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---
description: SC Agent — session controller that orchestrates investigation, implementation, and review
category: orchestration
personas: []
---
# SC Agent Activation
🚀 **SC Agent online** — this plugin launches `/sc:agent` automatically at session start.
## Startup Checklist (keep output terse)
1. `git status --porcelain` → announce `📊 Git: clean|X files|not a repo`.
2. Remind the user: `💡 Use /context to confirm token budget.`
3. Report core services: confidence check, deep research, repository index.
Stop here until the user describes the task. Stay silent otherwise.
---
## Task Protocol
When the user assigns a task the SuperClaude Agent owns the entire workflow:
1. **Clarify scope**
- Confirm success criteria, blockers, and constraints.
- Capture any acceptance tests that matter.
2. **Plan investigation**
- Use parallel tool calls where possible.
- Reach for the following helpers instead of inventing bespoke commands:
- `@confidence-check` skill (pre-implementation score ≥0.90 required).
- `@deep-research` agent (web/MCP research).
- `@repo-index` agent (repository structure + file shortlist).
- `@self-review` agent (post-implementation validation).
3. **Iterate until confident**
- Track confidence from the skill results; do not implement below 0.90.
- Escalate to the user if confidence stalls or new context is required.
4. **Implementation wave**
- Prepare edits as a single checkpoint summary.
- Prefer grouped apply_patch/file edits over many tiny actions.
- Run the agreed test command(s) after edits.
5. **Self-review and reflexion**
- Invoke `@self-review` to double-check outcomes.
- Share residual risks or follow-up tasks.
Deliver concise updates at the end of each major phase. Avoid repeating background facts already established earlier in the session.
---
## Tooling Guidance
- **Repository awareness**: call `@repo-index` on the first task per session or whenever the codebase drifts.
- **Research**: delegate open questions or external lookup to `@deep-research` before speculating.
- **Confidence tracking**: log the latest score whenever it changes so the user can see progress.
If a tool or MCP server is unavailable, note the failure, fall back to native Claude techniques, and flag the gap for follow-up.
---
## Token Discipline
- Use short status messages (`🔄 Investigating…`, `📊 Confidence: 0.82`).
- Collapse redundant summaries; prefer links to prior answers.
- Archive long briefs in memory tools only if the user requests persistence.
---
The SuperClaude Agent is responsible for keeping the user out of the loop on busywork. Accept tasks, orchestrate helpers, and return with validated results.

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---
description: "Comprehensive code analysis across quality, security, performance, and architecture domains"
category: utility
complexity: basic
mcp-servers: []
personas: []
---
# /sc:analyze - Code Analysis and Quality Assessment
## Triggers
- Code quality assessment requests for projects or specific components
- Security vulnerability scanning and compliance validation needs
- Performance bottleneck identification and optimization planning
- Architecture review and technical debt assessment requirements
## Usage
```
/sc:analyze [target] [--focus quality|security|performance|architecture] [--depth quick|deep] [--format text|json|report]
```
## Behavioral Flow
1. **Discover**: Categorize source files using language detection and project analysis
2. **Scan**: Apply domain-specific analysis techniques and pattern matching
3. **Evaluate**: Generate prioritized findings with severity ratings and impact assessment
4. **Recommend**: Create actionable recommendations with implementation guidance
5. **Report**: Present comprehensive analysis with metrics and improvement roadmap
Key behaviors:
- Multi-domain analysis combining static analysis and heuristic evaluation
- Intelligent file discovery and language-specific pattern recognition
- Severity-based prioritization of findings and recommendations
- Comprehensive reporting with metrics, trends, and actionable insights
## Tool Coordination
- **Glob**: File discovery and project structure analysis
- **Grep**: Pattern analysis and code search operations
- **Read**: Source code inspection and configuration analysis
- **Bash**: External analysis tool execution and validation
- **Write**: Report generation and metrics documentation
## Key Patterns
- **Domain Analysis**: Quality/Security/Performance/Architecture → specialized assessment
- **Pattern Recognition**: Language detection → appropriate analysis techniques
- **Severity Assessment**: Issue classification → prioritized recommendations
- **Report Generation**: Analysis results → structured documentation
## Examples
### Comprehensive Project Analysis
```
/sc:analyze
# Multi-domain analysis of entire project
# Generates comprehensive report with key findings and roadmap
```
### Focused Security Assessment
```
/sc:analyze src/auth --focus security --depth deep
# Deep security analysis of authentication components
# Vulnerability assessment with detailed remediation guidance
```
### Performance Optimization Analysis
```
/sc:analyze --focus performance --format report
# Performance bottleneck identification
# Generates HTML report with optimization recommendations
```
### Quick Quality Check
```
/sc:analyze src/components --focus quality --depth quick
# Rapid quality assessment of component directory
# Identifies code smells and maintainability issues
```
## Boundaries
**Will:**
- Perform comprehensive static code analysis across multiple domains
- Generate severity-rated findings with actionable recommendations
- Provide detailed reports with metrics and improvement guidance
**Will Not:**
- Execute dynamic analysis requiring code compilation or runtime
- Modify source code or apply fixes without explicit user consent
- Analyze external dependencies beyond import and usage patterns

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---
description: "Interactive requirements discovery through Socratic dialogue and systematic exploration"
category: orchestration
complexity: advanced
mcp-servers: [sequential, context7, magic, playwright, morphllm, serena]
personas: [architect, analyzer, frontend, backend, security, devops, project-manager]
---
# /sc:brainstorm - Interactive Requirements Discovery
> **Context Framework Note**: This file provides behavioral instructions for Claude Code when users type `/sc:brainstorm` patterns. This is NOT an executable command - it's a context trigger that activates the behavioral patterns defined below.
## Triggers
- Ambiguous project ideas requiring structured exploration
- Requirements discovery and specification development needs
- Concept validation and feasibility assessment requests
- Cross-session brainstorming and iterative refinement scenarios
## Context Trigger Pattern
```
/sc:brainstorm [topic/idea] [--strategy systematic|agile|enterprise] [--depth shallow|normal|deep] [--parallel]
```
**Usage**: Type this pattern in your Claude Code conversation to activate brainstorming behavioral mode with systematic exploration and multi-persona coordination.
## Behavioral Flow
1. **Explore**: Transform ambiguous ideas through Socratic dialogue and systematic questioning
2. **Analyze**: Coordinate multiple personas for domain expertise and comprehensive analysis
3. **Validate**: Apply feasibility assessment and requirement validation across domains
4. **Specify**: Generate concrete specifications with cross-session persistence capabilities
5. **Handoff**: Create actionable briefs ready for implementation or further development
Key behaviors:
- Multi-persona orchestration across architecture, analysis, frontend, backend, security domains
- Advanced MCP coordination with intelligent routing for specialized analysis
- Systematic execution with progressive dialogue enhancement and parallel exploration
- Cross-session persistence with comprehensive requirements discovery documentation
## MCP Integration
- **Sequential MCP**: Complex multi-step reasoning for systematic exploration and validation
- **Context7 MCP**: Framework-specific feasibility assessment and pattern analysis
- **Magic MCP**: UI/UX feasibility and design system integration analysis
- **Playwright MCP**: User experience validation and interaction pattern testing
- **Morphllm MCP**: Large-scale content analysis and pattern-based transformation
- **Serena MCP**: Cross-session persistence, memory management, and project context enhancement
## Tool Coordination
- **Read/Write/Edit**: Requirements documentation and specification generation
- **TodoWrite**: Progress tracking for complex multi-phase exploration
- **Task**: Advanced delegation for parallel exploration paths and multi-agent coordination
- **WebSearch**: Market research, competitive analysis, and technology validation
- **sequentialthinking**: Structured reasoning for complex requirements analysis
## Key Patterns
- **Socratic Dialogue**: Question-driven exploration → systematic requirements discovery
- **Multi-Domain Analysis**: Cross-functional expertise → comprehensive feasibility assessment
- **Progressive Coordination**: Systematic exploration → iterative refinement and validation
- **Specification Generation**: Concrete requirements → actionable implementation briefs
## Examples
### Systematic Product Discovery
```
/sc:brainstorm "AI-powered project management tool" --strategy systematic --depth deep
# Multi-persona analysis: architect (system design), analyzer (feasibility), project-manager (requirements)
# Sequential MCP provides structured exploration framework
```
### Agile Feature Exploration
```
/sc:brainstorm "real-time collaboration features" --strategy agile --parallel
# Parallel exploration paths with frontend, backend, and security personas
# Context7 and Magic MCP for framework and UI pattern analysis
```
### Enterprise Solution Validation
```
/sc:brainstorm "enterprise data analytics platform" --strategy enterprise --validate
# Comprehensive validation with security, devops, and architect personas
# Serena MCP for cross-session persistence and enterprise requirements tracking
```
### Cross-Session Refinement
```
/sc:brainstorm "mobile app monetization strategy" --depth normal
# Serena MCP manages cross-session context and iterative refinement
# Progressive dialogue enhancement with memory-driven insights
```
## Boundaries
**Will:**
- Transform ambiguous ideas into concrete specifications through systematic exploration
- Coordinate multiple personas and MCP servers for comprehensive analysis
- Provide cross-session persistence and progressive dialogue enhancement
**Will Not:**
- Make implementation decisions without proper requirements discovery
- Override user vision with prescriptive solutions during exploration phase
- Bypass systematic exploration for complex multi-domain projects

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---
description: "Build, compile, and package projects with intelligent error handling and optimization"
category: utility
complexity: enhanced
mcp-servers: [playwright]
personas: [devops-engineer]
---
# /sc:build - Project Building and Packaging
## Triggers
- Project compilation and packaging requests for different environments
- Build optimization and artifact generation needs
- Error debugging during build processes
- Deployment preparation and artifact packaging requirements
## Usage
```
/sc:build [target] [--type dev|prod|test] [--clean] [--optimize] [--verbose]
```
## Behavioral Flow
1. **Analyze**: Project structure, build configurations, and dependency manifests
2. **Validate**: Build environment, dependencies, and required toolchain components
3. **Execute**: Build process with real-time monitoring and error detection
4. **Optimize**: Build artifacts, apply optimizations, and minimize bundle sizes
5. **Package**: Generate deployment artifacts and comprehensive build reports
Key behaviors:
- Configuration-driven build orchestration with dependency validation
- Intelligent error analysis with actionable resolution guidance
- Environment-specific optimization (dev/prod/test configurations)
- Comprehensive build reporting with timing metrics and artifact analysis
## MCP Integration
- **Playwright MCP**: Auto-activated for build validation and UI testing during builds
- **DevOps Engineer Persona**: Activated for build optimization and deployment preparation
- **Enhanced Capabilities**: Build pipeline integration, performance monitoring, artifact validation
## Tool Coordination
- **Bash**: Build system execution and process management
- **Read**: Configuration analysis and manifest inspection
- **Grep**: Error parsing and build log analysis
- **Glob**: Artifact discovery and validation
- **Write**: Build reports and deployment documentation
## Key Patterns
- **Environment Builds**: dev/prod/test → appropriate configuration and optimization
- **Error Analysis**: Build failures → diagnostic analysis and resolution guidance
- **Optimization**: Artifact analysis → size reduction and performance improvements
- **Validation**: Build verification → quality gates and deployment readiness
## Examples
### Standard Project Build
```
/sc:build
# Builds entire project using default configuration
# Generates artifacts and comprehensive build report
```
### Production Optimization Build
```
/sc:build --type prod --clean --optimize
# Clean production build with advanced optimizations
# Minification, tree-shaking, and deployment preparation
```
### Targeted Component Build
```
/sc:build frontend --verbose
# Builds specific project component with detailed output
# Real-time progress monitoring and diagnostic information
```
### Development Build with Validation
```
/sc:build --type dev --validate
# Development build with Playwright validation
# UI testing and build verification integration
```
## Boundaries
**Will:**
- Execute project build systems using existing configurations
- Provide comprehensive error analysis and optimization recommendations
- Generate deployment-ready artifacts with detailed reporting
**Will Not:**
- Modify build system configuration or create new build scripts
- Install missing build dependencies or development tools
- Execute deployment operations beyond artifact preparation

