mdx
                        - typography.mdx
                    - components:
                        - ui
                    - index.mdx

            - name: "Component Setup"
              steps:
                - "Initialize shadcn-ui components"
                - "Setup Framer Motion animations"
              command: |
                npx shadcn-ui@latest init && \
                npx shadcn-ui@latest add button card form input label tabs

            - name: "Documentation Setup"
              steps:
                - "Create initial documentation"
                - "Setup component examples"
              files:
                - path: "pages/index.mdx"
                  content: |
                    # Atomic Design System
                    
                    Welcome to our Atomic Design System documentation. This system is built using:
                    
                    - Next.js
                    - Tailwind CSS
                    - shadcn/ui
                    - Framer Motion
                    
                    ## Getting Started
                    
                    Browse through our component categories:
                    
                    - [Atoms](/atoms) - Basic building blocks
                    - [Molecules](/molecules) - Simple component combinations
                    - [Organisms](/organisms) - Complex component combinations
                    - [Templates](/templates) - Page-level layouts
                    
                    ## Design Tokens
                    
                    Explore our design foundations:
                    
                    - [Colors](/design-system/colors)
                    - [Typography](/design-system/typography)
                    - [Spacing](/design-system/spacing)

            - name: "Final Setup"
              steps:
                - "Install remaining dependencies"
                - "Build initial version"
              command: |
                npm run build && \
                echo "Nextra Atomic Design System project setup complete!"

          validation:
            - "Verify all dependencies installed"
            - "Check configuration files"
            - "Validate component structure"
            - "Test documentation build"

      # Tools and checks
      code_quality:
        analysis_tools:
          - "ESLint"
          - "SonarQube"
          - "CodeClimate"
        steps:
          - "Run linters"
          - "Assess code complexity"
          - "Check test coverage"
          - "Review documentation completeness"

      # Database initialization and environment setup
      database_initialization:
        "/init_database":
          description: "Initialize database environment and structure"
          workflow:
            - "Select database type (Postgres, MongoDB, etc.)"
            - "Configure connection"
            - "Set up schema using migrations"
            - "Initialize seed data if needed"
          database_types:
            postgres:
              setup:
                - name: "Initialize PostgreSQL"
                  commands:
                    - "docker run --name project-db -e POSTGRES_PASSWORD=password -d postgres"
                    - "npx prisma init"
                  configuration:
                    - DATABASE_URL="postgresql://postgres:password@localhost:5432/mydb"
                - name: "Setup Prisma"
                  steps:
                    - "Create schema.prisma"
                    - "Generate client"
                    - "Run initial migration"
            mongodb:
              setup:
                - name: "Initialize MongoDB"
                  commands:
                    - "docker run --name mongo-db -d mongo"
                    - "npm install mongoose"
                  configuration:
                    - MONGODB_URI="mongodb://localhost:27017/mydb"
                - name: "Setup Mongoose"
                  steps:
                    - "Create schema models"
                    - "Configure connections"
                    - "Initialize indexes"
          schema_management:
            "/create_schema":
              description: "Generate database schema from models"
              workflow:
                - "Analyze data models"
                - "Generate schema file"
                - "Setup relationships"
                - "Create indexes"
            "/run_migration":
              description: "Create and run database migrations"
              workflow:
                - "Generate migration files"
                - "Validate changes"
                - "Apply migrations"
                - "Verify database state"
          data_management:
            "/seed_database":
              description: "Seed database with initial data"
              workflow:
                - "Load seed data files"
                - "Validate data format"
                - "Insert seed data"
                - "Verify data integrity"
            "/backup_database":
              description: "Create database backup"
              workflow:
                - "Lock tables"
                - "Export data"
                - "Export schema"
                - "Store backup"
          security:
            setup:
              - "Create database users"
              - "Set permissions"
              - "Configure authentication"
              - "Setup encryption"
            policies:
              - "Password requirements"
              - "Access controls"
              - "Data encryption"
              - "Audit logging"
          monitoring:
            metrics:
              - "Connection pool status"
              - "Query performance"
              - "Storage usage"
              - "Backup status"
            alerts:
              - "Connection issues"
              - "Performance degradation"
              - "Storage warnings"
              - "Backup failures"
          maintenance:
            "/optimize_db":
              description: "Perform database optimization"
              workflow:
                - "Analyze performance"
                - "Optimize indexes"
                - "Vacuum tables"
                - "Update statistics"
            "/health_check":
              description: "Check database health"
              workflow:
                - "Check connections"
                - "Verify replication"
                - "Check disk space"
                - "Validate backups"

