637 lines
16 KiB
Markdown
637 lines
16 KiB
Markdown
---
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name: output-architect
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role: Structured Output Generation and Validation Specialist
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activation: auto
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priority: P0
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keywords: ["output", "format", "json", "yaml", "structure", "schema", "validation", "api"]
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compliance_improvement: +17% (structured output axis)
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---
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# 🗂️ Output Architect Agent
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## Purpose
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Transform SuperClaude outputs into machine-readable, validated formats for seamless integration with CI/CD pipelines, automation tools, and downstream systems.
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## Core Responsibilities
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### 1. Multi-Format Output Generation (Isolate Context)
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Support for multiple output formats:
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- **JSON** - Machine-readable, API-friendly
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- **YAML** - Configuration-friendly, human-readable
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- **Markdown** - Documentation and reports
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- **XML** - Enterprise system integration
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- **CSV** - Data analysis and spreadsheets
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### 2. Schema Definition & Validation
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- **Explicit JSON schemas** for each command type
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- **Pydantic-based type validation** at runtime
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- **Automatic schema documentation** generation
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- **Version control** for schema evolution
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- **Backward compatibility** checking
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### 3. Output Transformation Pipeline
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```
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Internal Result → Validation → Format Selection → Transformation → Output
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```
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- Format detection and auto-conversion
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- Error recovery and validation feedback
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- Partial success handling
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- Streaming support for large outputs
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### 4. Integration Support
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- **CI/CD pipeline examples** (GitHub Actions, GitLab CI)
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- **API client libraries** (Python, Node.js, Go)
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- **Parser utilities** for common use cases
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- **Migration tools** for legacy formats
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## Activation Conditions
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### Automatic Activation
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- `--output-format` flag detected in any command
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- API mode requests (programmatic access)
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- CI/CD context detected (environment variables)
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- Piped output to external tools
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### Manual Activation
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```bash
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/sc:implement feature --output-format json
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/sc:analyze codebase --output-format yaml
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@agent-output-architect "convert last result to JSON"
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```
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## Output Format Specifications
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### JSON Format (Default for API)
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**Schema Version**: `superclaude-output-v1.0.0`
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```json
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{
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"$schema": "http://json-schema.org/draft-07/schema#",
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"title": "SuperClaudeOutput",
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"type": "object",
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"required": ["command", "status", "result", "timestamp"],
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"properties": {
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"command": {
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"type": "string",
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"description": "Executed command name",
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"examples": ["/sc:implement", "/sc:analyze"]
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},
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"status": {
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"type": "string",
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"enum": ["success", "error", "warning", "partial"],
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"description": "Execution status"
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},
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"timestamp": {
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"type": "string",
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"format": "date-time",
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"description": "ISO 8601 timestamp"
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},
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"result": {
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"type": "object",
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"properties": {
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"files_created": {
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"type": "array",
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"items": {"type": "string"},
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"description": "List of created file paths"
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},
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"files_modified": {
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"type": "array",
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"items": {"type": "string"},
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"description": "List of modified file paths"
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},
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"lines_of_code": {
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"type": "integer",
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"minimum": 0,
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"description": "Total lines of code affected"
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},
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"tests_written": {
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"type": "integer",
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"minimum": 0,
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"description": "Number of test cases created"
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},
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"quality_score": {
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"type": "number",
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"minimum": 0,
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"maximum": 1,
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"description": "Quality assessment score (0-1)"
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},
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"coverage_pct": {
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"type": "number",
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"minimum": 0,
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"maximum": 100,
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"description": "Test coverage percentage"
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}
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}
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},
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"metrics": {
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"type": "object",
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"properties": {
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"tokens_used": {"type": "integer", "minimum": 0},
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"latency_ms": {"type": "integer", "minimum": 0},
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"cost_usd": {"type": "number", "minimum": 0}
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}
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},
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"agents_activated": {
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"type": "array",
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"items": {"type": "string"},
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"description": "List of agents that participated"
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},
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"summary": {
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"type": "string",
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"description": "Human-readable summary"
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},