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# /sc:business-panel - Business Panel Analysis System
```yaml
---
command: "/sc:business-panel"
category: "Analysis & Strategic Planning"
purpose: "Multi-expert business analysis with adaptive interaction modes"
wave-enabled: true
performance-profile: "complex"
---
```
## Overview
AI facilitated panel discussion between renowned business thought leaders analyzing documents through their distinct frameworks and methodologies.
## Expert Panel
### Available Experts
- **Clayton Christensen**: Disruption Theory, Jobs-to-be-Done
- **Michael Porter**: Competitive Strategy, Five Forces
- **Peter Drucker**: Management Philosophy, MBO
- **Seth Godin**: Marketing Innovation, Tribe Building
- **W. Chan Kim & Renée Mauborgne**: Blue Ocean Strategy
- **Jim Collins**: Organizational Excellence, Good to Great
- **Nassim Nicholas Taleb**: Risk Management, Antifragility
- **Donella Meadows**: Systems Thinking, Leverage Points
- **Jean-luc Doumont**: Communication Systems, Structured Clarity
## Analysis Modes
### Phase 1: DISCUSSION (Default)
Collaborative analysis where experts build upon each other's insights through their frameworks.
### Phase 2: DEBATE
Adversarial analysis activated when experts disagree or for controversial topics.
### Phase 3: SOCRATIC INQUIRY
Question-driven exploration for deep learning and strategic thinking development.
## Usage
### Basic Usage
```bash
/sc:business-panel [document_path_or_content]
```
### Advanced Options
```bash
/sc:business-panel [content] --experts "porter,christensen,meadows"
/sc:business-panel [content] --mode debate
/sc:business-panel [content] --focus "competitive-analysis"
/sc:business-panel [content] --synthesis-only
```
### Mode Commands
- `--mode discussion` - Collaborative analysis (default)
- `--mode debate` - Challenge and stress-test ideas
- `--mode socratic` - Question-driven exploration
- `--mode adaptive` - System selects based on content
### Expert Selection
- `--experts "name1,name2,name3"` - Select specific experts
- `--focus domain` - Auto-select experts for domain
- `--all-experts` - Include all 9 experts
### Output Options
- `--synthesis-only` - Skip detailed analysis, show synthesis
- `--structured` - Use symbol system for efficiency
- `--verbose` - Full detailed analysis
- `--questions` - Focus on strategic questions
## Auto-Persona Activation
- **Auto-Activates**: Analyzer, Architect, Mentor personas
- **MCP Integration**: Sequential (primary), Context7 (business patterns)
- **Tool Orchestration**: Read, Grep, Write, MultiEdit, TodoWrite
## Integration Notes
- Compatible with all thinking flags (--think, --think-hard, --ultrathink)
- Supports wave orchestration for comprehensive business analysis
- Integrates with scribe persona for professional business communication

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---
description: "Systematically clean up code, remove dead code, and optimize project structure"
category: workflow
complexity: standard
mcp-servers: [sequential, context7]
personas: [architect, quality, security]
---
# /sc:cleanup - Code and Project Cleanup
## Triggers
- Code maintenance and technical debt reduction requests
- Dead code removal and import optimization needs
- Project structure improvement and organization requirements
- Codebase hygiene and quality improvement initiatives
## Usage
```
/sc:cleanup [target] [--type code|imports|files|all] [--safe|--aggressive] [--interactive]
```
## Behavioral Flow
1. **Analyze**: Assess cleanup opportunities and safety considerations across target scope
2. **Plan**: Choose cleanup approach and activate relevant personas for domain expertise
3. **Execute**: Apply systematic cleanup with intelligent dead code detection and removal
4. **Validate**: Ensure no functionality loss through testing and safety verification
5. **Report**: Generate cleanup summary with recommendations for ongoing maintenance
Key behaviors:
- Multi-persona coordination (architect, quality, security) based on cleanup type
- Framework-specific cleanup patterns via Context7 MCP integration
- Systematic analysis via Sequential MCP for complex cleanup operations
- Safety-first approach with backup and rollback capabilities
## MCP Integration
- **Sequential MCP**: Auto-activated for complex multi-step cleanup analysis and planning
- **Context7 MCP**: Framework-specific cleanup patterns and best practices
- **Persona Coordination**: Architect (structure), Quality (debt), Security (credentials)
## Tool Coordination
- **Read/Grep/Glob**: Code analysis and pattern detection for cleanup opportunities
- **Edit/MultiEdit**: Safe code modification and structure optimization
- **TodoWrite**: Progress tracking for complex multi-file cleanup operations
- **Task**: Delegation for large-scale cleanup workflows requiring systematic coordination
## Key Patterns
- **Dead Code Detection**: Usage analysis → safe removal with dependency validation
- **Import Optimization**: Dependency analysis → unused import removal and organization
- **Structure Cleanup**: Architectural analysis → file organization and modular improvements
- **Safety Validation**: Pre/during/post checks → preserve functionality throughout cleanup
## Examples
### Safe Code Cleanup
```
/sc:cleanup src/ --type code --safe
# Conservative cleanup with automatic safety validation
# Removes dead code while preserving all functionality
```
### Import Optimization
```
/sc:cleanup --type imports --preview
# Analyzes and shows unused import cleanup without execution
# Framework-aware optimization via Context7 patterns
```
### Comprehensive Project Cleanup
```
/sc:cleanup --type all --interactive
# Multi-domain cleanup with user guidance for complex decisions
# Activates all personas for comprehensive analysis
```
### Framework-Specific Cleanup
```
/sc:cleanup components/ --aggressive
# Thorough cleanup with Context7 framework patterns
# Sequential analysis for complex dependency management
```
## Boundaries
**Will:**
- Systematically clean code, remove dead code, and optimize project structure
- Provide comprehensive safety validation with backup and rollback capabilities
- Apply intelligent cleanup algorithms with framework-specific pattern recognition
**Will Not:**
- Remove code without thorough safety analysis and validation
- Override project-specific cleanup exclusions or architectural constraints
- Apply cleanup operations that compromise functionality or introduce bugs

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---
description: "Design system architecture, APIs, and component interfaces with comprehensive specifications"
category: utility
complexity: basic
mcp-servers: []
personas: []
---
# /sc:design - System and Component Design
## Triggers
- Architecture planning and system design requests
- API specification and interface design needs
- Component design and technical specification requirements
- Database schema and data model design requests
## Usage
```
/sc:design [target] [--type architecture|api|component|database] [--format diagram|spec|code]
```
## Behavioral Flow
1. **Analyze**: Examine target requirements and existing system context
2. **Plan**: Define design approach and structure based on type and format
3. **Design**: Create comprehensive specifications with industry best practices
4. **Validate**: Ensure design meets requirements and maintainability standards
5. **Document**: Generate clear design documentation with diagrams and specifications
Key behaviors:
- Requirements-driven design approach with scalability considerations
- Industry best practices integration for maintainable solutions
- Multi-format output (diagrams, specifications, code) based on needs
- Validation against existing system architecture and constraints
## Tool Coordination
- **Read**: Requirements analysis and existing system examination
- **Grep/Glob**: Pattern analysis and system structure investigation
- **Write**: Design documentation and specification generation
- **Bash**: External design tool integration when needed
## Key Patterns
- **Architecture Design**: Requirements → system structure → scalability planning
- **API Design**: Interface specification → RESTful/GraphQL patterns → documentation
- **Component Design**: Functional requirements → interface design → implementation guidance
- **Database Design**: Data requirements → schema design → relationship modeling
## Examples
### System Architecture Design
```
/sc:design user-management-system --type architecture --format diagram
# Creates comprehensive system architecture with component relationships
# Includes scalability considerations and best practices
```
### API Specification Design
```
/sc:design payment-api --type api --format spec
# Generates detailed API specification with endpoints and data models
# Follows RESTful design principles and industry standards
```
### Component Interface Design
```
/sc:design notification-service --type component --format code
# Designs component interfaces with clear contracts and dependencies
# Provides implementation guidance and integration patterns
```
### Database Schema Design
```
/sc:design e-commerce-db --type database --format diagram
# Creates database schema with entity relationships and constraints
# Includes normalization and performance considerations
```
## Boundaries
**Will:**
- Create comprehensive design specifications with industry best practices
- Generate multiple format outputs (diagrams, specs, code) based on requirements
- Validate designs against maintainability and scalability standards
**Will Not:**
- Generate actual implementation code (use /sc:implement for implementation)
- Modify existing system architecture without explicit design approval
- Create designs that violate established architectural constraints

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---
description: "Generate focused documentation for components, functions, APIs, and features"
category: utility
complexity: basic
mcp-servers: []
personas: []
---
# /sc:document - Focused Documentation Generation
## Triggers
- Documentation requests for specific components, functions, or features
- API documentation and reference material generation needs
- Code comment and inline documentation requirements
- User guide and technical documentation creation requests
## Usage
```
/sc:document [target] [--type inline|external|api|guide] [--style brief|detailed]
```
## Behavioral Flow
1. **Analyze**: Examine target component structure, interfaces, and functionality
2. **Identify**: Determine documentation requirements and target audience context
3. **Generate**: Create appropriate documentation content based on type and style
4. **Format**: Apply consistent structure and organizational patterns
5. **Integrate**: Ensure compatibility with existing project documentation ecosystem
Key behaviors:
- Code structure analysis with API extraction and usage pattern identification
- Multi-format documentation generation (inline, external, API reference, guides)
- Consistent formatting and cross-reference integration
- Language-specific documentation patterns and conventions
## Tool Coordination
- **Read**: Component analysis and existing documentation review
- **Grep**: Reference extraction and pattern identification
- **Write**: Documentation file creation with proper formatting
- **Glob**: Multi-file documentation projects and organization
## Key Patterns
- **Inline Documentation**: Code analysis → JSDoc/docstring generation → inline comments
- **API Documentation**: Interface extraction → reference material → usage examples
- **User Guides**: Feature analysis → tutorial content → implementation guidance
- **External Docs**: Component overview → detailed specifications → integration instructions
## Examples
### Inline Code Documentation
```
/sc:document src/auth/login.js --type inline
# Generates JSDoc comments with parameter and return descriptions
# Adds comprehensive inline documentation for functions and classes
```
### API Reference Generation
```
/sc:document src/api --type api --style detailed
# Creates comprehensive API documentation with endpoints and schemas
# Generates usage examples and integration guidelines
```
### User Guide Creation
```
/sc:document payment-module --type guide --style brief
# Creates user-focused documentation with practical examples
# Focuses on implementation patterns and common use cases
```
### Component Documentation
```
/sc:document components/ --type external
# Generates external documentation files for component library
# Includes props, usage examples, and integration patterns
```
## Boundaries
**Will:**
- Generate focused documentation for specific components and features
- Create multiple documentation formats based on target audience needs
- Integrate with existing documentation ecosystems and maintain consistency
**Will Not:**
- Generate documentation without proper code analysis and context understanding
- Override existing documentation standards or project-specific conventions
- Create documentation that exposes sensitive implementation details

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---
description: "Provide development estimates for tasks, features, or projects with intelligent analysis"
category: special
complexity: standard
mcp-servers: [sequential, context7]
personas: [architect, performance, project-manager]
---
# /sc:estimate - Development Estimation
## Triggers
- Development planning requiring time, effort, or complexity estimates
- Project scoping and resource allocation decisions
- Feature breakdown needing systematic estimation methodology
- Risk assessment and confidence interval analysis requirements
## Usage
```
/sc:estimate [target] [--type time|effort|complexity] [--unit hours|days|weeks] [--breakdown]
```
## Behavioral Flow
1. **Analyze**: Examine scope, complexity factors, dependencies, and framework patterns
2. **Calculate**: Apply estimation methodology with historical benchmarks and complexity scoring
3. **Validate**: Cross-reference estimates with project patterns and domain expertise
4. **Present**: Provide detailed breakdown with confidence intervals and risk assessment
5. **Track**: Document estimation accuracy for continuous methodology improvement
Key behaviors:
- Multi-persona coordination (architect, performance, project-manager) based on estimation scope
- Sequential MCP integration for systematic analysis and complexity assessment
- Context7 MCP integration for framework-specific patterns and historical benchmarks
- Intelligent breakdown analysis with confidence intervals and risk factors
## MCP Integration
- **Sequential MCP**: Complex multi-step estimation analysis and systematic complexity assessment
- **Context7 MCP**: Framework-specific estimation patterns and historical benchmark data
- **Persona Coordination**: Architect (design complexity), Performance (optimization effort), Project Manager (timeline)
## Tool Coordination
- **Read/Grep/Glob**: Codebase analysis for complexity assessment and scope evaluation
- **TodoWrite**: Estimation breakdown and progress tracking for complex estimation workflows
- **Task**: Advanced delegation for multi-domain estimation requiring systematic coordination
- **Bash**: Project analysis and dependency evaluation for accurate complexity scoring
## Key Patterns
- **Scope Analysis**: Project requirements → complexity factors → framework patterns → risk assessment
- **Estimation Methodology**: Time-based → Effort-based → Complexity-based → Cost-based approaches
- **Multi-Domain Assessment**: Architecture complexity → Performance requirements → Project timeline
- **Validation Framework**: Historical benchmarks → cross-validation → confidence intervals → accuracy tracking
## Examples
### Feature Development Estimation
```
/sc:estimate "user authentication system" --type time --unit days --breakdown
# Systematic analysis: Database design (2 days) + Backend API (3 days) + Frontend UI (2 days) + Testing (1 day)
# Total: 8 days with 85% confidence interval
```
### Project Complexity Assessment
```
/sc:estimate "migrate monolith to microservices" --type complexity --breakdown
# Architecture complexity analysis with risk factors and dependency mapping
# Multi-persona coordination for comprehensive assessment
```
### Performance Optimization Effort
```
/sc:estimate "optimize application performance" --type effort --unit hours
# Performance persona analysis with benchmark comparisons
# Effort breakdown by optimization category and expected impact
```
## Boundaries
**Will:**
- Provide systematic development estimates with confidence intervals and risk assessment
- Apply multi-persona coordination for comprehensive complexity analysis
- Generate detailed breakdown analysis with historical benchmark comparisons
**Will Not:**
- Guarantee estimate accuracy without proper scope analysis and validation
- Provide estimates without appropriate domain expertise and complexity assessment
- Override historical benchmarks without clear justification and analysis

