- Convert all markdown files from Chinese to English - Remove all emoji/icon decorations (🔧📋⚙️✅🏁🔍📚⛔⭐) - Update all section headers, descriptions, and documentation - Keep all content logic, structure, code examples unchanged - Maintain template variables and file paths as-is Files converted (9 files total): - SKILL.md: Output structure comments - templates/skill-md.md: All Chinese descriptions and comments - specs/reference-docs-spec.md: All section headers and explanations - phases/01-requirements-discovery.md through 05-validation.md (5 files) - specs/execution-modes.md, skill-requirements.md, cli-integration.md, scripting-integration.md (4 files) - templates/sequential-phase.md, autonomous-orchestrator.md, autonomous-action.md, code-analysis-action.md, llm-action.md, script-template.md (6 files) All 16 files in skill-generator are now fully in English.
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name, description, allowed-tools
| name | description | allowed-tools |
|---|---|---|
| skill-generator | Meta-skill for creating new Claude Code skills with configurable execution modes. Supports sequential (fixed order) and autonomous (stateless) phase patterns. Use for skill scaffolding, skill creation, or building new workflows. Triggers on "create skill", "new skill", "skill generator". | Task, AskUserQuestion, Read, Bash, Glob, Grep, Write |
Skill Generator
Meta-skill for creating new Claude Code skills with configurable execution modes.
Architecture Overview
┌─────────────────────────────────────────────────────────────────┐
│ Skill Generator │
│ │
│ Input: User Request (skill name, purpose, mode) │
│ ↓ │
│ ┌─────────────────────────────────────────────────────────┐ │
│ │ Phase 0-5: Sequential Pipeline │ │
│ │ ┌────┐ ┌────┐ ┌────┐ ┌────┐ ┌────┐ ┌────┐ │ │
│ │ │ P0 │→│ P1 │→│ P2 │→│ P3 │→│ P4 │→│ P5 │ │ │
│ │ │Spec│ │Req │ │Dir │ │Gen │ │Spec│ │Val │ │ │
│ │ └────┘ └────┘ └────┘ └─┬──┘ └────┘ └────┘ │ │
│ │ │ │ │
│ │ ┌────┴────┐ │ │
│ │ ↓ ↓ │ │
│ │ Sequential Autonomous │ │
│ │ (phases/) (actions/) │ │
│ └─────────────────────────────────────────────────────────┘ │
│ ↓ │
│ Output: .claude/skills/{skill-name}/ (complete package) │
│ │
└─────────────────────────────────────────────────────────────────┘
Execution Modes
Mode 1: Sequential (Fixed Order)
Traditional linear execution model, phases execute in numeric prefix order.
Phase 01 -> Phase 02 -> Phase 03 -> ... -> Phase N
Use Cases:
- Pipeline tasks (collect -> analyze -> generate)
- Strong dependencies between phases
- Fixed output structure
Examples: software-manual, copyright-docs
Mode 2: Autonomous (Stateless Auto-Select)
Intelligent routing model, dynamically selects execution path based on context.
---------------------------------------------------
Orchestrator Agent
(Read state -> Select Phase -> Execute -> Update)
---------------------------------------------------
|
---------+----------+----------
| | |
Phase A Phase B Phase C
(standalone) (standalone) (standalone)
Use Cases:
- Interactive tasks (chat, Q&A)
- No strong dependencies between phases
- Dynamic user intent response required
Examples: issue-manage, workflow-debug
Key Design Principles
- Mode Awareness: Automatically recommend execution mode based on task characteristics
- Skeleton Generation: Generate complete directory structure and file skeletons
- Standards Compliance: Strictly follow
_shared/SKILL-DESIGN-SPEC.md - Extensibility: Generated Skills are easy to extend and modify
Required Prerequisites
IMPORTANT: Before any generation operation, read the following specification documents. Generating without understanding these standards will result in non-conforming output.
