SuperAPI AI Directory

workflow-skill-designer

Design & creation

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Updated 10-15 17:32

About this skill

Workflow Skill Designer

Meta-skill for creating structured workflow skills following the orchestrator + phases pattern. Generates complete skill packages with SKILL.md as coordinator and phases/ folder for execution details.

Architecture Overview

┌─────────────────────────────────────────────────────────────────┐
│  Workflow Skill Designer                                         │
│  → Analyze requirements → Design orchestrator → Generate phases  │
└───────────────┬─────────────────────────────────────────────────┘
                │
    ┌───────────┼───────────┬───────────┐
    ↓           ↓           ↓           ↓
┌─────────┐ ┌─────────┐ ┌─────────┐ ┌─────────┐
│ Phase 1 │ │ Phase 2 │ │ Phase 3 │ │ Phase 4 │
│ Require │ │  Orch   │ │ Phases  │ │ Valid   │
│ Analysis│ │ Design  │ │ Design  │ │ & Integ │
└─────────┘ └─────────┘ └─────────┘ └─────────┘
     ↓           ↓           ↓           ↓
  workflow    SKILL.md    phases/     Complete
  config     generated   0N-*.md     skill pkg

Target Output Structure

The skill this meta-skill produces follows this structure:

.claude/skills/{skill-name}/
├── SKILL.md                    # Orchestrator: coordination, data flow, TodoWrite
├── phases/
│   ├── 01-{phase-name}.md      # Phase execution detail (full content)
│   ├── 02-{phase-name}.md
│   ├── ...
│   └── 0N-{phase-name}.md
├── specs/                      # [Optional] Domain specifications
└── templates/                  # [Optional] Reusable templates

Core Design Patterns

Patterns extracted from successful workflow skill implementations (workflow-plan, project-analyze, etc.):

Pattern 1: Orchestrator + Progressive Loading

SKILL.md = Pure coordinator. Contains:

  • Architecture diagram (ASCII)
  • Execution flow with Ref: phases/0N-xxx.md markers
  • Phase Reference Documents table (read on-demand)
  • Data flow between phases
  • Core rules and error handling

Phase files = Full execution detail. Contains:

  • Complete agent prompts, bash commands, code implementations
  • Validation checklists, error handling
  • Input/Output specification
  • Next Phase link

Key Rule: SKILL.md references phase docs via Ref: markers. Phase docs are read only when that phase executes, not all at once.

Pattern 2: TodoWrite Attachment/Collapse

Phase starts:
  → Sub-tasks ATTACHED to TodoWrite (in_progress + pending)
  → Orchestrator executes sub-tasks sequentially

Phase ends:
  → Sub-tasks COLLAPSED back to high-level summary (completed)
  → Next phase begins

Pattern 3: Inter-Phase Data Flow

Phase N output → stored in memory/variable → Phase N+1 input
                  └─ or written to session file for persistence

Each phase receives outputs from prior phases via:

  • In-memory variables (sessionId, contextPath, etc.)
  • Session directory files (.workflow/active/{sessionId}/...)
  • Planning notes (accumulated constraints document)

Pattern 4: Conditional Phase Execution

Phase N output contains condition flag
  ├─ condition met → Execute Phase N+1
  └─ condition not met → Skip to Phase N+2

Pattern 5: Input Structuring

User input (free text) → Structured format before Phase 1:

GOAL: [objective]
SCOPE: [boundaries]
CONTEXT: [background/constraints]

Pattern 6: Interactive Preference Collection (SKILL.md Responsibility)

Workflow preferences (auto mode, force explore, etc.) MUST be collected via AskUserQuestion in SKILL.md before dispatching to phases. Phases reference these as workflowPreferences.{key} context variables.

Anti-Pattern: Command-line flags (--yes, -e, --explore) parsed within phase files via $ARGUMENTS.includes(...).

// CORRECT: In SKILL.md (before phase dispatch)
const prefResponse = AskUserQuestion({
  questions: [
    { question: "是否跳过确认?", header: "Auto Mode", options: [
      { label: "Interactive (Recommended)", description: "交互模式" },
      { label: "Auto", description: "跳过所有确认" }
    ]}
  ]
})
workflowPreferences = { autoYes: prefResponse.autoMode === 'Auto' }

// CORRECT: In phase files (reference only)
const autoYes = workflowPreferences.autoYes

// WRONG: In phase files (flag parsing)
const autoYes = $ARGUMENTS.includes('--yes') || $ARGUMENTS.includes('-y')

Pattern 7: Direct Phase Handoff

When one phase needs to invoke another phase within the same skill, read and execute the phase document directly. Do NOT use Skill() routing back through SKILL.md.

