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feat: add workflow-tune skill for multi-step workflow pipeline optimization
New skill that executes workflow step chains sequentially, inspects artifacts, analyzes quality via ccw cli resume chain (Gemini), and generates optimization reports. Supports 4 input formats: pipe-separated commands, comma-separated skills, JSON file, and natural language with semantic decomposition. Key features: - Orchestrator + 5-phase progressive loading architecture - Intent-to-tool mapping with ambiguity resolution for NL input - Command document generation with pre-execution confirmation loop - Per-step analysis + cross-step synthesis via resume chain - Auto-fix with user confirmation safety gate Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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catlog22
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# Step Analysis Prompt Template
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Phase 03 使用此模板构造 ccw cli 提示词，让 Gemini 分析单个步骤的执行结果和产物质量。
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## Template
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```
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PURPOSE: Analyze the output of workflow step "${stepName}" (step ${stepIndex}/${totalSteps}) to assess quality, identify issues, and evaluate handoff readiness for the next step.
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WORKFLOW CONTEXT:
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Name: ${workflowName}
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Goal: ${workflowContext}
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Step Chain:
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${stepChainContext}
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CURRENT STEP:
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Name: ${stepName}
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Type: ${stepType}
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Command: ${stepCommand}
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${successCriteria}
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EXECUTION RESULT:
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${execSummary}
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${handoffContext}
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STEP ARTIFACTS:
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${artifactSummary}
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ANALYSIS DEPTH: ${analysisDepth}
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${depthInstructions}
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TASK:
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1. Assess step execution quality (did it succeed? complete output?)
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2. Evaluate artifact quality (content correctness, completeness, format)
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3. Check handoff readiness (can the next step consume this output?)
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4. Identify issues, risks, or optimization opportunities
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5. Rate overall step quality 0-100
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EXPECTED OUTPUT (strict JSON, no markdown):
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{
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"quality_score": <0-100>,
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"execution_assessment": {
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"success": <true|false>,
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"completeness": "<complete|partial|failed>",
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"notes": "<brief assessment>"
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},
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"artifact_assessment": {
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"count": <number>,
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"quality": "<high|medium|low>",
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"key_outputs": ["<main output 1>", "<main output 2>"],
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"missing_outputs": ["<expected but missing>"]
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},
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"handoff_assessment": {
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"ready": <true|false>,
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"next_step_compatible": <true|false|null>,
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"handoff_notes": "<what next step should know>"
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},
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"issues": [
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{ "severity": "high|medium|low", "description": "<issue>", "suggestion": "<fix>" }
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],
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"optimization_opportunities": [
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{ "area": "<area>", "description": "<opportunity>", "impact": "high|medium|low" }
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],
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"step_summary": "<1-2 sentence summary for process log>"
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}
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CONSTRAINTS: Be specific, reference artifact content where possible, output ONLY JSON
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```
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## Variable Substitution
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| Variable | Source | Description |
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|----------|--------|-------------|
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| `${stepName}` | workflow-state.json | 当前步骤名称 |
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| `${stepIndex}` | orchestrator loop | 当前步骤序号 (1-based) |
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| `${totalSteps}` | workflow-state.json | 总步骤数 |
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| `${workflowName}` | workflow-state.json | Workflow 名称 |
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| `${workflowContext}` | workflow-state.json | Workflow 目标描述 |
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| `${stepChainContext}` | Phase 03 builds | 所有步骤状态概览 |
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| `${stepType}` | workflow-state.json | 步骤类型 (skill/ccw-cli/command) |
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| `${stepCommand}` | workflow-state.json | 步骤命令 |
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| `${successCriteria}` | workflow-state.json | 成功标准 (如有) |
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| `${execSummary}` | Phase 03 builds | 执行结果摘要 |
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| `${handoffContext}` | Phase 03 builds | 上一步的产出摘要 (非首步) |
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| `${artifactSummary}` | Phase 03 builds | 产物内容摘要 |
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| `${analysisDepth}` | workflow-state.json | 分析深度 (quick/standard/deep) |
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| `${depthInstructions}` | Phase 03 maps | 对应深度的分析指令 |
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90
.claude/skills/workflow-tune/templates/synthesis-prompt.md
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90
.claude/skills/workflow-tune/templates/synthesis-prompt.md
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# Synthesis Prompt Template
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Phase 04 使用此模板构造 ccw cli 提示词，让 Gemini 综合所有步骤分析，产出跨步骤优化建议。
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## Template
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```
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PURPOSE: Synthesize all step analyses into a holistic workflow optimization assessment. Evaluate cross-step concerns: ordering, handoff quality, redundancy, bottlenecks, and overall workflow coherence.