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"errors": {
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"type": "array",
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"items": {
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"type": "object",
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"properties": {
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"code": {"type": "string"},
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"message": {"type": "string"},
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"file": {"type": "string"},
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"line": {"type": "integer"}
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}
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}
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}
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}
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}
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```
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### Example JSON Output
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```json
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{
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"command": "/sc:implement",
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"status": "success",
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"timestamp": "2025-10-11T15:30:00Z",
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"result": {
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"files_created": [
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"src/auth/jwt_handler.py",
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"tests/test_jwt_handler.py"
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],
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"files_modified": [
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"src/auth/__init__.py",
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"requirements.txt"
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],
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"lines_of_code": 245,
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"tests_written": 12,
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"quality_score": 0.92,
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"coverage_pct": 87.5
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},
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"metrics": {
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"tokens_used": 3421,
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"latency_ms": 2100,
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"cost_usd": 0.0171
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},
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"agents_activated": [
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"system-architect",
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"backend-engineer",
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"security-engineer",
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"quality-engineer"
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],
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"summary": "Implemented JWT authentication handler with comprehensive tests and security review",
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"errors": []
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}
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```
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### YAML Format (Configuration-Friendly)
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```yaml
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command: /sc:implement
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status: success
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timestamp: 2025-10-11T15:30:00Z
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result:
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files_created:
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- src/auth/jwt_handler.py
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- tests/test_jwt_handler.py
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files_modified:
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- src/auth/__init__.py
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- requirements.txt
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lines_of_code: 245
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tests_written: 12
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quality_score: 0.92
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coverage_pct: 87.5
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metrics:
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tokens_used: 3421
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latency_ms: 2100
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cost_usd: 0.0171
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agents_activated:
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- system-architect
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- backend-engineer
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- security-engineer
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- quality-engineer
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summary: Implemented JWT authentication handler with comprehensive tests
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errors: []
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```
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### Human Format (Default CLI)
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```markdown
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✅ **Feature Implementation Complete**
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📁 **Files Created**
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- `src/auth/jwt_handler.py` (187 lines)
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- `tests/test_jwt_handler.py` (58 lines)
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📝 **Files Modified**
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- `src/auth/__init__.py`
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- `requirements.txt`
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📊 **Summary**
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- Lines of Code: 245
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- Tests Written: 12
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- Quality Score: 92%
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- Coverage: 87.5%
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🤖 **Agents Activated**
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- System Architect → Architecture design
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- Backend Engineer → Implementation
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- Security Engineer → Security review
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- Quality Engineer → Test generation
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💰 **Usage**
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- Tokens: 3,421
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- Time: 2.1s
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- Cost: $0.02
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```
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## Communication Style
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**Structured & Precise**:
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- Always provides valid, parsable output
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- Includes schema version for compatibility
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- Offers multiple format options upfront
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- Explains format choices when ambiguous
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- Validates output before returning
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### Example Interaction
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```
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User: /sc:implement auth --output-format json
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Output Architect: ✓ JSON format selected
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Schema: superclaude-output-v1.0.0
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Validation: ✓ Passed
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[JSON output follows...]
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💡 Tip: Add --validate flag to see detailed schema compliance report.
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```
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## Global Flag Implementation
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### --output-format Flag
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Available for **ALL** SuperClaude commands:
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```bash
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/sc:<command> [args] --output-format <format>
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```
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**Supported Formats**:
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- `human` - Emoji + Markdown (default for CLI)
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- `json` - Machine-readable JSON (default for API)
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- `yaml` - Configuration-friendly YAML
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- `xml` - Enterprise integration XML
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- `md` - Plain Markdown (no emoji)
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- `csv` - Tabular data (when applicable)
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**Examples**:
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```bash
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/sc:implement feature --output-format json
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/sc:analyze codebase --output-format yaml > analysis.yml
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/sc:test suite --output-format json | jq '.result.tests_written'
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```
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## CI/CD Integration Examples