// CORRECT: Direct handoff (executionContext already set)
Read("phases/02-lite-execute.md")
// Execute with executionContext (Mode 1)

// WRONG: Skill routing (unnecessary round-trip)
Skill(skill="workflow-lite-plan", args="--in-memory")

Pattern 8: Phase File Hygiene

Phase files are internal execution documents. They MUST NOT contain:

Prohibited Reason Correct Location
Flag parsing ($ARGUMENTS.includes(...)) Preferences collected in SKILL.md SKILL.md via AskUserQuestion
Invocation syntax (/skill-name "...") Not user-facing docs Removed or SKILL.md only
Conversion provenance (Source: Converted from...) Implementation detail Removed
Skill routing for inter-phase (Skill(skill="...")) Use direct phase read Direct Read("phases/...")

Pattern 9: Compact Recovery (Phase Persistence)

Multi-phase workflows span long conversations. Context compression (compact) will naturally summarize earlier phase documents. The strategy uses Double Insurance: TodoWrite tracks the active phase to protect it from being compressed, while the sentinel serves as a fallback to trigger recovery when compression occurs.

Design principle: TodoWrite in_progress = active phase → protect from compact | Sentinel = re-read fallback if protection fails.

Double insurance mechanism:

Layer Role Mechanism
1. Active Phase Protection Prevention TodoWrite in_progress Mark the current phase → preserve the full content of that phase during compact, without compression
2. Sentinel Re-read Recovery Phase file embeds an identifier → if it is still compressed, immediately re-read upon detecting a sentinel-only state

When to apply: Any scenario executed across phases via direct handoff (Pattern 7), especially when the subsequent phase contains complex execution protocols (multiple Steps, agent scheduling, CLI orchestration).


Layer 1: Active Phase Protection (TodoWrite integration)

TodoWrite already tracks the execution status of each phase. Use this information to drive the compact strategy:

TodoWrite status → Compact behavior:
  ┌─ completed  → ✅ 可压缩(已完成,不再需要完整内容)
  ├─ in_progress → 🛡️ 禁止压缩(正在执行,必须保留完整协议)
  └─ pending    → ✅ 可压缩(尚未加载,无内容)

SKILL.md Execution Flow annotate compact integration in:

## Execution Flow

> **⚠️ COMPACT DIRECTIVE**: Context compression MUST check TodoWrite phase status.
> The phase currently marked `in_progress` is the active execution phase — preserve its FULL content.
> Only compress phases marked `completed` or `pending`.

Phase 1: Requirements Analysis    ← TodoWrite tracks status
   └─ Ref: phases/01-xxx.md
Phase 2: Execution Engine         ← TodoWrite tracks status
   └─ Ref: phases/02-xxx.md
...

TodoWrite state transitions automatically update the compact protection scope when:

Phase 1: in_progress 🛡️  →  completed ✅   (compact 可压缩 Phase 1)
Phase 2: pending ✅       →  in_progress 🛡️ (compact 保护 Phase 2)

Layer 2: Sentinel Re-read (fallback recovery)

Even with Layer 1 protection, compact may still compress the active phase in extreme scenarios (very long context, multiple rounds of agent scheduling). The sentinel ensures recovery capability:

Embed a sentinel at the top of the Phase file:

> **📌 COMPACT SENTINEL [Phase N: {phase-name}]**
> This phase contains {M} execution steps (Step N.1 — N.{M}).
> If you can read this sentinel but cannot find the full Step protocol below, context has been compressed.
> Recovery: `Read("phases/0N-xxx.md")`

Sentinel design characteristics:

  • Structured and prominent → compact will retain it in the summary as key information
  • Includes the number of steps → provides a basis for self-checking ("M Steps should be visible, but there is only a summary")
  • Includes the re-read path → recovery is possible without looking up a table

Phase Reference Table (integrating double insurance)

| Phase | Document | Purpose | Compact |
|-------|----------|---------|---------|
| 1 | phases/01-xxx.md | Planning | TodoWrite 驱动 |
| 2 | phases/02-xxx.md | Execution | TodoWrite 驱动 + 🔄 sentinel |