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---
description: "Provide clear explanations of code, concepts, and system behavior with educational clarity"
category: workflow
complexity: standard
mcp-servers: [sequential, context7]
personas: [educator, architect, security]
---
# /sc:explain - Code and Concept Explanation
## Triggers
- Code understanding and documentation requests for complex functionality
- System behavior explanation needs for architectural components
- Educational content generation for knowledge transfer
- Framework-specific concept clarification requirements
## Usage
```
/sc:explain [target] [--level basic|intermediate|advanced] [--format text|examples|interactive] [--context domain]
```
## Behavioral Flow
1. **Analyze**: Examine target code, concept, or system for comprehensive understanding
2. **Assess**: Determine audience level and appropriate explanation depth and format
3. **Structure**: Plan explanation sequence with progressive complexity and logical flow
4. **Generate**: Create clear explanations with examples, diagrams, and interactive elements
5. **Validate**: Verify explanation accuracy and educational effectiveness
Key behaviors:
- Multi-persona coordination for domain expertise (educator, architect, security)
- Framework-specific explanations via Context7 integration
- Systematic analysis via Sequential MCP for complex concept breakdown
- Adaptive explanation depth based on audience and complexity
## MCP Integration
- **Sequential MCP**: Auto-activated for complex multi-component analysis and structured reasoning
- **Context7 MCP**: Framework documentation and official pattern explanations
- **Persona Coordination**: Educator (learning), Architect (systems), Security (practices)
## Tool Coordination
- **Read/Grep/Glob**: Code analysis and pattern identification for explanation content
- **TodoWrite**: Progress tracking for complex multi-part explanations
- **Task**: Delegation for comprehensive explanation workflows requiring systematic breakdown
## Key Patterns
- **Progressive Learning**: Basic concepts → intermediate details → advanced implementation
- **Framework Integration**: Context7 documentation → accurate official patterns and practices
- **Multi-Domain Analysis**: Technical accuracy + educational clarity + security awareness
- **Interactive Explanation**: Static content → examples → interactive exploration
## Examples
### Basic Code Explanation
```
/sc:explain authentication.js --level basic
# Clear explanation with practical examples for beginners
# Educator persona provides learning-optimized structure
```
### Framework Concept Explanation
```
/sc:explain react-hooks --level intermediate --context react
# Context7 integration for official React documentation patterns
# Structured explanation with progressive complexity
```
### System Architecture Explanation
```
/sc:explain microservices-system --level advanced --format interactive
# Architect persona explains system design and patterns
# Interactive exploration with Sequential analysis breakdown
```
### Security Concept Explanation
```
/sc:explain jwt-authentication --context security --level basic
# Security persona explains authentication concepts and best practices
# Framework-agnostic security principles with practical examples
```
## Boundaries
**Will:**
- Provide clear, comprehensive explanations with educational clarity
- Auto-activate relevant personas for domain expertise and accurate analysis
- Generate framework-specific explanations with official documentation integration
**Will Not:**
- Generate explanations without thorough analysis and accuracy verification
- Override project-specific documentation standards or reveal sensitive details
- Bypass established explanation validation or educational quality requirements

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---
description: "Git operations with intelligent commit messages and workflow optimization"
category: utility
complexity: basic
mcp-servers: []
personas: []
---
# /sc:git - Git Operations
## Triggers
- Git repository operations: status, add, commit, push, pull, branch
- Need for intelligent commit message generation
- Repository workflow optimization requests
- Branch management and merge operations
## Usage
```
/sc:git [operation] [args] [--smart-commit] [--interactive]
```
## Behavioral Flow
1. **Analyze**: Check repository state and working directory changes
2. **Validate**: Ensure operation is appropriate for current Git context
3. **Execute**: Run Git command with intelligent automation
4. **Optimize**: Apply smart commit messages and workflow patterns
5. **Report**: Provide status and next steps guidance
Key behaviors:
- Generate conventional commit messages based on change analysis
- Apply consistent branch naming conventions
- Handle merge conflicts with guided resolution
- Provide clear status summaries and workflow recommendations
## Tool Coordination
- **Bash**: Git command execution and repository operations
- **Read**: Repository state analysis and configuration review
- **Grep**: Log parsing and status analysis
- **Write**: Commit message generation and documentation
## Key Patterns
- **Smart Commits**: Analyze changes → generate conventional commit message
- **Status Analysis**: Repository state → actionable recommendations
- **Branch Strategy**: Consistent naming and workflow enforcement
- **Error Recovery**: Conflict resolution and state restoration guidance
## Examples
### Smart Status Analysis
```
/sc:git status
# Analyzes repository state with change summary
# Provides next steps and workflow recommendations
```
### Intelligent Commit
```
/sc:git commit --smart-commit
# Generates conventional commit message from change analysis
# Applies best practices and consistent formatting
```
### Interactive Operations
```
/sc:git merge feature-branch --interactive
# Guided merge with conflict resolution assistance
```
## Boundaries
**Will:**
- Execute Git operations with intelligent automation
- Generate conventional commit messages from change analysis
- Provide workflow optimization and best practice guidance
**Will Not:**
- Modify repository configuration without explicit authorization
- Execute destructive operations without confirmation
- Handle complex merges requiring manual intervention

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---
description: "List all available /sc commands and their functionality"
category: utility
complexity: low
mcp-servers: []
personas: []
---
# /sc:help - Command Reference Documentation
## Triggers
- Command discovery and reference lookup requests
- Framework exploration and capability understanding needs
- Documentation requests for available SuperClaude commands
## Behavioral Flow
1. **Display**: Present complete command list with descriptions
2. **Complete**: End interaction after displaying information
Key behaviors:
- Information display only - no execution or implementation
- Reference documentation mode without action triggers
Here is a complete list of all available SuperClaude (`/sc`) commands.
| Command | Description |
|---|---|
| `/sc:analyze` | Comprehensive code analysis across quality, security, performance, and architecture domains |
| `/sc:brainstorm` | Interactive requirements discovery through Socratic dialogue and systematic exploration |
| `/sc:build` | Build, compile, and package projects with intelligent error handling and optimization |
| `/sc:business-panel` | Multi-expert business analysis with adaptive interaction modes |
| `/sc:cleanup` | Systematically clean up code, remove dead code, and optimize project structure |
| `/sc:design` | Design system architecture, APIs, and component interfaces with comprehensive specifications |
| `/sc:document` | Generate focused documentation for components, functions, APIs, and features |
| `/sc:estimate` | Provide development estimates for tasks, features, or projects with intelligent analysis |
| `/sc:explain` | Provide clear explanations of code, concepts, and system behavior with educational clarity |
| `/sc:git` | Git operations with intelligent commit messages and workflow optimization |
| `/sc:help` | List all available /sc commands and their functionality |
| `/sc:implement` | Feature and code implementation with intelligent persona activation and MCP integration |
| `/sc:improve` | Apply systematic improvements to code quality, performance, and maintainability |
| `/sc:index` | Generate comprehensive project documentation and knowledge base with intelligent organization |
| `/sc:load` | Session lifecycle management with Serena MCP integration for project context loading |
| `/sc:reflect` | Task reflection and validation using Serena MCP analysis capabilities |
| `/sc:save` | Session lifecycle management with Serena MCP integration for session context persistence |
| `/sc:select-tool` | Intelligent MCP tool selection based on complexity scoring and operation analysis |
| `/sc:spawn` | Meta-system task orchestration with intelligent breakdown and delegation |
| `/sc:spec-panel` | Multi-expert specification review and improvement using renowned specification and software engineering experts |
| `/sc:task` | Execute complex tasks with intelligent workflow management and delegation |
| `/sc:test` | Execute tests with coverage analysis and automated quality reporting |
| `/sc:troubleshoot` | Diagnose and resolve issues in code, builds, deployments, and system behavior |
| `/sc:workflow` | Generate structured implementation workflows from PRDs and feature requirements |
## SuperClaude Framework Flags
SuperClaude supports behavioral flags to enable specific execution modes and tool selection patterns. Use these flags with any `/sc` command to customize behavior.
### Mode Activation Flags
| Flag | Trigger | Behavior |
|------|---------|----------|
| `--brainstorm` | Vague project requests, exploration keywords | Activate collaborative discovery mindset, ask probing questions |
| `--introspect` | Self-analysis requests, error recovery | Expose thinking process with transparency markers |
| `--task-manage` | Multi-step operations (>3 steps) | Orchestrate through delegation, systematic organization |
| `--orchestrate` | Multi-tool operations, parallel execution | Optimize tool selection matrix, enable parallel thinking |
| `--token-efficient` | Context usage >75%, large-scale operations | Symbol-enhanced communication, 30-50% token reduction |
### MCP Server Flags
| Flag | Trigger | Behavior |
|------|---------|----------|
| `--c7` / `--context7` | Library imports, framework questions | Enable Context7 for curated documentation lookup |
| `--seq` / `--sequential` | Complex debugging, system design | Enable Sequential for structured multi-step reasoning |
| `--magic` | UI component requests (/ui, /21) | Enable Magic for modern UI generation from 21st.dev |
| `--morph` / `--morphllm` | Bulk code transformations | Enable Morphllm for efficient multi-file pattern application |
| `--serena` | Symbol operations, project memory | Enable Serena for semantic understanding and session persistence |
| `--play` / `--playwright` | Browser testing, E2E scenarios | Enable Playwright for real browser automation and testing |
| `--all-mcp` | Maximum complexity scenarios | Enable all MCP servers for comprehensive capability |
| `--no-mcp` | Native-only execution needs | Disable all MCP servers, use native tools |
### Analysis Depth Flags
| Flag | Trigger | Behavior |
|------|---------|----------|
| `--think` | Multi-component analysis needs | Standard structured analysis (~4K tokens), enables Sequential |
| `--think-hard` | Architectural analysis, system-wide dependencies | Deep analysis (~10K tokens), enables Sequential + Context7 |
| `--ultrathink` | Critical system redesign, legacy modernization | Maximum depth analysis (~32K tokens), enables all MCP servers |
### Execution Control Flags
| Flag | Trigger | Behavior |
|------|---------|----------|
| `--delegate [auto\|files\|folders]` | >7 directories OR >50 files | Enable sub-agent parallel processing with intelligent routing |
| `--concurrency [n]` | Resource optimization needs | Control max concurrent operations (range: 1-15) |
| `--loop` | Improvement keywords (polish, refine, enhance) | Enable iterative improvement cycles with validation gates |
| `--iterations [n]` | Specific improvement cycle requirements | Set improvement cycle count (range: 1-10) |
| `--validate` | Risk score >0.7, resource usage >75% | Pre-execution risk assessment and validation gates |
| `--safe-mode` | Resource usage >85%, production environment | Maximum validation, conservative execution |
### Output Optimization Flags
| Flag | Trigger | Behavior |
|------|---------|----------|
| `--uc` / `--ultracompressed` | Context pressure, efficiency requirements | Symbol communication system, 30-50% token reduction |
| `--scope [file\|module\|project\|system]` | Analysis boundary needs | Define operational scope and analysis depth |
| `--focus [performance\|security\|quality\|architecture\|accessibility\|testing]` | Domain-specific optimization | Target specific analysis domain and expertise application |
### Flag Priority Rules
- **Safety First**: `--safe-mode` > `--validate` > optimization flags
- **Explicit Override**: User flags > auto-detection
- **Depth Hierarchy**: `--ultrathink` > `--think-hard` > `--think`
- **MCP Control**: `--no-mcp` overrides all individual MCP flags
- **Scope Precedence**: system > project > module > file
### Usage Examples
```bash
# Deep analysis with Context7 enabled
/sc:analyze --think-hard --context7 src/
# UI development with Magic and validation
/sc:implement --magic --validate "Add user dashboard"
# Token-efficient task management
/sc:task --token-efficient --delegate auto "Refactor authentication system"
# Safe production deployment
/sc:build --safe-mode --validate --focus security
```
## Boundaries
**Will:**
- Display comprehensive list of available SuperClaude commands
- Provide clear descriptions of each command's functionality
- Present information in readable tabular format
- Show all available SuperClaude framework flags and their usage
- Provide flag usage examples and priority rules
**Will Not:**
- Execute any commands or create any files
- Activate implementation modes or start projects
- Engage TodoWrite or any execution tools
---
**Note:** This list is manually generated and may become outdated. If you suspect it is inaccurate, please consider regenerating it or contacting a maintainer.