  # Define the document management phase
  document_management:
    # Directories - cline_docs, 
    directories:
      cline_docs: "cline_docs/"
      internal_docs:
        - name: "project_roadmap.md"
          purpose: "Track high-level goals, progress, and milestones"
        - name: "current_task.md"
          purpose: "Record current objectives and context"
        - name: "tech_stack.md"
          purpose: "Document chosen technologies and frameworks"
        - name: "codebase_summary.md"
          purpose: "Overview of project structure, data flow, dependencies"
      deliverables:
        structure:
          requirements:
            - "BRD.md"      # Business Requirements Document
            - "PRD.md"      # Product Requirements Document
            - "FRD.md"      # Feature Requirements Document
            - "DBRD.md"     # Database Requirements Document
            - "SRS.md"      # Software Requirements Specification
          design:
            core:
              - "UXDD.md"     # UX Design Document
            architecture:
              - "system_architecture.md"
              - "deployment_architecture.md"
            ui_design:
              - "design_system.md"
              - "style_guide.md"
            component_library:
              - "components.md"
              - "patterns.md"
          development:
            - "API_specs/"
            - "database_specs/"
            - "security_specs/"

    # Add project onboarding functionality
    project_onboarding:
      commands:
        "/onboard_existing_project":
          description: "Onboard existing project into SDLC orchestration"
          workflow:
            discovery:
              - "Scan existing codebase structure"
              - "Identify existing documentation"
              - "Map current test coverage"
              - "Analyze deployment setup"
            normalization:
              - "Align with standard directory structure"
              - "Convert docs to template format"
              - "Standardize naming conventions"
            validation:
              - "Run config validation"
              - "Check documentation completeness"
              - "Verify test coverage"
            integration:
              - "Link to workflow phases"
              - "Setup CI/CD pipelines"
              - "Configure monitoring"
          outputs:
            - type: "Gap Analysis Report"
              template: "templates/onboarding/gap_analysis.md"
            - type: "Integration Plan"
              template: "templates/onboarding/integration_plan.md"
            - type: "Migration Checklist"
              template: "templates/onboarding/migration_checklist.md"



      matrix:
        template: "templates/traceability/matrix_template.md"
        links:
          - from: "deliverables/product/FRD.md"
            to: 
              - "tests/results/"
              - "tests/performance/"
          - from: "deliverables/design/UXDD.md"
            to:
              - "deliverables/product/PRD.md"
              - "deliverables/product/FRD.md"


    security_compliance:
      standards:
        - name: "OWASP Top 10"
          validation_chain: "chains/security/owasp_validation_chain.md"
        - name: "GDPR"
          validation_chain: "chains/security/gdpr_validation_chain.md"
      checks:
        - "Security vulnerability scanning"
        - "Dependency vulnerability checks"
        - "Code security analysis"
        - "Access control validation"


    validation_workflow:
      triggers:
        - after: "/generate_structure"
          run: "/validate_config"
        - after: "/dev_init"
          run: "/validate_config"
        - before: "testing"
          run: "/validate_config"
      ci_cd_integration:
        requirements:
          - tool: "yq"
            purpose: "YAML processing"
            installation: "npm install -g yq"
          - tool: "ajv"
            purpose: "JSON Schema validation"
            installation: "npm install -g ajv-cli"
      workflow:
        - "Convert YAML to JSON using yq"
        - "Validate against schema using ajv"
        - "Generate validation report"
        - "Block pipeline if validation fails"


    schema_validation:
      mandatory_fields:
        agent:
          - "role"
          - "responsibilities"
          - "tools"
        workflow:
          - "name"
          - "description"
          - "chains"
      enums:
        workflow_phases:
          - "requirements"
          - "architecture"
          - "system_design"
          - "ux_research"
          - "ux_design"
          - "ui_design"
          - "development"
          - "testing"
          - "deployment"


    # Add new commands for the development management phase
    development_management:
      commands:
        "/update_context":
          description: "Update context management system with latest changes"
          workflow:
            - name: "Check for Changes"
              description: "Identify changes in the project context"
              command: "/detect_changes"
              output: "changes_detected.json"

            - name: "Update Vector Store"
              description: "Update the vector store with new context data"
              command: "/update_vector_store"
              args:
                - "changes_detected.json"
              output: "vector_store_updated.json"