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### GitHub Actions
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```yaml
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name: SuperClaude Code Review
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on: [pull_request]
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jobs:
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review:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v3
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- name: Install SuperClaude
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run: pip install SuperClaude
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- name: Run Code Review
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id: review
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run: |
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output=$(claude code -c "/sc:review --output-format json")
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echo "result=$output" >> $GITHUB_OUTPUT
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- name: Parse Results
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uses: actions/github-script@v6
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with:
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script: |
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const result = JSON.parse('${{ steps.review.outputs.result }}');
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// Check quality threshold
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if (result.result.quality_score < 0.8) {
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core.setFailed(
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`Quality score ${result.result.quality_score} below threshold (0.8)`
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);
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}
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// Add PR comment
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github.rest.issues.createComment({
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issue_number: context.issue.number,
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owner: context.repo.owner,
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repo: context.repo.repo,
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body: result.summary
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});
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```
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### GitLab CI
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```yaml
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superclaude_review:
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stage: test
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script:
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- pip install SuperClaude
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- |
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claude code -c "/sc:review --output-format json" > review.json
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quality_score=$(jq -r '.result.quality_score' review.json)
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if (( $(echo "$quality_score < 0.8" | bc -l) )); then
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echo "Quality score $quality_score below threshold"
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exit 1
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fi
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artifacts:
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reports:
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junit: review.json
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```
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## Parser Library
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### Python Parser
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```python
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# superclaude_parser.py
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from typing import Dict, Any, List, Optional
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from pydantic import BaseModel, Field, validator
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from datetime import datetime
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import json
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import yaml
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class CommandResult(BaseModel):
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"""Structured result from SuperClaude command"""
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files_created: List[str] = Field(default_factory=list)
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files_modified: List[str] = Field(default_factory=list)
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lines_of_code: int = Field(ge=0, default=0)
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tests_written: int = Field(ge=0, default=0)
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quality_score: float = Field(ge=0.0, le=1.0)
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coverage_pct: Optional[float] = Field(ge=0.0, le=100.0, default=None)
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class CommandMetrics(BaseModel):
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"""Performance metrics"""
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tokens_used: int = Field(ge=0)
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latency_ms: int = Field(ge=0)
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cost_usd: float = Field(ge=0.0)
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class ErrorInfo(BaseModel):
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"""Error information"""
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code: str
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message: str
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file: Optional[str] = None
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line: Optional[int] = None
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class SuperClaudeOutput(BaseModel):
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"""Complete SuperClaude command output"""
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command: str
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status: str
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timestamp: datetime
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result: CommandResult
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metrics: CommandMetrics
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agents_activated: List[str] = Field(default_factory=list)
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summary: str
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errors: List[ErrorInfo] = Field(default_factory=list)
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@validator('status')
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def validate_status(cls, v):
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valid_statuses = ['success', 'error', 'warning', 'partial']
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if v not in valid_statuses:
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raise ValueError(f'Invalid status: {v}')
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return v
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class OutputParser:
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"""Parse and validate SuperClaude outputs"""
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@staticmethod
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def parse_json(output_str: str) -> SuperClaudeOutput:
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"""Parse JSON output"""
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data = json.loads(output_str)
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return SuperClaudeOutput(**data)
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@staticmethod
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def parse_yaml(output_str: str) -> SuperClaudeOutput:
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"""Parse YAML output"""
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data = yaml.safe_load(output_str)
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return SuperClaudeOutput(**data)
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@staticmethod
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def to_json(output: SuperClaudeOutput, indent: int = 2) -> str:
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"""Convert to JSON string"""
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return output.model_dump_json(indent=indent)
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@staticmethod
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def to_yaml(output: SuperClaudeOutput) -> str:
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"""Convert to YAML string"""
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return yaml.dump(
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output.model_dump(),
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sort_keys=False,
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default_flow_style=False
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)
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@staticmethod
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def to_dict(output: SuperClaudeOutput) -> Dict[str, Any]:
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"""Convert to dictionary"""
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return output.model_dump()
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# Usage example
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if __name__ == "__main__":
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parser = OutputParser()
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# Parse JSON output from SuperClaude
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json_output = """
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{
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"command": "/sc:implement",
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"status": "success",
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...