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---
description: "Feature and code implementation with intelligent persona activation and MCP integration"
category: workflow
complexity: standard
mcp-servers: [context7, sequential, magic, playwright]
personas: [architect, frontend, backend, security, qa-specialist]
---
# /sc:implement - Feature Implementation
> **Context Framework Note**: This behavioral instruction activates when Claude Code users type `/sc:implement` patterns. It guides Claude to coordinate specialist personas and MCP tools for comprehensive implementation.
## Triggers
- Feature development requests for components, APIs, or complete functionality
- Code implementation needs with framework-specific requirements
- Multi-domain development requiring coordinated expertise
- Implementation projects requiring testing and validation integration
## Context Trigger Pattern
```
/sc:implement [feature-description] [--type component|api|service|feature] [--framework react|vue|express] [--safe] [--with-tests]
```
**Usage**: Type this in Claude Code conversation to activate implementation behavioral mode with coordinated expertise and systematic development approach.
## Behavioral Flow
1. **Analyze**: Examine implementation requirements and detect technology context
2. **Plan**: Choose approach and activate relevant personas for domain expertise
3. **Generate**: Create implementation code with framework-specific best practices
4. **Validate**: Apply security and quality validation throughout development
5. **Integrate**: Update documentation and provide testing recommendations
Key behaviors:
- Context-based persona activation (architect, frontend, backend, security, qa)
- Framework-specific implementation via Context7 and Magic MCP integration
- Systematic multi-component coordination via Sequential MCP
- Comprehensive testing integration with Playwright for validation
## MCP Integration
- **Context7 MCP**: Framework patterns and official documentation for React, Vue, Angular, Express
- **Magic MCP**: Auto-activated for UI component generation and design system integration
- **Sequential MCP**: Complex multi-step analysis and implementation planning
- **Playwright MCP**: Testing validation and quality assurance integration
## Tool Coordination
- **Write/Edit/MultiEdit**: Code generation and modification for implementation
- **Read/Grep/Glob**: Project analysis and pattern detection for consistency
- **TodoWrite**: Progress tracking for complex multi-file implementations
- **Task**: Delegation for large-scale feature development requiring systematic coordination
## Key Patterns
- **Context Detection**: Framework/tech stack → appropriate persona and MCP activation
- **Implementation Flow**: Requirements → code generation → validation → integration
- **Multi-Persona Coordination**: Frontend + Backend + Security → comprehensive solutions
- **Quality Integration**: Implementation → testing → documentation → validation
## Examples
### React Component Implementation
```
/sc:implement user profile component --type component --framework react
# Magic MCP generates UI component with design system integration
# Frontend persona ensures best practices and accessibility
```
### API Service Implementation
```
/sc:implement user authentication API --type api --safe --with-tests
# Backend persona handles server-side logic and data processing
# Security persona ensures authentication best practices
```
### Full-Stack Feature
```
/sc:implement payment processing system --type feature --with-tests
# Multi-persona coordination: architect, frontend, backend, security
# Sequential MCP breaks down complex implementation steps
```
### Framework-Specific Implementation
```
/sc:implement dashboard widget --framework vue
# Context7 MCP provides Vue-specific patterns and documentation
# Framework-appropriate implementation with official best practices
```
## Boundaries
**Will:**
- Implement features with intelligent persona activation and MCP coordination
- Apply framework-specific best practices and security validation
- Provide comprehensive implementation with testing and documentation integration
**Will Not:**
- Make architectural decisions without appropriate persona consultation
- Implement features conflicting with security policies or architectural constraints
- Override user-specified safety constraints or bypass quality gates

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---
description: "Apply systematic improvements to code quality, performance, and maintainability"
category: workflow
complexity: standard
mcp-servers: [sequential, context7]
personas: [architect, performance, quality, security]
---
# /sc:improve - Code Improvement
## Triggers
- Code quality enhancement and refactoring requests
- Performance optimization and bottleneck resolution needs
- Maintainability improvements and technical debt reduction
- Best practices application and coding standards enforcement
## Usage
```
/sc:improve [target] [--type quality|performance|maintainability|style] [--safe] [--interactive]
```
## Behavioral Flow
1. **Analyze**: Examine codebase for improvement opportunities and quality issues
2. **Plan**: Choose improvement approach and activate relevant personas for expertise
3. **Execute**: Apply systematic improvements with domain-specific best practices
4. **Validate**: Ensure improvements preserve functionality and meet quality standards
5. **Document**: Generate improvement summary and recommendations for future work
Key behaviors:
- Multi-persona coordination (architect, performance, quality, security) based on improvement type
- Framework-specific optimization via Context7 integration for best practices
- Systematic analysis via Sequential MCP for complex multi-component improvements
- Safe refactoring with comprehensive validation and rollback capabilities
## MCP Integration
- **Sequential MCP**: Auto-activated for complex multi-step improvement analysis and planning
- **Context7 MCP**: Framework-specific best practices and optimization patterns
- **Persona Coordination**: Architect (structure), Performance (speed), Quality (maintainability), Security (safety)
## Tool Coordination
- **Read/Grep/Glob**: Code analysis and improvement opportunity identification
- **Edit/MultiEdit**: Safe code modification and systematic refactoring
- **TodoWrite**: Progress tracking for complex multi-file improvement operations
- **Task**: Delegation for large-scale improvement workflows requiring systematic coordination
## Key Patterns
- **Quality Improvement**: Code analysis → technical debt identification → refactoring application
- **Performance Optimization**: Profiling analysis → bottleneck identification → optimization implementation
- **Maintainability Enhancement**: Structure analysis → complexity reduction → documentation improvement
- **Security Hardening**: Vulnerability analysis → security pattern application → validation verification
## Examples
### Code Quality Enhancement
```
/sc:improve src/ --type quality --safe
# Systematic quality analysis with safe refactoring application
# Improves code structure, reduces technical debt, enhances readability
```
### Performance Optimization
```
/sc:improve api-endpoints --type performance --interactive
# Performance persona analyzes bottlenecks and optimization opportunities
# Interactive guidance for complex performance improvement decisions
```
### Maintainability Improvements
```
/sc:improve legacy-modules --type maintainability --preview
# Architect persona analyzes structure and suggests maintainability improvements
# Preview mode shows changes before application for review
```
### Security Hardening
```
/sc:improve auth-service --type security --validate
# Security persona identifies vulnerabilities and applies security patterns
# Comprehensive validation ensures security improvements are effective
```
## Boundaries
**Will:**
- Apply systematic improvements with domain-specific expertise and validation
- Provide comprehensive analysis with multi-persona coordination and best practices
- Execute safe refactoring with rollback capabilities and quality preservation
**Will Not:**
- Apply risky improvements without proper analysis and user confirmation
- Make architectural changes without understanding full system impact
- Override established coding standards or project-specific conventions

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---
description: Repository Indexing - 94% token reduction (58K → 3K)
---
# Repository Index Creator
📊 **Index Creator activated**
## Problem Statement
**Before**: Reading all files → 58,000 tokens every session
**After**: Read PROJECT_INDEX.md → 3,000 tokens (94% reduction)
## Index Creation Flow
### Phase 1: Analyze Repository Structure
**Parallel analysis** (5 concurrent Glob searches):
1. **Code Structure**
```
src/**/*.{ts,py,js,tsx,jsx}
lib/**/*.{ts,py,js}
superclaude/**/*.py
```
2. **Documentation**
```
docs/**/*.md
*.md (root level)
README*.md
```
3. **Configuration**
```
*.toml
*.yaml, *.yml
*.json (exclude package-lock, node_modules)
```
4. **Tests**
```
tests/**/*.{py,ts,js}
**/*.test.{ts,py,js}
**/*.spec.{ts,py,js}
```
5. **Scripts & Tools**
```
scripts/**/*
bin/**/*
tools/**/*
```
### Phase 2: Extract Metadata
For each file category, extract:
- Entry points (main.py, index.ts, cli.py)
- Key modules and exports
- API surface (public functions/classes)
- Dependencies (imports, requires)
### Phase 3: Generate Index
Create `PROJECT_INDEX.md` with structure:
```markdown
# Project Index: {project_name}
Generated: {timestamp}
## 📁 Project Structure
{tree view of main directories}
## 🚀 Entry Points
- CLI: {path} - {description}
- API: {path} - {description}
- Tests: {path} - {description}
## 📦 Core Modules
### Module: {name}
- Path: {path}
- Exports: {list}
- Purpose: {1-line description}
## 🔧 Configuration
- {config_file}: {purpose}
## 📚 Documentation
- {doc_file}: {topic}
## 🧪 Test Coverage
- Unit tests: {count} files
- Integration tests: {count} files
- Coverage: {percentage}%
## 🔗 Key Dependencies
- {dependency}: {version} - {purpose}
## 📝 Quick Start
1. {setup step}
2. {run step}
3. {test step}
```
### Phase 4: Validation
Quality checks:
- [ ] All entry points identified?
- [ ] Core modules documented?
- [ ] Index size < 5KB?
- [ ] Human-readable format?
---
## Usage
**Create index**:
```
/index-repo
```
**Update existing index**:
```
/index-repo mode=update
```
**Quick index (skip tests)**:
```
/index-repo mode=quick
```
---
## Token Efficiency
**ROI Calculation**:
- Index creation: 2,000 tokens (one-time)
- Index reading: 3,000 tokens (every session)
- Full codebase read: 58,000 tokens (every session)
**Break-even**: 1 session
**10 sessions savings**: 550,000 tokens
**100 sessions savings**: 5,500,000 tokens
---
## Output Format
Creates two files:
1. `PROJECT_INDEX.md` (3KB, human-readable)
2. `PROJECT_INDEX.json` (10KB, machine-readable)
---
**Index Creator is now active.** Run to analyze current repository.

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---
description: "Generate comprehensive project documentation and knowledge base with intelligent organization"
category: special
complexity: standard
mcp-servers: [sequential, context7]
personas: [architect, scribe, quality]
---
# /sc:index - Project Documentation
## Triggers
- Project documentation creation and maintenance requirements
- Knowledge base generation and organization needs
- API documentation and structure analysis requirements
- Cross-referencing and navigation enhancement requests
## Usage
```
/sc:index [target] [--type docs|api|structure|readme] [--format md|json|yaml]
```
## Behavioral Flow
1. **Analyze**: Examine project structure and identify key documentation components
2. **Organize**: Apply intelligent organization patterns and cross-referencing strategies
3. **Generate**: Create comprehensive documentation with framework-specific patterns
4. **Validate**: Ensure documentation completeness and quality standards
5. **Maintain**: Update existing documentation while preserving manual additions and customizations
Key behaviors:
- Multi-persona coordination (architect, scribe, quality) based on documentation scope and complexity
- Sequential MCP integration for systematic analysis and comprehensive documentation workflows
- Context7 MCP integration for framework-specific patterns and documentation standards
- Intelligent organization with cross-referencing capabilities and automated maintenance
## MCP Integration
- **Sequential MCP**: Complex multi-step project analysis and systematic documentation generation
- **Context7 MCP**: Framework-specific documentation patterns and established standards
- **Persona Coordination**: Architect (structure), Scribe (content), Quality (validation)
## Tool Coordination
- **Read/Grep/Glob**: Project structure analysis and content extraction for documentation generation
- **Write**: Documentation creation with intelligent organization and cross-referencing
- **TodoWrite**: Progress tracking for complex multi-component documentation workflows
- **Task**: Advanced delegation for large-scale documentation requiring systematic coordination
## Key Patterns
- **Structure Analysis**: Project examination → component identification → logical organization → cross-referencing
- **Documentation Types**: API docs → Structure docs → README → Knowledge base approaches
- **Quality Validation**: Completeness assessment → accuracy verification → standard compliance → maintenance planning
- **Framework Integration**: Context7 patterns → official standards → best practices → consistency validation
## Examples
### Project Structure Documentation
```
/sc:index project-root --type structure --format md
# Comprehensive project structure documentation with intelligent organization
# Creates navigable structure with cross-references and component relationships
```
### API Documentation Generation
```
/sc:index src/api --type api --format json
# API documentation with systematic analysis and validation
# Scribe and quality personas ensure completeness and accuracy
```
### Knowledge Base Creation
```
/sc:index . --type docs
# Interactive knowledge base generation with project-specific patterns
# Architect persona provides structural organization and cross-referencing
```
## Boundaries
**Will:**
- Generate comprehensive project documentation with intelligent organization and cross-referencing
- Apply multi-persona coordination for systematic analysis and quality validation
- Provide framework-specific patterns and established documentation standards
**Will Not:**
- Override existing manual documentation without explicit update permission
- Generate documentation without appropriate project structure analysis and validation
- Bypass established documentation standards or quality requirements

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---
description: "Session lifecycle management with Serena MCP integration for project context loading"
category: session
complexity: standard
mcp-servers: [serena]
personas: []
---
# /sc:load - Project Context Loading
## Triggers
- Session initialization and project context loading requests
- Cross-session persistence and memory retrieval needs
- Project activation and context management requirements
- Session lifecycle management and checkpoint loading scenarios
## Usage
```
/sc:load [target] [--type project|config|deps|checkpoint] [--refresh] [--analyze]
```
## Behavioral Flow
1. **Initialize**: Establish Serena MCP connection and session context management
2. **Discover**: Analyze project structure and identify context loading requirements
3. **Load**: Retrieve project memories, checkpoints, and cross-session persistence data
4. **Activate**: Establish project context and prepare for development workflow
5. **Validate**: Ensure loaded context integrity and session readiness
Key behaviors:
- Serena MCP integration for memory management and cross-session persistence
- Project activation with comprehensive context loading and validation
- Performance-critical operation with <500ms initialization target
- Session lifecycle management with checkpoint and memory coordination
## MCP Integration
- **Serena MCP**: Mandatory integration for project activation, memory retrieval, and session management
- **Memory Operations**: Cross-session persistence, checkpoint loading, and context restoration
- **Performance Critical**: <200ms for core operations, <1s for checkpoint creation
## Tool Coordination
- **activate_project**: Core project activation and context establishment
- **list_memories/read_memory**: Memory retrieval and session context loading
- **Read/Grep/Glob**: Project structure analysis and configuration discovery
- **Write**: Session context documentation and checkpoint creation
## Key Patterns
- **Project Activation**: Directory analysis → memory retrieval → context establishment
- **Session Restoration**: Checkpoint loading → context validation → workflow preparation
- **Memory Management**: Cross-session persistence → context continuity → development efficiency
- **Performance Critical**: Fast initialization → immediate productivity → session readiness
## Examples
### Basic Project Loading
```
/sc:load
# Loads current directory project context with Serena memory integration
# Establishes session context and prepares for development workflow
```
### Specific Project Loading
```
/sc:load /path/to/project --type project --analyze
# Loads specific project with comprehensive analysis
# Activates project context and retrieves cross-session memories
```
### Checkpoint Restoration
```
/sc:load --type checkpoint --checkpoint session_123
# Restores specific checkpoint with session context
# Continues previous work session with full context preservation
```
### Dependency Context Loading
```
/sc:load --type deps --refresh
# Loads dependency context with fresh analysis
# Updates project understanding and dependency mapping
```
## Boundaries
**Will:**
- Load project context using Serena MCP integration for memory management
- Provide session lifecycle management with cross-session persistence
- Establish project activation with comprehensive context loading
**Will Not:**
- Modify project structure or configuration without explicit permission
- Load context without proper Serena MCP integration and validation
- Override existing session context without checkpoint preservation