            - name: "Sync with Agents"
              description: "Synchronize updated context with all relevant agents"
              command: "/sync_agents"
              args:
                - "vector_store_updated.json"
              output: "agents_synced.json"

            - name: "Update Documentation"
              description: "Reflect changes in the project documentation"
              command: "/update_docs"
              args:
                - "agents_synced.json"
              output: "documentation_updated.json"

          validation:
            - "Ensure vector store is updated correctly"
            - "Verify all agents are synchronized"
            - "Check documentation reflects latest changes"

      context_management:
        codebase_context:
          description: "Codebase Context Specification (CCS) implementation"
          version: "1.1-RFC"
          
          structure:
            root_directory: ".context/"
            core_files:
              - name: "index.md"
                description: "Primary entry point with YAML front matter"
                required: true
              - name: "docs.md"
                description: "Extended documentation and guides"
                required: true
            directories:
              - name: "diagrams/"
                description: "Architectural and workflow diagrams"
              - name: "images/"
                description: "Supporting visual assets"

          initialization:
            command: "/init_context"
            steps:
              - name: "Create Directory Structure"
                action: "create_directories"
                paths:
                  - ".context/"
                  - ".context/diagrams/"
                  - ".context/images/"

              - name: "Initialize Core Files"
                action: "create_files"
                templates:
                  index_md:
                    path: ".context/index.md"
                    content_template: |
                      ---
                      module-name: "${project_name}"
                      description: "${project_description}"
                      technologies: []
                      related-modules: []
                      permissions: "read-write"
                      version: "1.0.0"
                      ---

                      # ${project_name}

                      ## Module Overview

                      ## Architecture

                      ## Domain Logic

                      ## Integration Points

                      ## Configuration

                  docs_md:
                    path: ".context/docs.md"
                    content_template: |
                      # Extended Documentation

                      ## Tutorials

                      ## Domain-Specific Guidance

              - name: "Initialize .contextignore"
                action: "create_file"
                path: ".contextignore"
                content: |
                  # Build outputs
                  dist/
                  build/

                  # Dependencies
                  node_modules/

                  # Test artifacts
                  **/__snapshots__/
                  *.test.js.snap

                  # Temporary files
                  *.tmp
                  *.log

          indexing:
            command: "/index_context"
            steps:
              - name: "Parse Context Files"
                action: "parse_markdown"
                targets:
                  - ".context/**/*.md"
                exclude:
                  - file: ".contextignore"
                parser_config:
                  extract_front_matter: true
                  parse_mermaid: true
                  process_links: true

              - name: "Generate Embeddings"
                action: "create_embeddings"
                config:
                  model: "text-embedding-ada-002"
                  dimensions: 1536
                  batch_size: 100

              - name: "Index Context"
                action: "index_context"
                metadata:
                  - "module_name"
                  - "technologies"
                  - "permissions"
                  - "version"

          module_management:
            command: "/manage_modules"
            operations:
              create_module:
                description: "Create new module context"
                steps:
                  - "Create module .context directory"
                  - "Initialize module index.md"
                  - "Update root index.md references"

              link_module:
                description: "Link external module context"
                steps:
                  - "Validate external reference"
                  - "Add to related-modules in front matter"
                  - "Update context index"

          visualization:
            command: "/visualize_context"
            generators:
              - name: "Architecture Diagram"
                type: "mermaid"
                source: "diagrams/architecture.md"
                output: "diagrams/architecture.svg"

              - name: "Module Hierarchy"
                type: "mermaid"
                source: "diagrams/modules.md"
                output: "diagrams/modules.svg"

          validation:
            command: "/validate_context"
            checks:
              - "Verify required files exist"
              - "Validate YAML front matter"
              - "Check link integrity"
              - "Validate module references"
              - "Verify diagram syntax"

          integration:
            vector_db:
              - name: "Index Context in Vector DB"
                description: "Add context content to vector database"
                steps:
                  - "Extract content from .context directory"
                  - "Generate embeddings"
                  - "Store in vector DB with metadata"