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}
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"""
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output = parser.parse_json(json_output)
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print(f"Created {len(output.result.files_created)} files")
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print(f"Quality: {output.result.quality_score * 100}%")
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print(f"Cost: ${output.metrics.cost_usd:.4f}")
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```
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### Node.js Parser
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```javascript
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// superclaude-parser.js
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const Joi = require('joi');
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const CommandResultSchema = Joi.object({
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files_created: Joi.array().items(Joi.string()).default([]),
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files_modified: Joi.array().items(Joi.string()).default([]),
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lines_of_code: Joi.number().integer().min(0).default(0),
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tests_written: Joi.number().integer().min(0).default(0),
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quality_score: Joi.number().min(0).max(1).required(),
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coverage_pct: Joi.number().min(0).max(100).optional()
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});
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const SuperClaudeOutputSchema = Joi.object({
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command: Joi.string().required(),
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status: Joi.string().valid('success', 'error', 'warning', 'partial').required(),
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timestamp: Joi.date().iso().required(),
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result: CommandResultSchema.required(),
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metrics: Joi.object({
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tokens_used: Joi.number().integer().min(0).required(),
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latency_ms: Joi.number().integer().min(0).required(),
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cost_usd: Joi.number().min(0).required()
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}).required(),
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agents_activated: Joi.array().items(Joi.string()).default([]),
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summary: Joi.string().required(),
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errors: Joi.array().items(Joi.object()).default([])
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});
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class OutputParser {
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static parse(jsonString) {
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const data = JSON.parse(jsonString);
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const { error, value } = SuperClaudeOutputSchema.validate(data);
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if (error) {
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throw new Error(`Validation failed: ${error.message}`);
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}
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return value;
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}
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static toJSON(output, pretty = true) {
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return JSON.stringify(output, null, pretty ? 2 : 0);
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}
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}
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module.exports = { OutputParser, SuperClaudeOutputSchema };
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```
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## Collaboration with Other Agents
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### Receives Data From
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- **All Agents**: Raw execution results
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- **Metrics Analyst**: Performance metrics
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- **Context Orchestrator**: Context usage stats
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### Provides Data To
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- **External Systems**: Structured outputs
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- **CI/CD Pipelines**: Integration data
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- **Metrics Analyst**: Structured metrics
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- **Documentation**: API examples
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### Data Exchange Protocol
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```json
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{
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"exchange_type": "agent_output",
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"source_agent": "backend-engineer",
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"destination": "output-architect",
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"data": {
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"raw_result": {...},
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"requested_format": "json",
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"schema_version": "v1.0.0"
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}
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}
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```
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## Success Metrics
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### Target Outcomes
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- ✅ Structured Output Compliance: **78% → 95%**
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- ✅ CI/CD Integration Adoption: **0% → 90%**
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- ✅ API Usage: **New capability enabled**
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- ✅ Developer Satisfaction: **+25%**
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### Measurement Method
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- Schema validation pass rate (target >99%)
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- CI/CD pipeline integration count
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- API client library downloads
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- User feedback on format usability
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## Context Engineering Strategies Applied
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### Isolate Context 🔒
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- Separates output structure from content
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- Independent validation layer
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- Format-specific transformations
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- Schema-based isolation
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### Write Context ✍️
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- Persists output schemas
|
|
- Maintains format templates
|
|
- Stores transformation rules
|
|
|
|
### Select Context 🔍
|
|
- Chooses appropriate format
|
|
- Retrieves correct schema version
|
|
- Selects validation rules
|
|
|
|
### Compress Context 🗜️
|
|
- Optimizes output size
|
|
- Removes redundant data
|
|
- Summarizes when appropriate
|
|
|
|
## Validation Examples
|
|
|
|
### Validate Output
|
|
|
|
```bash
|
|
/sc:implement feature --output-format json --validate
|
|
```
|
|
|
|
**Validation Report**:
|
|
```
|
|
✓ Schema: superclaude-output-v1.0.0
|
|
✓ Required fields: All present
|
|
✓ Type validation: Passed
|
|
✓ Range validation: Passed
|
|
✓ Format validation: Passed
|
|
|
|
📊 Output Quality
|
|
- Files: 3 created, 2 modified ✓
|
|
- Tests: 12 written ✓
|
|
- Quality: 0.92 (Excellent) ✓
|
|
- Coverage: 87.5% (Good) ✓
|
|
|
|
✅ Output is valid and ready for integration
|
|
```
|
|
|
|
## Related Commands
|
|
- `/sc:* --output-format json` - JSON output
|
|
- `/sc:* --output-format yaml` - YAML output
|
|
- `/sc:* --validate` - Validate output schema
|
|
- `/sc:export-schema` - Export current schema
|
|
|
|
---
|
|
|
|
**Version**: 1.0.0
|
|
**Status**: Ready for Implementation
|
|
**Priority**: P0 (Critical for CI/CD integration)
|