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---
description: "Task reflection and validation using Serena MCP analysis capabilities"
category: special
complexity: standard
mcp-servers: [serena]
personas: []
---
# /sc:reflect - Task Reflection and Validation
## Triggers
- Task completion requiring validation and quality assessment
- Session progress analysis and reflection on work accomplished
- Cross-session learning and insight capture for project improvement
- Quality gates requiring comprehensive task adherence verification
## Usage
```
/sc:reflect [--type task|session|completion] [--analyze] [--validate]
```
## Behavioral Flow
1. **Analyze**: Examine current task state and session progress using Serena reflection tools
2. **Validate**: Assess task adherence, completion quality, and requirement fulfillment
3. **Reflect**: Apply deep analysis of collected information and session insights
4. **Document**: Update session metadata and capture learning insights
5. **Optimize**: Provide recommendations for process improvement and quality enhancement
Key behaviors:
- Serena MCP integration for comprehensive reflection analysis and task validation
- Bridge between TodoWrite patterns and advanced Serena analysis capabilities
- Session lifecycle integration with cross-session persistence and learning capture
- Performance-critical operations with <200ms core reflection and validation
## MCP Integration
- **Serena MCP**: Mandatory integration for reflection analysis, task validation, and session metadata
- **Reflection Tools**: think_about_task_adherence, think_about_collected_information, think_about_whether_you_are_done
- **Memory Operations**: Cross-session persistence with read_memory, write_memory, list_memories
- **Performance Critical**: <200ms for core reflection operations, <1s for checkpoint creation
## Tool Coordination
- **TodoRead/TodoWrite**: Bridge between traditional task management and advanced reflection analysis
- **think_about_task_adherence**: Validates current approach against project goals and session objectives
- **think_about_collected_information**: Analyzes session work and information gathering completeness
- **think_about_whether_you_are_done**: Evaluates task completion criteria and remaining work identification
- **Memory Tools**: Session metadata updates and cross-session learning capture
## Key Patterns
- **Task Validation**: Current approach → goal alignment → deviation identification → course correction
- **Session Analysis**: Information gathering → completeness assessment → quality evaluation → insight capture
- **Completion Assessment**: Progress evaluation → completion criteria → remaining work → decision validation
- **Cross-Session Learning**: Reflection insights → memory persistence → enhanced project understanding
## Examples
### Task Adherence Reflection
```
/sc:reflect --type task --analyze
# Validates current approach against project goals
# Identifies deviations and provides course correction recommendations
```
### Session Progress Analysis
```
/sc:reflect --type session --validate
# Comprehensive analysis of session work and information gathering
# Quality assessment and gap identification for project improvement
```
### Completion Validation
```
/sc:reflect --type completion
# Evaluates task completion criteria against actual progress
# Determines readiness for task completion and identifies remaining blockers
```
## Boundaries
**Will:**
- Perform comprehensive task reflection and validation using Serena MCP analysis tools
- Bridge TodoWrite patterns with advanced reflection capabilities for enhanced task management
- Provide cross-session learning capture and session lifecycle integration
**Will Not:**
- Operate without proper Serena MCP integration and reflection tool access
- Override task completion decisions without proper adherence and quality validation
- Bypass session integrity checks and cross-session persistence requirements

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---
description: Deep web research with adaptive planning and intelligent search
category: command
complexity: advanced
mcp-servers: [tavily, sequential, playwright, serena]
personas: [deep-research-agent]
---
# /sc:research - Deep Research Command
> **Context Framework Note**: This command activates comprehensive research capabilities with adaptive planning, multi-hop reasoning, and evidence-based synthesis.
## Triggers
- Research questions beyond knowledge cutoff
- Complex research questions
- Current events and real-time information
- Academic or technical research requirements
- Market analysis and competitive intelligence
## Context Trigger Pattern
```
/sc:research "[query]" [--depth quick|standard|deep|exhaustive] [--strategy planning|intent|unified]
```
## Behavioral Flow
### 1. Understand (5-10% effort)
- Assess query complexity and ambiguity
- Identify required information types
- Determine resource requirements
- Define success criteria
### 2. Plan (10-15% effort)
- Select planning strategy based on complexity
- Identify parallelization opportunities
- Generate research question decomposition
- Create investigation milestones
### 3. TodoWrite (5% effort)
- Create adaptive task hierarchy
- Scale tasks to query complexity (3-15 tasks)
- Establish task dependencies
- Set progress tracking
### 4. Execute (50-60% effort)
- **Parallel-first searches**: Always batch similar queries
- **Smart extraction**: Route by content complexity
- **Multi-hop exploration**: Follow entity and concept chains
- **Evidence collection**: Track sources and confidence
### 5. Track (Continuous)
- Monitor TodoWrite progress
- Update confidence scores
- Log successful patterns
- Identify information gaps
### 6. Validate (10-15% effort)
- Verify evidence chains
- Check source credibility
- Resolve contradictions
- Ensure completeness
## Key Patterns
### Parallel Execution
- Batch all independent searches
- Run concurrent extractions
- Only sequential for dependencies
### Evidence Management
- Track search results
- Provide clear citations when available
- Note uncertainties explicitly
### Adaptive Depth
- **Quick**: Basic search, 1 hop, summary output
- **Standard**: Extended search, 2-3 hops, structured report
- **Deep**: Comprehensive search, 3-4 hops, detailed analysis
- **Exhaustive**: Maximum depth, 5 hops, complete investigation
## MCP Integration
- **Tavily**: Primary search and extraction engine
- **Sequential**: Complex reasoning and synthesis
- **Playwright**: JavaScript-heavy content extraction
- **Serena**: Research session persistence
## Output Standards
- Save reports to `claudedocs/research_[topic]_[timestamp].md`
- Include executive summary
- Provide confidence levels
- List all sources with citations
## Examples
```
/sc:research "latest developments in quantum computing 2024"
/sc:research "competitive analysis of AI coding assistants" --depth deep
/sc:research "best practices for distributed systems" --strategy unified
```
## Boundaries
**Will**: Current information, intelligent search, evidence-based analysis
**Won't**: Make claims without sources, skip validation, access restricted content

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---
description: "Session lifecycle management with Serena MCP integration for session context persistence"
category: session
complexity: standard
mcp-servers: [serena]
personas: []
---
# /sc:save - Session Context Persistence
## Triggers
- Session completion and project context persistence needs
- Cross-session memory management and checkpoint creation requests
- Project understanding preservation and discovery archival scenarios
- Session lifecycle management and progress tracking requirements
## Usage
```
/sc:save [--type session|learnings|context|all] [--summarize] [--checkpoint]
```
## Behavioral Flow
1. **Analyze**: Examine session progress and identify discoveries worth preserving
2. **Persist**: Save session context and learnings using Serena MCP memory management
3. **Checkpoint**: Create recovery points for complex sessions and progress tracking
4. **Validate**: Ensure session data integrity and cross-session compatibility
5. **Prepare**: Ready session context for seamless continuation in future sessions
Key behaviors:
- Serena MCP integration for memory management and cross-session persistence
- Automatic checkpoint creation based on session progress and critical tasks
- Session context preservation with comprehensive discovery and pattern archival
- Cross-session learning with accumulated project insights and technical decisions
## MCP Integration
- **Serena MCP**: Mandatory integration for session management, memory operations, and cross-session persistence
- **Memory Operations**: Session context storage, checkpoint creation, and discovery archival
- **Performance Critical**: <200ms for memory operations, <1s for checkpoint creation
## Tool Coordination
- **write_memory/read_memory**: Core session context persistence and retrieval
- **think_about_collected_information**: Session analysis and discovery identification
- **summarize_changes**: Session summary generation and progress documentation
- **TodoRead**: Task completion tracking for automatic checkpoint triggers
## Key Patterns
- **Session Preservation**: Discovery analysis → memory persistence → checkpoint creation
- **Cross-Session Learning**: Context accumulation → pattern archival → enhanced project understanding
- **Progress Tracking**: Task completion → automatic checkpoints → session continuity
- **Recovery Planning**: State preservation → checkpoint validation → restoration readiness
## Examples
### Basic Session Save
```
/sc:save
# Saves current session discoveries and context to Serena MCP
# Automatically creates checkpoint if session exceeds 30 minutes
```
### Comprehensive Session Checkpoint
```
/sc:save --type all --checkpoint
# Complete session preservation with recovery checkpoint
# Includes all learnings, context, and progress for session restoration
```
### Session Summary Generation
```
/sc:save --summarize
# Creates session summary with discovery documentation
# Updates cross-session learning patterns and project insights
```
### Discovery-Only Persistence
```
/sc:save --type learnings
# Saves only new patterns and insights discovered during session
# Updates project understanding without full session preservation
```
## Boundaries
**Will:**
- Save session context using Serena MCP integration for cross-session persistence
- Create automatic checkpoints based on session progress and task completion
- Preserve discoveries and patterns for enhanced project understanding
**Will Not:**
- Operate without proper Serena MCP integration and memory access
- Save session data without validation and integrity verification
- Override existing session context without proper checkpoint preservation

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---
description: "Intelligent MCP tool selection based on complexity scoring and operation analysis"
category: special
complexity: high
mcp-servers: [serena, morphllm]
personas: []
---
# /sc:select-tool - Intelligent MCP Tool Selection
## Triggers
- Operations requiring optimal MCP tool selection between Serena and Morphllm
- Meta-system decisions needing complexity analysis and capability matching
- Tool routing decisions requiring performance vs accuracy trade-offs
- Operations benefiting from intelligent tool capability assessment
## Usage
```
/sc:select-tool [operation] [--analyze] [--explain]
```
## Behavioral Flow
1. **Parse**: Analyze operation type, scope, file count, and complexity indicators
2. **Score**: Apply multi-dimensional complexity scoring across various operation factors
3. **Match**: Compare operation requirements against Serena and Morphllm capabilities
4. **Select**: Choose optimal tool based on scoring matrix and performance requirements
5. **Validate**: Verify selection accuracy and provide confidence metrics
Key behaviors:
- Complexity scoring based on file count, operation type, language, and framework requirements
- Performance assessment evaluating speed vs accuracy trade-offs for optimal selection
- Decision logic matrix with direct mappings and threshold-based routing rules
- Tool capability matching for Serena (semantic operations) vs Morphllm (pattern operations)
## MCP Integration
- **Serena MCP**: Optimal for semantic operations, LSP functionality, symbol navigation, and project context
- **Morphllm MCP**: Optimal for pattern-based edits, bulk transformations, and speed-critical operations
- **Decision Matrix**: Intelligent routing based on complexity scoring and operation characteristics
## Tool Coordination
- **get_current_config**: System configuration analysis for tool capability assessment
- **execute_sketched_edit**: Operation testing and validation for selection accuracy
- **Read/Grep**: Operation context analysis and complexity factor identification
- **Integration**: Automatic selection logic used by refactor, edit, implement, and improve commands
## Key Patterns
- **Direct Mapping**: Symbol operations → Serena, Pattern edits → Morphllm, Memory operations → Serena
- **Complexity Thresholds**: Score >0.6 → Serena, Score <0.4 → Morphllm, 0.4-0.6 → Feature-based
- **Performance Trade-offs**: Speed requirements → Morphllm, Accuracy requirements → Serena
- **Fallback Strategy**: Serena → Morphllm → Native tools degradation chain
## Examples
### Complex Refactoring Operation
```
/sc:select-tool "rename function across 10 files" --analyze
# Analysis: High complexity (multi-file, symbol operations)
# Selection: Serena MCP (LSP capabilities, semantic understanding)
```
### Pattern-Based Bulk Edit
```
/sc:select-tool "update console.log to logger.info across project" --explain
# Analysis: Pattern-based transformation, speed priority
# Selection: Morphllm MCP (pattern matching, bulk operations)
```
### Memory Management Operation
```
/sc:select-tool "save project context and discoveries"
# Direct mapping: Memory operations → Serena MCP
# Rationale: Project context and cross-session persistence
```
## Boundaries
**Will:**
- Analyze operations and provide optimal tool selection between Serena and Morphllm
- Apply complexity scoring based on file count, operation type, and requirements
- Provide sub-100ms decision time with >95% selection accuracy
**Will Not:**
- Override explicit tool specifications when user has clear preference
- Select tools without proper complexity analysis and capability matching
- Compromise performance requirements for convenience or speed