**Compact Rules**:
1. **TodoWrite `in_progress`** → 保留完整内容,禁止压缩
2. **TodoWrite `completed`** → 可压缩为摘要
3. **🔄 sentinel fallback** → 带此标记的 phase 包含 compact sentinel;若 compact 后仅存 sentinel 而无完整 Step 协议,**必须立即 `Read("phases/0N-xxx.md")` 恢复后再继续**

Checkpoint (double verification before executing steps)

> **⚠️ CHECKPOINT**: Before proceeding, verify:
> 1. This phase is TodoWrite `in_progress` (active phase protection)
> 2. Full protocol (Step N.X — N.{M}) is in active memory, not just sentinel
> If only sentinel remains → `Read("phases/0N-xxx.md")` now.

Handoff comment

// Phase N is tracked by TodoWrite — active phase protection applies.
// Sentinel fallback: if compressed despite protection, re-read triggers automatically.
Read("phases/0N-xxx.md")

Execution Flow

Phase 1: Requirements Analysis
   └─ Ref: phases/01-requirements-analysis.md
      ├─ Input source: commands, descriptions, user interaction
      └─ Output: workflowConfig (phases, data flow, agents, conditions)

Phase 2: Orchestrator Design (SKILL.md)
   └─ Ref: phases/02-orchestrator-design.md
      ├─ Input: workflowConfig
      └─ Output: .claude/skills/{name}/SKILL.md

Phase 3: Phase Files Design
   └─ Ref: phases/03-phase-design.md
      ├─ Input: workflowConfig + source content
      └─ Output: .claude/skills/{name}/phases/0N-*.md

Phase 4: Validation & Integration
   └─ Ref: phases/04-validation.md
      └─ Output: Validated skill package

Phase Reference Documents (read on-demand):

Phase Document Purpose
1 phases/01-requirements-analysis.md Analyze workflow requirements from various sources
2 phases/02-orchestrator-design.md Generate SKILL.md with orchestration patterns
3 phases/03-phase-design.md Generate phase files preserving full execution detail
4 phases/04-validation.md Validate structure, references, and integration

Input Sources

This meta-skill accepts workflow definitions from multiple sources:

Source Description Example
Existing commands Convert .claude/commands/ orchestrator + sub-commands plan.md + session/start.md + tools/*.md
Text description User describes workflow in natural language "Create a 3-phase code review workflow"
Requirements doc Structured requirements file requirements.md with phases/agents/outputs
Existing skill Refactor/redesign an existing skill Restructure a flat skill into phases

Frontmatter Conversion Rules

When converting from command format to skill format:

Command Field Skill Field Transformation
name name Prefix with group: plan → workflow-plan
description description Append trigger phrase: Triggers on "xxx"
argument-hint (removed) Arguments handled in Input Processing section
examples (removed) Examples moved to inline documentation
allowed-tools allowed-tools Expand wildcards: Skill(*) → Skill, add commonly needed tools
group (removed) Embedded in name prefix

Orchestrator Content Mapping

What goes into SKILL.md vs what goes into phase files:

SKILL.md (Coordinator)

Section Content Source
Frontmatter name, description, allowed-tools Command frontmatter (converted)
Architecture Overview ASCII diagram of phase flow Derived from execution structure
Key Design Principles Coordination rules Extracted from command coordinator role
Execution Flow Phase sequence with Ref: markers + Phase Reference table Command execution process
Core Rules Orchestration constraints Command core rules
Input Processing Structured format conversion Command input processing
Data Flow Inter-phase data passing Command data flow
TodoWrite Pattern Attachment/collapse lifecycle Command TodoWrite sections
Post-Phase Updates Planning notes / state updates between phases Command inter-phase update code
Error Handling Failure recovery Command error handling
Coordinator Checklist Pre/post phase actions Command coordinator checklist
Related Commands Prerequisites and follow-ups Command related commands

Phase Files (Execution Detail)

Content Rule
Full agent prompts Preserve verbatim from source command
Bash command blocks Preserve verbatim
Code implementations Preserve verbatim
Validation checklists Preserve verbatim
Error handling details Preserve verbatim
Input/Output spec Add if not present in source
Phase header Add # Phase N: {Name}
Objective section Add ## Objective with bullet points
Next Phase link Add ## Next Phase with link to next

Critical Rule: Phase files must be content-faithful to their source. Do NOT summarize, abbreviate, or simplify. The phase file IS the execution instruction - every bash command, every agent prompt, every validation step must be preserved.