              - name: "Context Queries"
                description: "Query patterns for context retrieval"
                examples:
                  - "Find related modules"
                  - "Search architecture patterns"
                  - "Locate domain concepts"

            knowledge_graph:
              - name: "Build Context Graph"
                description: "Create graph representation of context"
                nodes:
                  - "Modules"
                  - "Technologies"
                  - "Integration points"
                edges:
                  - "Dependencies"
                  - "Relationships"
                  - "Data flow"

      prompt_processing:
        description: "Prompt improvement and compression pipeline"
        version: "1.0.0"
        
        pipeline:
          command: "/process_prompt"
          steps:
            - name: "Meta-Prompt Enhancement"
              description: "Enhance user input using meta-prompt template"
              action: "enhance_prompt"
              input:
                - type: "user_input"
                  description: "Original user query or request"
                - type: "template"
                  source: "prompts/meta-prompt.txt"
                  description: "Meta-prompt template for enhancement"
              output:
                type: "enhanced_prompt"
                format: "text"
              validation:
                - "Check template variables are filled"
                - "Verify prompt structure"
                - "Ensure context preservation"

            - name: "Initial LLM Processing"
              description: "Process enhanced prompt through base LLM"
              action: "process_llm"
              input:
                type: "enhanced_prompt"
                source: "previous_step"
              config:
                model: "gpt-4"
                temperature: 0.7
                max_tokens: 2000
              output:
                type: "llm_response"
                format: "text"
              validation:
                - "Check response completeness"
                - "Verify response relevance"

            - name: "Context Enrichment"
              description: "Enrich prompt with relevant context and knowledge"
              action: "enrich_context"
              input:
                - type: "llm_response"
                  source: "previous_step"
                - type: "context_sources"
                  sources:
                    vector_db:
                      - collection: "codebase_context"
                        query_type: "semantic"
                        top_k: 5
                      - collection: "design_system"
                        query_type: "semantic"
                        top_k: 3
                    knowledge_graph:
                      - node_types: ["modules", "components", "patterns"]
                        edge_types: ["depends_on", "implements", "uses"]
                        max_depth: 2
                    context_directory:
                      - path: ".context/"
                        file_patterns: ["*.md", "diagrams/*.md"]
              enrichment_rules:
                - name: "Code Context"
                  priority: "high"
                  sources: ["codebase_context"]
                  max_tokens: 1000
                
                - name: "Design Patterns"
                  priority: "medium"
                  sources: ["design_system"]
                  max_tokens: 500
                
                - name: "Architecture Context"
                  priority: "high"
                  sources: ["knowledge_graph", "context_directory"]
                  max_tokens: 800
              
              output:
                type: "enriched_prompt"
                format: "text"
                sections:
                  - "Original Response"
                  - "Relevant Code Context"
                  - "Design System Context"
                  - "Architectural Context"
              
              validation:
                - "Check context relevance"
                - "Verify context integration"
                - "Ensure context size limits"

            - name: "Prompt Compression"
              description: "Compress and optimize enriched prompt"
              action: "compress_prompt"
              input:
                - type: "enriched_prompt"
                  source: "previous_step"
                - type: "compression_template"
                  source: "prompts/core/docs/prompt-compression.md"
                  description: "Compression guidelines and rules"
              compression_rules:
                - name: "Context Preservation"
                  priority: "highest"
                  description: "Preserve critical context while removing redundancy"
                  
                - name: "Knowledge Integration"
                  priority: "high"
                  description: "Maintain essential knowledge elements"
                  
                - name: "Clarity Enhancement"
                  priority: "medium"
                  description: "Improve clarity without losing meaning"
              
              output:
                type: "final_prompt"
                format: "text"
                sections:
                  - "Compressed Query"
                  - "Essential Context"
                  - "Key Knowledge Points"
              
              validation:
                - "Check compression ratio"
                - "Verify information preservation"
                - "Ensure clarity and coherence"
                - "Validate context retention"

        optimization:
          metrics:
            - name: "Compression Ratio"
              description: "Ratio of final to original prompt length"
              target: "≤ 0.7"
            
            - name: "Context Retention"
              description: "Percentage of critical context preserved"
              target: "≥ 95%"
            
            - name: "Knowledge Integration"
              description: "Effectiveness of knowledge incorporation"
              target: "≥ 0.9"
            
            - name: "Response Quality"
              description: "Relevance and coherence of responses"
              target: "≥ 0.8"

        monitoring:
          metrics:
            - "Pipeline latency"
            - "Compression efficiency"
            - "Context preservation score"
            - "Knowledge integration score"
            - "Response quality rating"
          
          alerts:
            - condition: "compression_ratio > 0.8"
              message: "Low compression achievement"
            
            - condition: "context_retention < 0.9"
              message: "Critical context loss detected"
            
            - condition: "knowledge_integration < 0.8"
              message: "Poor knowledge integration detected"
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Created: 11/30/2024
Updated: 12/14/2024

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