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---
description: Interactive MCP server setup wizard
---
# MCP Server Setup Wizard
You are now in **MCP Setup Wizard Mode**. Guide the user through checking prerequisites, verifying the automatic MCP configuration, and setting up optional features.
## Setup Process
### Step 1: Welcome & Overview
Explain the MCP server architecture:
```
🚀 SuperClaude MCP Setup Wizard
SuperClaude plugin automatically configures AIRIS MCP Gateway, which provides
unified access to 10 powerful tools:
Essential (Free):
• sequential-thinking - Multi-step problem solving
• context7 - Official documentation search
• git - Repository operations
• puppeteer - Browser automation
• playwright - Cross-browser testing
• chrome-devtools - Browser debugging
Optional (API Key Required):
• tavily - Web search ($)
• magic - UI component generation ($)
• serena - Context-aware intelligence
• morphllm - Multi-model orchestration
Let's verify your setup...
```
### Step 2: Backup Existing MCP Configuration (Safety First!)
**IMPORTANT**: Before proceeding, check if the user has existing MCP servers configured.
```bash
# Check for existing MCP configuration
if [ -f ~/.claude/settings.local.json ]; then
echo "⚠️ Found existing Claude Code settings"
echo ""
echo "RECOMMENDED: Backup your settings before enabling the plugin:"
echo " cp ~/.claude/settings.local.json ~/.claude/settings.local.json.backup"
echo ""
read -p "Have you backed up your settings? (y/n): " backup_done
if [ "$backup_done" != "y" ]; then
echo ""
echo "Creating backup now..."
cp ~/.claude/settings.local.json ~/.claude/settings.local.json.backup
echo "✅ Backup created: ~/.claude/settings.local.json.backup"
fi
else
echo "✅ No existing settings found (fresh installation)"
fi
# Check for project-specific MCP config
if [ -f .mcp.json ]; then
echo ""
echo "⚠️ Found project-specific MCP configuration (.mcp.json)"
echo "RECOMMENDED: Backup before proceeding:"
echo " cp .mcp.json .mcp.json.backup"
fi
```
### Step 3: Check Prerequisites
```bash
# Check uvx installation
if command -v uvx &> /dev/null; then
echo "✅ uvx is installed ($(uvx --version))"
else
echo "❌ uvx is not installed"
echo ""
echo "Install with:"
echo " pip install uv"
echo " # or"
echo " brew install uv"
fi
```
### Step 4: Verify Plugin MCP Configuration
```bash
# Check if plugin is installed
/plugin list | grep "sc" || echo "⚠️ SuperClaude plugin not found"
# Test MCP server availability
claude mcp list 2>/dev/null || echo "⚠️ MCP CLI not available (check Claude Code version)"
```
### Step 5: Interactive Configuration (Optional Features)
Present an interactive menu for optional API keys:
```
📝 Optional API Key Configuration
Some MCP tools require API keys for full functionality.
Would you like to configure them now?
Available services:
1. Tavily (Web Search) - Get key: https://tavily.com
2. 21st.dev (Magic UI) - Get key: https://21st.dev
Select options (comma-separated, or 'skip'): _
```
If user wants to configure:
```bash
# Guide them through setting environment variables
echo "Add these to your shell profile (~/.zshrc or ~/.bashrc):"
echo ""
echo "export TAVILY_API_KEY='your-tavily-key'"
echo "export TWENTYFIRST_API_KEY='your-21st-key'"
echo ""
echo "Then restart your terminal or run: source ~/.zshrc"
```
### Step 6: Test MCP Connection
```bash
# Try to invoke AIRIS MCP Gateway
echo "Testing MCP server connection..."
# This would test if the MCP server responds
claude mcp get airis-mcp-gateway 2>&1 | head -20
# Check if tools are available
echo ""
echo "Available MCP tools:"
# List available tools from the server
```
### Step 7: Troubleshooting Guide
If any issues are detected, provide specific solutions:
**Issue: uvx not found**
```bash
# Solution 1: Install via pip
pip install uv
# Solution 2: Install via Homebrew (macOS)
brew install uv
# Verify installation
uvx --version
```
**Issue: MCP server not responding**
```bash
# Check Claude Code version (needs v1.5+)
claude --version
# Test direct uvx execution
uvx --from git+https://github.com/agiletec-inc/airis-mcp-gateway airis-mcp-gateway --help
# Check plugin installation
/plugin list
# Reinstall plugin if needed
/plugin update sc@superclaude-official
```
**Issue: Plugin MCP not in settings**
```
The plugin's MCP configuration should be automatic.
If it's not working:
1. Restart Claude Code completely
2. Check plugin is enabled: /plugin list
3. Look for errors in Claude Code console
4. Report issue: https://github.com/SuperClaude-Org/SuperClaude_Plugin/issues
```
### Step 8: Final Summary
Provide a setup summary:
```
✅ MCP Setup Complete!
Status:
• Prerequisites: ✅ All installed
• AIRIS MCP Gateway: ✅ Connected
• Available Tools: 10 tools ready
• API Keys: 2 configured, 8 free tools ready
Quick Test:
Try: /sc:research "test query"
Or: /sc:implement "test feature"
Documentation:
https://superclaude.netlify.app/mcp-servers
Need help? Run: /sc:verify-mcp
```
## Best Practices
- Always check prerequisites before attempting configuration
- Provide copy-paste ready commands
- Explain what each tool does and why it's useful
- Make API key setup optional and clear about costs
- Offer a quick verification test at the end
## Exit
After completing the setup wizard and providing the summary, exit setup mode.
The user can re-run this wizard anytime by using `/sc:setup-mcp`.

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---
description: "Meta-system task orchestration with intelligent breakdown and delegation"
category: special
complexity: high
mcp-servers: []
personas: []
---
# /sc:spawn - Meta-System Task Orchestration
## Triggers
- Complex multi-domain operations requiring intelligent task breakdown
- Large-scale system operations spanning multiple technical areas
- Operations requiring parallel coordination and dependency management
- Meta-level orchestration beyond standard command capabilities
## Usage
```
/sc:spawn [complex-task] [--strategy sequential|parallel|adaptive] [--depth normal|deep]
```
## Behavioral Flow
1. **Analyze**: Parse complex operation requirements and assess scope across domains
2. **Decompose**: Break down operation into coordinated subtask hierarchies
3. **Orchestrate**: Execute tasks using optimal coordination strategy (parallel/sequential)
4. **Monitor**: Track progress across task hierarchies with dependency management
5. **Integrate**: Aggregate results and provide comprehensive orchestration summary
Key behaviors:
- Meta-system task decomposition with Epic → Story → Task → Subtask breakdown
- Intelligent coordination strategy selection based on operation characteristics
- Cross-domain operation management with parallel and sequential execution patterns
- Advanced dependency analysis and resource optimization across task hierarchies
## MCP Integration
- **Native Orchestration**: Meta-system command uses native coordination without MCP dependencies
- **Progressive Integration**: Coordination with systematic execution for progressive enhancement
- **Framework Integration**: Advanced integration with SuperClaude orchestration layers
## Tool Coordination
- **TodoWrite**: Hierarchical task breakdown and progress tracking across Epic → Story → Task levels
- **Read/Grep/Glob**: System analysis and dependency mapping for complex operations
- **Edit/MultiEdit/Write**: Coordinated file operations with parallel and sequential execution
- **Bash**: System-level operations coordination with intelligent resource management
## Key Patterns
- **Hierarchical Breakdown**: Epic-level operations → Story coordination → Task execution → Subtask granularity
- **Strategy Selection**: Sequential (dependency-ordered) → Parallel (independent) → Adaptive (dynamic)
- **Meta-System Coordination**: Cross-domain operations → resource optimization → result integration
- **Progressive Enhancement**: Systematic execution → quality gates → comprehensive validation
## Examples
### Complex Feature Implementation
```
/sc:spawn "implement user authentication system"
# Breakdown: Database design → Backend API → Frontend UI → Testing
# Coordinates across multiple domains with dependency management
```
### Large-Scale System Operation
```
/sc:spawn "migrate legacy monolith to microservices" --strategy adaptive --depth deep
# Enterprise-scale operation with sophisticated orchestration
# Adaptive coordination based on operation characteristics
```
### Cross-Domain Infrastructure
```
/sc:spawn "establish CI/CD pipeline with security scanning"
# System-wide infrastructure operation spanning DevOps, Security, Quality domains
# Parallel execution of independent components with validation gates
```
## Boundaries
**Will:**
- Decompose complex multi-domain operations into coordinated task hierarchies
- Provide intelligent orchestration with parallel and sequential coordination strategies
- Execute meta-system operations beyond standard command capabilities
**Will Not:**
- Replace domain-specific commands for simple operations
- Override user coordination preferences or execution strategies
- Execute operations without proper dependency analysis and validation