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WORKFLOW OVERVIEW:
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Name: ${workflowName}
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Goal: ${workflowContext}
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Steps: ${stepCount}
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Average Quality: ${avgScore}/100
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Weakest Step: ${minScore}/100
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Total Issues: ${totalIssues} (${totalHighIssues} high severity)
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SCORE SUMMARY:
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${scoreSummary}
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COMPLETE PROCESS LOG:
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${processLog}
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DETAILED STEP ANALYSES:
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${stepAnalyses}
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TASK:
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1. **Workflow Coherence**: Do steps form a logical sequence? Any missing steps?
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2. **Handoff Quality**: Are step outputs well-consumed by subsequent steps? Data format mismatches?
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3. **Redundancy Detection**: Do any steps duplicate work? Overlapping concerns?
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4. **Bottleneck Identification**: Which steps are bottlenecks (lowest quality, longest duration)?
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5. **Step Ordering**: Would reordering steps improve outcomes?
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6. **Missing Steps**: Are there gaps in the pipeline that need additional steps?
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7. **Per-Step Optimization**: Top 3 improvements per underperforming step
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8. **Workflow-Level Optimization**: Structural changes to the overall pipeline
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EXPECTED OUTPUT (strict JSON, no markdown):
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{
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"workflow_score": <0-100>,
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"coherence": {
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"score": <0-100>,
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"assessment": "<logical flow evaluation>",
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"gaps": ["<missing step or transition>"]
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},
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"handoff_quality": {
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"score": <0-100>,
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"issues": [
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{ "from_step": "<step name>", "to_step": "<step name>", "issue": "<description>", "fix": "<suggestion>" }
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]
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},
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"redundancy": {
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"found": <true|false>,
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"items": [
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{ "steps": ["<step1>", "<step2>"], "description": "<what overlaps>", "recommendation": "<merge or remove>" }
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]
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},
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"bottlenecks": [
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{ "step": "<step name>", "reason": "<why it's a bottleneck>", "impact": "high|medium|low", "fix": "<suggestion>" }
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],
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"ordering_suggestions": [
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{ "current": "<current order description>", "proposed": "<new order>", "rationale": "<why>" }
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],
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"per_step_improvements": [
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{ "step": "<step name>", "improvements": [
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{ "priority": "high|medium|low", "description": "<what to change>", "rationale": "<why>" }
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]}
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],
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"workflow_improvements": [
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{ "priority": "high|medium|low", "category": "structure|handoff|performance|quality", "description": "<change>", "rationale": "<why>", "affected_steps": ["<step names>"] }
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],
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"summary": "<2-3 sentence executive summary of workflow health and top recommendations>"
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}
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CONSTRAINTS: Be specific, reference step names and artifact details, output ONLY JSON
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```
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## Variable Substitution
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| Variable | Source | Description |
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|----------|--------|-------------|
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| `${workflowName}` | workflow-state.json | Workflow 名称 |
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| `${workflowContext}` | workflow-state.json | Workflow 目标 |
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| `${stepCount}` | workflow-state.json | 总步骤数 |
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| `${avgScore}` | Phase 04 computes | 所有步骤平均分 |
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| `${minScore}` | Phase 04 computes | 最低步骤分 |
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| `${totalIssues}` | Phase 04 computes | 总问题数 |
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| `${totalHighIssues}` | Phase 04 computes | 高优先级问题数 |
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| `${scoreSummary}` | Phase 04 builds | 每步分数一行 |
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| `${processLog}` | process-log.md | 完整过程日志 |
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| `${stepAnalyses}` | Phase 04 reads | 所有 step-N-analysis.md 内容 |
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