Core Specifications (Mandatory Read)
| Document | Purpose | Priority |
|---|---|---|
| ../_shared/SKILL-DESIGN-SPEC.md | Universal design spec - defines structure, naming, quality standards for all Skills | P0 - Critical |
| specs/reference-docs-spec.md | Reference document generation spec - ensures generated Skills have proper phase-based Reference Documents with usage timing guidance | P0 - Critical |
Template Files (Read Before Generation)
| Document | Purpose |
|---|---|
| templates/skill-md.md | SKILL.md entry file template |
| templates/sequential-phase.md | Sequential Phase template |
| templates/autonomous-orchestrator.md | Autonomous Orchestrator template |
| templates/autonomous-action.md | Autonomous Action template |
| templates/code-analysis-action.md | Code Analysis Action template |
| templates/llm-action.md | LLM Action template |
| templates/script-template.md | Unified Script Template (Bash + Python) |
Specification Documents (Read as Needed)
| Document | Purpose |
|---|---|
| specs/execution-modes.md | Execution Modes Specification |
| specs/skill-requirements.md | Skill Requirements Specification |
| specs/cli-integration.md | CLI Integration Specification |
| specs/scripting-integration.md | Script Integration Specification |
Phase Execution Guides (Reference During Execution)
| Document | Purpose |
|---|---|
| phases/01-requirements-discovery.md | Collect Skill Requirements |
| phases/02-structure-generation.md | Generate Directory Structure |
| phases/03-phase-generation.md | Generate Phase Files |
| phases/04-specs-templates.md | Generate Specs and Templates |
| phases/05-validation.md | Validation and Documentation |
Execution Flow
Input Parsing:
└─ Convert user request to structured format (skill-name/purpose/mode)
Phase 0: Specification Study (MANDATORY - Must complete before proceeding)
- Read specification documents
- Load: ../_shared/SKILL-DESIGN-SPEC.md
- Load: All templates/*.md files
- Understand: Structure rules, naming conventions, quality standards
- Output: Internalized requirements (in-memory, no file output)
- Validation: MUST complete before Phase 1
Phase 1: Requirements Discovery
- Gather skill requirements via user interaction
- Tool: AskUserQuestion
- Collect: Skill name, purpose, execution mode
- Collect: Phase/Action definition
- Collect: Tool dependencies, output format
- Process: Generate configuration object
- Output: skill-config.json
- Contains: skill_name, execution_mode, phases/actions, allowed_tools
Phase 2: Structure Generation
- Create directory structure and entry file
- Input: skill-config.json (from Phase 1)
- Tool: Bash
- Execute: mkdir -p .claude/skills/{skill-name}/{phases,specs,templates,scripts}
- Tool: Write
- Generate: SKILL.md (entry point with architecture diagram)
- Output: Complete directory structure
Phase 3: Phase/Action Generation
- Decision (execution_mode check):
- IF execution_mode === "sequential": Generate Sequential Phases
- Read template: templates/sequential-phase.md
- Loop: For each phase in config.sequential_config.phases
- Generate: phases/{phase-id}.md
- Link: Previous phase output -> Current phase input
- Write: phases/_orchestrator.md
- Write: workflow.json
- Output: phases/01-{name}.md, phases/02-{name}.md, ...