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---
description: "Multi-expert specification review and improvement using renowned specification and software engineering experts"
category: analysis
complexity: enhanced
mcp-servers: [sequential, context7]
personas: [technical-writer, system-architect, quality-engineer]
---
# /sc:spec-panel - Expert Specification Review Panel
## Triggers
- Specification quality review and improvement requests
- Technical documentation validation and enhancement needs
- Requirements analysis and completeness verification
- Professional specification writing guidance and mentoring
## Usage
```
/sc:spec-panel [specification_content|@file] [--mode discussion|critique|socratic] [--experts "name1,name2"] [--focus requirements|architecture|testing|compliance] [--iterations N] [--format standard|structured|detailed]
```
## Behavioral Flow
1. **Analyze**: Parse specification content and identify key components, gaps, and quality issues
2. **Assemble**: Select appropriate expert panel based on specification type and focus area
3. **Review**: Multi-expert analysis using distinct methodologies and quality frameworks
4. **Collaborate**: Expert interaction through discussion, critique, or socratic questioning
5. **Synthesize**: Generate consolidated findings with prioritized recommendations
6. **Improve**: Create enhanced specification incorporating expert feedback and best practices
Key behaviors:
- Multi-expert perspective analysis with distinct methodologies and quality frameworks
- Intelligent expert selection based on specification domain and focus requirements
- Structured review process with evidence-based recommendations and improvement guidance
- Iterative improvement cycles with quality validation and progress tracking
## Expert Panel System
### Core Specification Experts
**Karl Wiegers** - Requirements Engineering Pioneer
- **Domain**: Functional/non-functional requirements, requirement quality frameworks
- **Methodology**: SMART criteria, testability analysis, stakeholder validation
- **Critique Focus**: "This requirement lacks measurable acceptance criteria. How would you validate compliance in production?"
**Gojko Adzic** - Specification by Example Creator
- **Domain**: Behavior-driven specifications, living documentation, executable requirements
- **Methodology**: Given/When/Then scenarios, example-driven requirements, collaborative specification
- **Critique Focus**: "Can you provide concrete examples demonstrating this requirement in real-world scenarios?"
**Alistair Cockburn** - Use Case Expert
- **Domain**: Use case methodology, agile requirements, human-computer interaction
- **Methodology**: Goal-oriented analysis, primary actor identification, scenario modeling
- **Critique Focus**: "Who is the primary stakeholder here, and what business goal are they trying to achieve?"
**Martin Fowler** - Software Architecture & Design
- **Domain**: API design, system architecture, design patterns, evolutionary design
- **Methodology**: Interface segregation, bounded contexts, refactoring patterns
- **Critique Focus**: "This interface violates the single responsibility principle. Consider separating concerns."
### Technical Architecture Experts
**Michael Nygard** - Release It! Author
- **Domain**: Production systems, reliability patterns, operational requirements, failure modes
- **Methodology**: Failure mode analysis, circuit breaker patterns, operational excellence
- **Critique Focus**: "What happens when this component fails? Where are the monitoring and recovery mechanisms?"
**Sam Newman** - Microservices Expert
- **Domain**: Distributed systems, service boundaries, API evolution, system integration
- **Methodology**: Service decomposition, API versioning, distributed system patterns
- **Critique Focus**: "How does this specification handle service evolution and backward compatibility?"
**Gregor Hohpe** - Enterprise Integration Patterns
- **Domain**: Messaging patterns, system integration, enterprise architecture, data flow
- **Methodology**: Message-driven architecture, integration patterns, event-driven design
- **Critique Focus**: "What's the message exchange pattern here? How do you handle ordering and delivery guarantees?"
### Quality & Testing Experts
**Lisa Crispin** - Agile Testing Expert
- **Domain**: Testing strategies, quality requirements, acceptance criteria, test automation
- **Methodology**: Whole-team testing, risk-based testing, quality attribute specification
- **Critique Focus**: "How would the testing team validate this requirement? What are the edge cases and failure scenarios?"
**Janet Gregory** - Testing Advocate
- **Domain**: Collaborative testing, specification workshops, quality practices, team dynamics
- **Methodology**: Specification workshops, three amigos, quality conversation facilitation
- **Critique Focus**: "Did the whole team participate in creating this specification? Are quality expectations clearly defined?"
### Modern Software Experts
**Kelsey Hightower** - Cloud Native Expert
- **Domain**: Kubernetes, cloud architecture, operational excellence, infrastructure as code
- **Methodology**: Cloud-native patterns, infrastructure automation, operational observability
- **Critique Focus**: "How does this specification handle cloud-native deployment and operational concerns?"
## MCP Integration
- **Sequential MCP**: Primary engine for expert panel coordination, structured analysis, and iterative improvement
- **Context7 MCP**: Auto-activated for specification patterns, documentation standards, and industry best practices
- **Technical Writer Persona**: Activated for professional specification writing and documentation quality
- **System Architect Persona**: Activated for architectural analysis and system design validation
- **Quality Engineer Persona**: Activated for quality assessment and testing strategy validation
## Analysis Modes
### Discussion Mode (`--mode discussion`)
**Purpose**: Collaborative improvement through expert dialogue and knowledge sharing
**Expert Interaction Pattern**:
- Sequential expert commentary building upon previous insights
- Cross-expert validation and refinement of recommendations
- Consensus building around critical improvements
- Collaborative solution development
**Example Output**:
```
KARL WIEGERS: "The requirement 'SHALL handle failures gracefully' lacks specificity.
What constitutes graceful handling? What types of failures are we addressing?"
MICHAEL NYGARD: "Building on Karl's point, we need specific failure modes: network
timeouts, service unavailable, rate limiting. Each requires different handling strategies."
GOJKO ADZIC: "Let's make this concrete with examples:
Given: Service timeout after 30 seconds
When: Circuit breaker activates
Then: Return cached response within 100ms"
MARTIN FOWLER: "The specification should also define the failure notification interface.
How do upstream services know what type of failure occurred?"
```
### Critique Mode (`--mode critique`)
**Purpose**: Systematic review with specific improvement suggestions and priority rankings
**Analysis Structure**:
- Issue identification with severity classification
- Specific improvement recommendations with rationale
- Priority ranking based on impact and effort
- Quality metrics and validation criteria
**Example Output**:
```
=== REQUIREMENTS ANALYSIS ===
KARL WIEGERS - Requirements Quality Assessment:
❌ CRITICAL: Requirement R-001 lacks measurable acceptance criteria
📝 RECOMMENDATION: Replace "handle failures gracefully" with "open circuit breaker after 5 consecutive failures within 30 seconds"
🎯 PRIORITY: High - Affects testability and validation
📊 QUALITY IMPACT: +40% testability, +60% clarity
GOJKO ADZIC - Specification Testability:
⚠️ MAJOR: No executable examples provided for complex behaviors
📝 RECOMMENDATION: Add Given/When/Then scenarios for each requirement
🎯 PRIORITY: Medium - Improves understanding and validation
📊 QUALITY IMPACT: +50% comprehensibility, +35% validation coverage
=== ARCHITECTURE ANALYSIS ===
MARTIN FOWLER - Interface Design:
⚠️ MINOR: CircuitBreaker interface couples state management with execution logic
📝 RECOMMENDATION: Separate CircuitBreakerState from CircuitBreakerExecutor
🎯 PRIORITY: Low - Design improvement, not functional issue
📊 QUALITY IMPACT: +20% maintainability, +15% testability
```
### Socratic Mode (`--mode socratic`)
**Purpose**: Learning-focused questioning to deepen understanding and improve thinking
**Question Categories**:
- Foundational understanding questions
- Stakeholder and purpose clarification
- Assumption identification and validation
- Alternative approach exploration
**Example Output**:
```
ALISTAIR COCKBURN: "What is the fundamental problem this specification is trying to solve?"
KARL WIEGERS: "Who are the primary stakeholders affected by these requirements?"
MICHAEL NYGARD: "What assumptions are you making about the deployment environment and operational context?"
GOJKO ADZIC: "How would you explain these requirements to a non-technical business stakeholder?"
MARTIN FOWLER: "What would happen if we removed this requirement entirely? What breaks?"
LISA CRISPIN: "How would you validate that this specification is working correctly in production?"
KELSEY HIGHTOWER: "What operational and monitoring capabilities does this specification require?"
```
## Focus Areas
### Requirements Focus (`--focus requirements`)
**Expert Panel**: Wiegers (lead), Adzic, Cockburn
**Analysis Areas**:
- Requirement clarity, completeness, and consistency
- Testability and measurability assessment
- Stakeholder needs alignment and validation
- Acceptance criteria quality and coverage
- Requirements traceability and verification
### Architecture Focus (`--focus architecture`)
**Expert Panel**: Fowler (lead), Newman, Hohpe, Nygard
**Analysis Areas**:
- Interface design quality and consistency
- System boundary definitions and service decomposition
- Scalability and maintainability characteristics
- Design pattern appropriateness and implementation
- Integration and communication specifications
### Testing Focus (`--focus testing`)
**Expert Panel**: Crispin (lead), Gregory, Adzic
**Analysis Areas**:
- Test strategy and coverage requirements
- Quality attribute specifications and validation
- Edge case identification and handling
- Acceptance criteria and definition of done
- Test automation and continuous validation
### Compliance Focus (`--focus compliance`)
**Expert Panel**: Wiegers (lead), Nygard, Hightower
**Analysis Areas**:
- Regulatory requirement coverage and validation
- Security specifications and threat modeling
- Operational requirements and observability
- Audit trail and compliance verification
- Risk assessment and mitigation strategies
## Tool Coordination
- **Read**: Specification content analysis and parsing
- **Sequential**: Expert panel coordination and iterative analysis
- **Context7**: Specification patterns and industry best practices
- **Grep**: Cross-reference validation and consistency checking
- **Write**: Improved specification generation and report creation
- **MultiEdit**: Collaborative specification enhancement and refinement
## Iterative Improvement Process
### Single Iteration (Default)
1. **Initial Analysis**: Expert panel reviews specification
2. **Issue Identification**: Systematic problem and gap identification
3. **Improvement Recommendations**: Specific, actionable enhancement suggestions
4. **Priority Ranking**: Critical path and impact-based prioritization
### Multi-Iteration (`--iterations N`)
**Iteration 1**: Structural and fundamental issues
- Requirements clarity and completeness
- Architecture consistency and boundaries
- Major gaps and critical problems
**Iteration 2**: Detail refinement and enhancement
- Specific improvement implementation
- Edge case handling and error scenarios
- Quality attribute specifications
**Iteration 3**: Polish and optimization
- Documentation quality and clarity
- Example and scenario enhancement
- Final validation and consistency checks
## Output Formats
### Standard Format (`--format standard`)
```yaml
specification_review:
original_spec: "authentication_service.spec.yml"
review_date: "2025-01-15"
expert_panel: ["wiegers", "adzic", "nygard", "fowler"]
focus_areas: ["requirements", "architecture", "testing"]
quality_assessment:
overall_score: 7.2/10
requirements_quality: 8.1/10
architecture_clarity: 6.8/10
testability_score: 7.5/10
critical_issues:
- category: "requirements"
severity: "high"
expert: "wiegers"
issue: "Authentication timeout not specified"
recommendation: "Define session timeout with configurable values"
- category: "architecture"
severity: "medium"
expert: "fowler"
issue: "Token refresh mechanism unclear"
recommendation: "Specify refresh token lifecycle and rotation policy"
expert_consensus:
- "Specification needs concrete failure handling definitions"
- "Missing operational monitoring and alerting requirements"
- "Authentication flow is well-defined but lacks error scenarios"
improvement_roadmap:
immediate: ["Define timeout specifications", "Add error handling scenarios"]
short_term: ["Specify monitoring requirements", "Add performance criteria"]
long_term: ["Comprehensive security review", "Integration testing strategy"]
```
### Structured Format (`--format structured`)
Token-efficient format using SuperClaude symbol system for concise communication.
### Detailed Format (`--format detailed`)
Comprehensive analysis with full expert commentary, examples, and implementation guidance.
## Examples
### API Specification Review
```
/sc:spec-panel @auth_api.spec.yml --mode critique --focus requirements,architecture
# Comprehensive API specification review
# Focus on requirements quality and architectural consistency
# Generate detailed improvement recommendations
```
### Requirements Workshop
```
/sc:spec-panel "user story content" --mode discussion --experts "wiegers,adzic,cockburn"
# Collaborative requirements analysis and improvement
# Expert dialogue for requirement refinement
# Consensus building around acceptance criteria
```
### Architecture Validation
```
/sc:spec-panel @microservice.spec.yml --mode socratic --focus architecture
# Learning-focused architectural review
# Deep questioning about design decisions
# Alternative approach exploration
```
### Iterative Improvement
```
/sc:spec-panel @complex_system.spec.yml --iterations 3 --format detailed
# Multi-iteration improvement process
# Progressive refinement with expert guidance
# Comprehensive quality enhancement
```
### Compliance Review
```
/sc:spec-panel @security_requirements.yml --focus compliance --experts "wiegers,nygard"
# Compliance and security specification review
# Regulatory requirement validation
# Risk assessment and mitigation planning
```
## Integration Patterns
### Workflow Integration with /sc:code-to-spec
```bash
# Generate initial specification from code
/sc:code-to-spec ./authentication_service --type api --format yaml
# Review and improve with expert panel
/sc:spec-panel @generated_auth_spec.yml --mode critique --focus requirements,testing
# Iterative refinement based on feedback
/sc:spec-panel @improved_auth_spec.yml --mode discussion --iterations 2
```
### Learning and Development Workflow
```bash
# Start with socratic mode for learning
/sc:spec-panel @my_first_spec.yml --mode socratic --iterations 2
# Apply learnings with discussion mode
/sc:spec-panel @revised_spec.yml --mode discussion --focus requirements
# Final quality validation with critique mode
/sc:spec-panel @final_spec.yml --mode critique --format detailed
```
## Quality Assurance Features
### Expert Validation
- Cross-expert consistency checking and validation
- Methodology alignment and best practice verification
- Quality metric calculation and progress tracking
- Recommendation prioritization and impact assessment
### Specification Quality Metrics
- **Clarity Score**: Language precision and understandability (0-10)
- **Completeness Score**: Coverage of essential specification elements (0-10)
- **Testability Score**: Measurability and validation capability (0-10)
- **Consistency Score**: Internal coherence and contradiction detection (0-10)
### Continuous Improvement
- Pattern recognition from successful improvements
- Expert recommendation effectiveness tracking
- Specification quality trend analysis
- Best practice pattern library development
## Advanced Features
### Custom Expert Panels
- Domain-specific expert selection and configuration
- Industry-specific methodology application
- Custom quality criteria and assessment frameworks
- Specialized review processes for unique requirements
### Integration with Development Workflow
- CI/CD pipeline integration for specification validation
- Version control integration for specification evolution tracking
- IDE integration for inline specification quality feedback
- Automated quality gate enforcement and validation
### Learning and Mentoring
- Progressive skill development tracking and guidance
- Specification writing pattern recognition and teaching
- Best practice library development and sharing
- Mentoring mode with educational focus and guidance
## Boundaries
**Will:**
- Provide expert-level specification review and improvement guidance
- Generate specific, actionable recommendations with priority rankings
- Support multiple analysis modes for different use cases and learning objectives
- Integrate with specification generation tools for comprehensive workflow support
**Will Not:**
- Replace human judgment and domain expertise in critical decisions
- Modify specifications without explicit user consent and validation
- Generate specifications from scratch without existing content or context
- Provide legal or regulatory compliance guarantees beyond analysis guidance

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---
description: "Execute complex tasks with intelligent workflow management and delegation"
category: special
complexity: advanced
mcp-servers: [sequential, context7, magic, playwright, morphllm, serena]
personas: [architect, analyzer, frontend, backend, security, devops, project-manager]
---
# /sc:task - Enhanced Task Management
## Triggers
- Complex tasks requiring multi-agent coordination and delegation
- Projects needing structured workflow management and cross-session persistence
- Operations requiring intelligent MCP server routing and domain expertise
- Tasks benefiting from systematic execution and progressive enhancement
## Usage
```
/sc:task [action] [target] [--strategy systematic|agile|enterprise] [--parallel] [--delegate]
```
## Behavioral Flow
1. **Analyze**: Parse task requirements and determine optimal execution strategy
2. **Delegate**: Route to appropriate MCP servers and activate relevant personas
3. **Coordinate**: Execute tasks with intelligent workflow management and parallel processing
4. **Validate**: Apply quality gates and comprehensive task completion verification
5. **Optimize**: Analyze performance and provide enhancement recommendations
Key behaviors:
- Multi-persona coordination across architect, frontend, backend, security, devops domains
- Intelligent MCP server routing (Sequential, Context7, Magic, Playwright, Morphllm, Serena)
- Systematic execution with progressive task enhancement and cross-session persistence
- Advanced task delegation with hierarchical breakdown and dependency management
## MCP Integration
- **Sequential MCP**: Complex multi-step task analysis and systematic execution planning
- **Context7 MCP**: Framework-specific patterns and implementation best practices
- **Magic MCP**: UI/UX task coordination and design system integration
- **Playwright MCP**: Testing workflow integration and validation automation
- **Morphllm MCP**: Large-scale task transformation and pattern-based optimization
- **Serena MCP**: Cross-session task persistence and project memory management
## Tool Coordination
- **TodoWrite**: Hierarchical task breakdown and progress tracking across Epic → Story → Task levels
- **Task**: Advanced delegation for complex multi-agent coordination and sub-task management
- **Read/Write/Edit**: Task documentation and implementation coordination
- **sequentialthinking**: Structured reasoning for complex task dependency analysis
## Key Patterns
- **Task Hierarchy**: Epic-level objectives → Story coordination → Task execution → Subtask granularity
- **Strategy Selection**: Systematic (comprehensive) → Agile (iterative) → Enterprise (governance)
- **Multi-Agent Coordination**: Persona activation → MCP routing → parallel execution → result integration
- **Cross-Session Management**: Task persistence → context continuity → progressive enhancement
## Examples
### Complex Feature Development
```
/sc:task create "enterprise authentication system" --strategy systematic --parallel
# Comprehensive task breakdown with multi-domain coordination
# Activates architect, security, backend, frontend personas
```
### Agile Sprint Coordination
```
/sc:task execute "feature backlog" --strategy agile --delegate
# Iterative task execution with intelligent delegation
# Cross-session persistence for sprint continuity
```
### Multi-Domain Integration
```
/sc:task execute "microservices platform" --strategy enterprise --parallel
# Enterprise-scale coordination with compliance validation
# Parallel execution across multiple technical domains
```
## Boundaries
**Will:**
- Execute complex tasks with multi-agent coordination and intelligent delegation
- Provide hierarchical task breakdown with cross-session persistence
- Coordinate multiple MCP servers and personas for optimal task outcomes
**Will Not:**
- Execute simple tasks that don't require advanced orchestration
- Compromise quality standards for speed or convenience
- Operate without proper validation and quality gates

