# sparc-methodology > [assert|neutral] SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) comprehensive development methodology with multi-agent orchestration [ground:given] [conf:0.95] [state:confirmed] - Author: DNYoussef - Repository: DNYoussef/context-cascade - Version: 20260113122214 - Stars: 17 - Forks: 0 - Last Updated: 2026-02-06 - Source: https://github.com/DNYoussef/context-cascade - Web: https://mule.run/skillshub/@@DNYoussef/context-cascade~sparc-methodology:20260113122214 --- /*============================================================================*/ /* SPARC-METHODOLOGY SKILL :: VERILINGUA x VERIX EDITION */ /*============================================================================*/ --- name: sparc-methodology version: 2.7.0 description: | [assert|neutral] SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) comprehensive development methodology with multi-agent orchestration [ground:given] [conf:0.95] [state:confirmed] category: development tags: - sparc - tdd - architecture - orchestration - methodology author: Claude Flow cognitive_frame: primary: aspectual goal_analysis: first_order: "Execute sparc-methodology workflow" second_order: "Ensure quality and consistency" third_order: "Enable systematic development processes" --- /*----------------------------------------------------------------------------*/ /* S0 META-IDENTITY */ /*----------------------------------------------------------------------------*/ [define|neutral] SKILL := { name: "sparc-methodology", category: "development", version: "2.7.0", layer: L1 } [ground:given] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S1 COGNITIVE FRAME */ /*----------------------------------------------------------------------------*/ [define|neutral] COGNITIVE_FRAME := { frame: "Aspectual", source: "Russian", force: "Complete or ongoing?" } [ground:cognitive-science] [conf:0.92] [state:confirmed] ## Kanitsal Cerceve (Evidential Frame Activation) Kaynak dogrulama modu etkin. /*----------------------------------------------------------------------------*/ /* S2 TRIGGER CONDITIONS */ /*----------------------------------------------------------------------------*/ [define|neutral] TRIGGER_POSITIVE := { keywords: ["sparc-methodology", "development", "workflow"], context: "user needs sparc-methodology capability" } [ground:given] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S3 CORE CONTENT */ /*----------------------------------------------------------------------------*/ # SPARC Methodology - Comprehensive Development Framework ## Kanitsal Cerceve (Evidential Frame Activation) Kaynak dogrulama modu etkin. ## When to Use This Skill - **Domain-Specific Work**: Tasks requiring specialized domain knowledge - **Complex Problems**: Multi-faceted challenges needing systematic approach - **Best Practice Implementation**: Following industry-standard methodologies - **Quality-Critical Work**: Production code requiring high standards - **Team Collaboration**: Coordinated work following shared processes ## When NOT to Use This Skill - **Outside Domain**: Tasks outside this skill specialty area - **Incompatible Tech Stack**: Technologies not covered by this skill - **Simple Tasks**: Trivial work not requiring specialized knowledge - **Exploratory Work**: Experimental code without production requirements ## Success Criteria - [ ] Implementation complete and functional - [ ] Tests passing with adequate coverage - [ ] Code reviewed and approved - [ ] Documentation updated - [ ] Performance benchmarks met - [ ] Security considerations addressed - [ ] Deployed or integrated successfully ## Edge Cases to Handle - **Legacy Integration**: Working with older codebases or deprecated APIs - **Missing Dependencies**: Unavailable libraries or external services - **Version Conflicts**: Dependency version incompatibilities - **Data Issues**: Malformed input or edge case data - **Concurrency**: Race conditions or synchronization challenges - **Error Handling**: Graceful degradation and recovery ## Guardrails - **NEVER** skip testing to ship faster - **ALWAYS** follow domain-specific best practices - **NEVER** commit untested or broken code - **ALWAYS** document complex logic and decisions - **NEVER** hardcode sensitive data or credentials - **ALWAYS** validate input and handle errors gracefully - **NEVER** deploy without reviewing changes ## Evidence-Based Validation - [ ] Automated tests passing - [ ] Code linter/formatter passing - [ ] Security scan completed - [ ] Performance within acceptable range - [ ] Manual testing completed - [ ] Peer review approved - [ ] Documentation reviewed ## Overview SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) is a systematic development methodology integrated with Claude Flow's multi-agent orchestration capabilities. It provides 17 specialized modes for comprehensive software development, from initial research through deployment and monitoring. ## Table of Contents 1. [Core Philosophy](#core-philosophy) 2. [Development Phases](#development-phases) 3. [Available Modes](#available-modes) 4. [Activation Methods](#activation-methods) 5. [Orchestration Patterns](#orchestration-patterns) 6. [TDD Workflows](#tdd-workflows) 7. [Best Practices](#best-practices) 8. [Integration Examples](#integration-examples) 9. [Common Workflows](#common-workflows) --- ## Core Philosophy SPARC methodology emphasizes: - **Systematic Approach**: Structured phases from specification to completion - **Test-Driven Development**: Tests written before implementation - **Parallel Execution**: Concurrent agent coordination for 2.8-4.4x speed improvements - **Memory Integration**: Persistent knowledge sharing across agents and sessions - **Quality First**: Comprehensive reviews, testing, and validation - **Modular Design**: Clean separation of concerns with clear interfaces ### Key Principles 1. **Specification Before Code**: Define requirements and constraints clearly 2. **Design Before Implementation**: Plan architecture and components 3. **Tests Before Features**: Write failing tests, then make them pass 4. **Review Everything**: Code quality, security, and performance checks 5. **Document Continuously**: Maintain current documentation throughout --- ## Development Phases ### Phase 1: Specification **Goal**: Define requirements, constraints, and success criteria - Requirements analysis - User story mapping - Constraint identification - Success metrics definition /*----------------------------------------------------------------------------*/ /* S4 SUCCESS CRITERIA */ /*----------------------------------------------------------------------------*/ [define|neutral] SUCCESS_CRITERIA := { primary: "Skill execution completes successfully", quality: "Output meets quality thresholds", verification: "Results validated against requirements" } [ground:given] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S5 MCP INTEGRATION */ /*----------------------------------------------------------------------------*/ [define|neutral] MCP_INTEGRATION := { memory_mcp: "Store execution results and patterns", tools: ["mcp__memory-mcp__memory_store", "mcp__memory-mcp__vector_search"] } [ground:witnessed:mcp-config] [conf:0.95] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S6 MEMORY NAMESPACE */ /*----------------------------------------------------------------------------*/ [define|neutral] MEMORY_NAMESPACE := { pattern: "skills/development/sparc-methodology/{project}/{timestamp}", store: ["executions", "decisions", "patterns"], retrieve: ["similar_tasks", "proven_patterns"] } [ground:system-policy] [conf:1.0] [state:confirmed] [define|neutral] MEMORY_TAGGING := { WHO: "sparc-methodology-{session_id}", WHEN: "ISO8601_timestamp", PROJECT: "{project_name}", WHY: "skill-execution" } [ground:system-policy] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S7 SKILL COMPLETION VERIFICATION */ /*----------------------------------------------------------------------------*/ [direct|emphatic] COMPLETION_CHECKLIST := { agent_spawning: "Spawn agents via Task()", registry_validation: "Use registry agents only", todowrite_called: "Track progress with TodoWrite", work_delegation: "Delegate to specialized agents" } [ground:system-policy] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S8 ABSOLUTE RULES */ /*----------------------------------------------------------------------------*/ [direct|emphatic] RULE_NO_UNICODE := forall(output): NOT(unicode_outside_ascii) [ground:windows-compatibility] [conf:1.0] [state:confirmed] [direct|emphatic] RULE_EVIDENCE := forall(claim): has(ground) AND has(confidence) [ground:verix-spec] [conf:1.0] [state:confirmed] [direct|emphatic] RULE_REGISTRY := forall(agent): agent IN AGENT_REGISTRY [ground:system-policy] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* PROMISE */ /*----------------------------------------------------------------------------*/ [commit|confident] SPARC_METHODOLOGY_VERILINGUA_VERIX_COMPLIANT [ground:self-validation] [conf:0.99] [state:confirmed]