SKILL.md Template

---
name: {skill-name}
description: {description}. Triggers on "{trigger1}", "{trigger2}".
allowed-tools: {tools}
---

# {Title}

{One-paragraph description of what this skill does and what it produces.}

## Architecture Overview

{ASCII diagram showing phases and data flow}

## Key Design Principles

1. **{Principle}**: {Description}
...

## Interactive Preference Collection

Collect workflow preferences via AskUserQuestion before dispatching to phases:
{AskUserQuestion code with preference derivation → workflowPreferences}

## Auto Mode Defaults

When `workflowPreferences.autoYes === true`: {auto-mode behavior}.

## Execution Flow

{Phase sequence with Ref: markers}

**Phase Reference Documents** (read on-demand when phase executes):

| Phase | Document | Purpose | Compact |
|-------|----------|---------|---------|
| 1 | [phases/01-xxx.md](phases/01-xxx.md) | ... | TodoWrite 驱动 |
| N | [phases/0N-xxx.md](phases/0N-xxx.md) | ... | TodoWrite 驱动 + 🔄 sentinel |
...

**Compact Rules**:
1. **TodoWrite `in_progress`** → 保留完整内容,禁止压缩
2. **TodoWrite `completed`** → 可压缩为摘要
3. **🔄 sentinel fallback** → 带此标记的 phase 包含 compact sentinel;若 compact 后仅存 sentinel 而无完整 Step 协议,必须立即 `Read()` 恢复

## Core Rules

1. {Rule}
...

## Input Processing

{How user input is converted to structured format}

## Data Flow

{Inter-phase data passing diagram}

## TodoWrite Pattern

{Attachment/collapse lifecycle description with examples}

## Post-Phase Updates

{State updates between phases}

## Error Handling

{Failure recovery rules}

## Coordinator Checklist

{Pre/post phase action list}

## Related Commands

{Prerequisites and follow-ups}

Phase File Template

# Phase N: {Phase Name}

> **📌 COMPACT SENTINEL [Phase N: {phase-name}]**
> This phase contains {M} execution steps (Step N.1 — N.{M}).
> If you can read this sentinel but cannot find the full Step protocol below, context has been compressed.
> Recovery: `Read("phases/0N-xxx.md")`
> _(Include for phases marked 🔄 in SKILL.md Phase Reference table — see Pattern 9)_

{One-sentence description of this phase's goal.}

## Objective

- {Goal 1}
- {Goal 2}

## Execution

### Step N.1: {Step Name}

{Full execution detail: commands, agent prompts, code}

### Step N.2: {Step Name}

> **⚠️ CHECKPOINT**: Before proceeding, verify:
> 1. This phase is TodoWrite `in_progress` (active phase protection)
> 2. Full protocol (Step N.X — N.{M}) is in active memory, not just sentinel
> If only sentinel remains → `Read("phases/0N-xxx.md")` now.
> _(Add checkpoints before critical execution steps: agent dispatch, CLI launch, review — see Pattern 9)_

{Full execution detail}

## Output

- **Variable**: `{variableName}` (e.g., `sessionId`)
- **File**: `{output file path}`
- **TodoWrite**: Mark Phase N completed, Phase N+1 in_progress

## Next Phase

Return to orchestrator, then auto-continue to [Phase N+1: xxx](0N+1-xxx.md).

Design Decision Framework

When designing a new workflow skill, answer these questions:

Question Impact Example
How many phases? Directory structure 3-7 phases typical
Which phases are conditional? Orchestrator logic "Phase 3 only if conflict_risk >= medium"
What data flows between phases? Data Flow section sessionId, contextPath, configFlags
Which phases use agents? Phase file complexity Agent prompts need verbatim preservation
What's the TodoWrite granularity? TodoWrite Pattern Some phases have sub-tasks, others are atomic
Is there a planning notes pattern? Post-Phase Updates Accumulated state document across phases
What's the error recovery? Error Handling Retry once then report, vs rollback
Does it need preference collection? Interactive Preference Collection Collect via AskUserQuestion in SKILL.md, pass as workflowPreferences
Does phase N hand off to phase M? Direct Phase Handoff (Pattern 7) Read phase doc directly, not Skill() routing
Will later phases run after long context? Compact Recovery (Pattern 9) Add sentinel + checkpoints, mark 🔄 in Phase Reference table