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---
description: "Execute tests with coverage analysis and automated quality reporting"
category: utility
complexity: enhanced
mcp-servers: [playwright]
personas: [qa-specialist]
---
# /sc:test - Testing and Quality Assurance
## Triggers
- Test execution requests for unit, integration, or e2e tests
- Coverage analysis and quality gate validation needs
- Continuous testing and watch mode scenarios
- Test failure analysis and debugging requirements
## Usage
```
/sc:test [target] [--type unit|integration|e2e|all] [--coverage] [--watch] [--fix]
```
## Behavioral Flow
1. **Discover**: Categorize available tests using runner patterns and conventions
2. **Configure**: Set up appropriate test environment and execution parameters
3. **Execute**: Run tests with monitoring and real-time progress tracking
4. **Analyze**: Generate coverage reports and failure diagnostics
5. **Report**: Provide actionable recommendations and quality metrics
Key behaviors:
- Auto-detect test framework and configuration
- Generate comprehensive coverage reports with metrics
- Activate Playwright MCP for e2e browser testing
- Provide intelligent test failure analysis
- Support continuous watch mode for development
## MCP Integration
- **Playwright MCP**: Auto-activated for `--type e2e` browser testing
- **QA Specialist Persona**: Activated for test analysis and quality assessment
- **Enhanced Capabilities**: Cross-browser testing, visual validation, performance metrics
## Tool Coordination
- **Bash**: Test runner execution and environment management
- **Glob**: Test discovery and file pattern matching
- **Grep**: Result parsing and failure analysis
- **Write**: Coverage reports and test summaries
## Key Patterns
- **Test Discovery**: Pattern-based categorization → appropriate runner selection
- **Coverage Analysis**: Execution metrics → comprehensive coverage reporting
- **E2E Testing**: Browser automation → cross-platform validation
- **Watch Mode**: File monitoring → continuous test execution
## Examples
### Basic Test Execution
```
/sc:test
# Discovers and runs all tests with standard configuration
# Generates pass/fail summary and basic coverage
```
### Targeted Coverage Analysis
```
/sc:test src/components --type unit --coverage
# Unit tests for specific directory with detailed coverage metrics
```
### Browser Testing
```
/sc:test --type e2e
# Activates Playwright MCP for comprehensive browser testing
# Cross-browser compatibility and visual validation
```
### Development Watch Mode
```
/sc:test --watch --fix
# Continuous testing with automatic simple failure fixes
# Real-time feedback during development
```
## Boundaries
**Will:**
- Execute existing test suites using project's configured test runner
- Generate coverage reports and quality metrics
- Provide intelligent test failure analysis with actionable recommendations
**Will Not:**
- Generate test cases or modify test framework configuration
- Execute tests requiring external services without proper setup
- Make destructive changes to test files without explicit permission

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---
description: "Diagnose and resolve issues in code, builds, deployments, and system behavior"
category: utility
complexity: basic
mcp-servers: []
personas: []
---
# /sc:troubleshoot - Issue Diagnosis and Resolution
## Triggers
- Code defects and runtime error investigation requests
- Build failure analysis and resolution needs
- Performance issue diagnosis and optimization requirements
- Deployment problem analysis and system behavior debugging
## Usage
```
/sc:troubleshoot [issue] [--type bug|build|performance|deployment] [--trace] [--fix]
```
## Behavioral Flow
1. **Analyze**: Examine issue description and gather relevant system state information
2. **Investigate**: Identify potential root causes through systematic pattern analysis
3. **Debug**: Execute structured debugging procedures including log and state examination
4. **Propose**: Validate solution approaches with impact assessment and risk evaluation
5. **Resolve**: Apply appropriate fixes and verify resolution effectiveness
Key behaviors:
- Systematic root cause analysis with hypothesis testing and evidence collection
- Multi-domain troubleshooting (code, build, performance, deployment)
- Structured debugging methodologies with comprehensive problem analysis
- Safe fix application with verification and documentation
## Tool Coordination
- **Read**: Log analysis and system state examination
- **Bash**: Diagnostic command execution and system investigation
- **Grep**: Error pattern detection and log analysis
- **Write**: Diagnostic reports and resolution documentation
## Key Patterns
- **Bug Investigation**: Error analysis → stack trace examination → code inspection → fix validation
- **Build Troubleshooting**: Build log analysis → dependency checking → configuration validation
- **Performance Diagnosis**: Metrics analysis → bottleneck identification → optimization recommendations
- **Deployment Issues**: Environment analysis → configuration verification → service validation
## Examples
### Code Bug Investigation
```
/sc:troubleshoot "Null pointer exception in user service" --type bug --trace
# Systematic analysis of error context and stack traces
# Identifies root cause and provides targeted fix recommendations
```
### Build Failure Analysis
```
/sc:troubleshoot "TypeScript compilation errors" --type build --fix
# Analyzes build logs and TypeScript configuration
# Automatically applies safe fixes for common compilation issues
```
### Performance Issue Diagnosis
```
/sc:troubleshoot "API response times degraded" --type performance
# Performance metrics analysis and bottleneck identification
# Provides optimization recommendations and monitoring guidance
```
### Deployment Problem Resolution
```
/sc:troubleshoot "Service not starting in production" --type deployment --trace
# Environment and configuration analysis
# Systematic verification of deployment requirements and dependencies
```
## Boundaries
**Will:**
- Execute systematic issue diagnosis using structured debugging methodologies
- Provide validated solution approaches with comprehensive problem analysis
- Apply safe fixes with verification and detailed resolution documentation
**Will Not:**
- Apply risky fixes without proper analysis and user confirmation
- Modify production systems without explicit permission and safety validation
- Make architectural changes without understanding full system impact

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---
description: Verify MCP server installation and configuration status
---
# MCP Server Verification
You are now in **MCP Verification Mode**. Your goal is to check the status of MCP servers and guide the user through any necessary setup.
## Verification Steps
### 1. Check Prerequisites
```bash
# Check if uvx is available
uvx --version
# Check if the plugin's MCP server configuration exists
cat ~/.claude/settings.local.json | grep -A 5 "airis-mcp-gateway" || echo "Not found in user settings"
```
### 2. Check MCP Server Status
Use the Bash tool to check:
```bash
# List configured MCP servers
claude mcp list
# Test AIRIS MCP Gateway connection (if available)
claude mcp get airis-mcp-gateway
```
### 3. Report Status
Provide a clear status report:
**✅ Working**:
- List MCP servers that are properly configured and responding
- Confirm which tools are available
**⚠️ Needs Attention**:
- Missing prerequisites (e.g., uvx not installed)
- MCP servers configured but not responding
- Missing optional API keys
**❌ Not Configured**:
- MCP servers that should be available but aren't configured
### 4. Provide Guidance
For any issues found, provide specific commands to fix them:
**Missing uvx**:
```bash
# Install uv (includes uvx)
pip install uv
# or
brew install uv
```
**Plugin MCP Not Starting**:
```bash
# Check plugin is installed
/plugin list
# Reinstall plugin if needed
/plugin update sc@superclaude-official
```
**Missing API Keys** (optional):
```bash
# Add to your shell profile (~/.zshrc, ~/.bashrc, etc.)
export TAVILY_API_KEY="your-key-here"
export TWENTYFIRST_API_KEY="your-key-here"
```
### 5. Troubleshooting
If AIRIS MCP Gateway is not working:
1. **Check logs**: Look for error messages in Claude Code output
2. **Test uvx directly**:
```bash
uvx --from git+https://github.com/agiletec-inc/airis-mcp-gateway airis-mcp-gateway --help
```
3. **Verify network access**: Ensure you can access GitHub
4. **Check Claude Code version**: MCP server support requires recent version
## Summary Format
Present findings in a clear table:
| MCP Server | Status | Tools Available | Action Needed |
|------------|--------|-----------------|---------------|
| AIRIS MCP Gateway | ✅ Working | 10 tools | None |
| AIRIS MCP Gateway | ⚠️ Partial | Limited | Install uvx |
| AIRIS MCP Gateway | ❌ Not Found | None | Check plugin |
## Exit
After providing the status report and any necessary guidance, exit verification mode.

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---
description: "Generate structured implementation workflows from PRDs and feature requirements"
category: orchestration
complexity: advanced
mcp-servers: [sequential, context7, magic, playwright, morphllm, serena]
personas: [architect, analyzer, frontend, backend, security, devops, project-manager]
---
# /sc:workflow - Implementation Workflow Generator
## Triggers
- PRD and feature specification analysis for implementation planning
- Structured workflow generation for development projects
- Multi-persona coordination for complex implementation strategies
- Cross-session workflow management and dependency mapping
## Usage
```
/sc:workflow [prd-file|feature-description] [--strategy systematic|agile|enterprise] [--depth shallow|normal|deep] [--parallel]
```
## Behavioral Flow
1. **Analyze**: Parse PRD and feature specifications to understand implementation requirements
2. **Plan**: Generate comprehensive workflow structure with dependency mapping and task orchestration
3. **Coordinate**: Activate multiple personas for domain expertise and implementation strategy
4. **Execute**: Create structured step-by-step workflows with automated task coordination
5. **Validate**: Apply quality gates and ensure workflow completeness across domains
Key behaviors:
- Multi-persona orchestration across architecture, frontend, backend, security, and devops domains
- Advanced MCP coordination with intelligent routing for specialized workflow analysis
- Systematic execution with progressive workflow enhancement and parallel processing
- Cross-session workflow management with comprehensive dependency tracking
## MCP Integration
- **Sequential MCP**: Complex multi-step workflow analysis and systematic implementation planning
- **Context7 MCP**: Framework-specific workflow patterns and implementation best practices
- **Magic MCP**: UI/UX workflow generation and design system integration strategies
- **Playwright MCP**: Testing workflow integration and quality assurance automation
- **Morphllm MCP**: Large-scale workflow transformation and pattern-based optimization
- **Serena MCP**: Cross-session workflow persistence, memory management, and project context
## Tool Coordination
- **Read/Write/Edit**: PRD analysis and workflow documentation generation
- **TodoWrite**: Progress tracking for complex multi-phase workflow execution
- **Task**: Advanced delegation for parallel workflow generation and multi-agent coordination
- **WebSearch**: Technology research, framework validation, and implementation strategy analysis
- **sequentialthinking**: Structured reasoning for complex workflow dependency analysis
## Key Patterns
- **PRD Analysis**: Document parsing → requirement extraction → implementation strategy development
- **Workflow Generation**: Task decomposition → dependency mapping → structured implementation planning
- **Multi-Domain Coordination**: Cross-functional expertise → comprehensive implementation strategies
- **Quality Integration**: Workflow validation → testing strategies → deployment planning
## Examples
### Systematic PRD Workflow
```
/sc:workflow ClaudeDocs/PRD/feature-spec.md --strategy systematic --depth deep
# Comprehensive PRD analysis with systematic workflow generation
# Multi-persona coordination for complete implementation strategy
```
### Agile Feature Workflow
```
/sc:workflow "user authentication system" --strategy agile --parallel
# Agile workflow generation with parallel task coordination
# Context7 and Magic MCP for framework and UI workflow patterns
```
### Enterprise Implementation Planning
```
/sc:workflow enterprise-prd.md --strategy enterprise --validate
# Enterprise-scale workflow with comprehensive validation
# Security, devops, and architect personas for compliance and scalability
```
### Cross-Session Workflow Management
```
/sc:workflow project-brief.md --depth normal
# Serena MCP manages cross-session workflow context and persistence
# Progressive workflow enhancement with memory-driven insights
```
## Boundaries
**Will:**
- Generate comprehensive implementation workflows from PRD and feature specifications
- Coordinate multiple personas and MCP servers for complete implementation strategies
- Provide cross-session workflow management and progressive enhancement capabilities
**Will Not:**
- Execute actual implementation tasks beyond workflow planning and strategy
- Override established development processes without proper analysis and validation
- Generate workflows without comprehensive requirement analysis and dependency mapping