- ELSE IF execution_mode === "autonomous": Generate Orchestrator + Actions
- Read template: templates/autonomous-orchestrator.md
- Write: phases/state-schema.md
- Write: phases/orchestrator.md
- Write: specs/action-catalog.md
- Loop: For each action in config.autonomous_config.actions
- Read template: templates/autonomous-action.md
- Generate: phases/actions/{action-id}.md
- Output: phases/orchestrator.md, phases/actions/*.md
Phase 4: Specs & Templates
- Generate domain specifications and templates
- Input: skill-config.json (domain context)
- Reference: [specs/reference-docs-spec.md](specs/reference-docs-spec.md) for document organization
- Tool: Write
- Generate: specs/{domain}-requirements.md
- Generate: specs/quality-standards.md
- Generate: templates/agent-base.md (if needed)
- Output: Domain-specific documentation
Phase 5: Validation & Documentation
- Verify completeness and generate usage guide
- Input: All generated files from previous phases
- Tool: Glob + Read
- Check: Required files exist and contain proper structure
- Tool: Write
- Generate: README.md (usage instructions)
- Generate: validation-report.json (completeness check)
- Output: Final documentation
Execution Protocol:
// Phase 0: Read specifications (in-memory)
Read('.claude/skills/_shared/SKILL-DESIGN-SPEC.md');
Read('.claude/skills/skill-generator/templates/*.md'); // All templates
// Phase 1: Gather requirements
const answers = AskUserQuestion({
questions: [
{ question: "Skill name?", header: "Name", options: [...] },
{ question: "Execution mode?", header: "Mode", options: ["Sequential", "Autonomous"] }
]
});
const config = generateConfig(answers);
const workDir = `.workflow/.scratchpad/skill-gen-${timestamp}`;
Write(`${workDir}/skill-config.json`, JSON.stringify(config));
// Phase 2: Create structure
const skillDir = `.claude/skills/${config.skill_name}`;
Bash(`mkdir -p "${skillDir}/phases" "${skillDir}/specs" "${skillDir}/templates"`);
Write(`${skillDir}/SKILL.md`, generateSkillEntry(config));
// Phase 3: Generate phases (mode-dependent)
if (config.execution_mode === 'sequential') {
Write(`${skillDir}/phases/_orchestrator.md`, generateOrchestrator(config));
Write(`${skillDir}/workflow.json`, generateWorkflowDef(config));
config.sequential_config.phases.forEach(phase => {
Write(`${skillDir}/phases/${phase.id}.md`, generatePhase(phase, config));
});
} else {
Write(`${skillDir}/phases/orchestrator.md`, generateAutonomousOrchestrator(config));
Write(`${skillDir}/phases/state-schema.md`, generateStateSchema(config));
config.autonomous_config.actions.forEach(action => {
Write(`${skillDir}/phases/actions/${action.id}.md`, generateAction(action, config));
});
}
// Phase 4: Generate specs
Write(`${skillDir}/specs/${config.skill_name}-requirements.md`, generateRequirements(config));
Write(`${skillDir}/specs/quality-standards.md`, generateQualityStandards(config));
// Phase 5: Validate & Document
const validation = validateStructure(skillDir);
Write(`${skillDir}/validation-report.json`, JSON.stringify(validation));
Write(`${skillDir}/README.md`, generateReadme(config, validation));
Reference Documents by Phase
IMPORTANT: This section demonstrates how skill-generator organizes its own reference documentation. This is the pattern that all generated Skills should emulate. See specs/reference-docs-spec.md for details.
Phase 0: Specification Study (Mandatory Prerequisites)
Specification documents that must be read before any generation operation
| Document | Purpose | When to Use |
|---|---|---|
| ../_shared/SKILL-DESIGN-SPEC.md | Universal Skill design specification | Understand Skill structure and naming conventions - REQUIRED |
| specs/reference-docs-spec.md | Reference document generation specification | Ensure Reference Documents have proper phase-based organization - REQUIRED |
Phase 1: Requirements Discovery
Collect Skill requirements and configuration
| Document | Purpose | When to Use |
|---|---|---|
| phases/01-requirements-discovery.md | Phase 1 execution guide | Understand how to collect user requirements and generate configuration |
| specs/skill-requirements.md | Skill requirements specification | Understand what information a Skill should contain |
Phase 2: Structure Generation
Generate directory structure and entry file
| Document | Purpose | When to Use |
|---|---|---|
| phases/02-structure-generation.md | Phase 2 execution guide | Understand how to generate directory structure |
| templates/skill-md.md | SKILL.md template | Learn how to generate the entry file |
Phase 3: Phase/Action Generation
Generate specific phase or action files based on execution mode
| Document | Purpose | When to Use |
|---|---|---|
| phases/03-phase-generation.md | Phase 3 execution guide | Understand Sequential vs Autonomous generation logic |
| templates/sequential-phase.md | Sequential Phase template | Generate phase files for Sequential mode |
| templates/autonomous-orchestrator.md | Orchestrator template | Generate orchestrator for Autonomous mode |
| templates/autonomous-action.md | Action template | Generate action files for Autonomous mode |
Phase 4: Specs & Templates
Generate domain-specific specifications and templates
| Document | Purpose | When to Use |
|---|---|---|
| phases/04-specs-templates.md | Phase 4 execution guide | Understand how to generate domain-specific documentation |
| specs/reference-docs-spec.md | Reference document specification | IMPORTANT: Follow this spec when generating Specs |
Phase 5: Validation & Documentation
Verify results and generate final documentation
| Document | Purpose | When to Use |
|---|---|---|
| phases/05-validation.md | Phase 5 execution guide | Understand how to verify generated Skill completeness |
Debugging & Troubleshooting
Reference documents when encountering issues
| Issue | Solution Document |
|---|---|
| Generated Skill missing Reference Documents | specs/reference-docs-spec.md - verify phase-based organization is followed |
| Reference document organization unclear | specs/reference-docs-spec.md - Core Principles section |
| Generated documentation does not meet quality standards | ../_shared/SKILL-DESIGN-SPEC.md |
Reference & Background
Documents for deep learning and design decisions
| Document | Purpose | Notes |
|---|---|---|
| specs/execution-modes.md | Detailed execution modes specification | Comparison and use cases for Sequential vs Autonomous |
| specs/cli-integration.md | CLI integration specification | How generated Skills integrate with CLI |
| specs/scripting-integration.md | Script integration specification | How to use scripts in Phases |
| templates/script-template.md | Script template | Unified Bash + Python template |
Output Structure
Sequential Mode
.claude/skills/{skill-name}/
├── SKILL.md # Entry file
├── phases/
│ ├── _orchestrator.md # Declarative orchestrator
│ ├── workflow.json # Workflow definition
│ ├── 01-{step-one}.md # Phase 1
│ ├── 02-{step-two}.md # Phase 2
│ └── 03-{step-three}.md # Phase 3
├── specs/
│ ├── {skill-name}-requirements.md
│ └── quality-standards.md
├── templates/
│ └── agent-base.md
├── scripts/
└── README.md
Autonomous Mode
.claude/skills/{skill-name}/
├── SKILL.md # Entry file
├── phases/
│ ├── orchestrator.md # Orchestrator (state-driven)
│ ├── state-schema.md # State schema definition
│ └── actions/
│ ├── action-init.md
│ ├── action-create.md
│ └── action-list.md
├── specs/
│ ├── {skill-name}-requirements.md
│ ├── action-catalog.md
│ └── quality-standards.md
├── templates/
│ ├── orchestrator-base.md
│ └── action-base.md
├── scripts/
└── README.md
Reference Documents by Phase
IMPORTANT: This section demonstrates how skill-generator organizes its own reference documentation. This is the pattern that all generated Skills should emulate. See specs/reference-docs-spec.md for details.
Phase 0: Specification Study (Mandatory Prerequisites)
Specification documents that must be read before any generation operation
| Document | Purpose | When to Use |
|---|---|---|
| ../_shared/SKILL-DESIGN-SPEC.md | Universal Skill design specification | Understand Skill structure and naming conventions - REQUIRED |
| specs/reference-docs-spec.md | Reference document generation specification | Ensure Reference Documents have proper phase-based organization - REQUIRED |
Phase 1: Requirements Discovery
Collect Skill requirements and configuration
| Document | Purpose | When to Use |
|---|---|---|
| phases/01-requirements-discovery.md | Phase 1 execution guide | Understand how to collect user requirements and generate configuration |
| specs/skill-requirements.md | Skill requirements specification | Understand what information a Skill should contain |
Phase 2: Structure Generation
Generate directory structure and entry file
| Document | Purpose | When to Use |
|---|---|---|
| phases/02-structure-generation.md | Phase 2 execution guide | Understand how to generate directory structure |
| templates/skill-md.md | SKILL.md template | Learn how to generate the entry file |
Phase 3: Phase/Action Generation
Generate specific phase or action files based on execution mode
| Document | Purpose | When to Use |
|---|---|---|
| phases/03-phase-generation.md | Phase 3 execution guide | Understand Sequential vs Autonomous generation logic |
| templates/sequential-phase.md | Sequential Phase template | Generate phase files for Sequential mode |
| templates/autonomous-orchestrator.md | Orchestrator template | Generate orchestrator for Autonomous mode |
| templates/autonomous-action.md | Action template | Generate action files for Autonomous mode |
Phase 4: Specs & Templates
Generate domain-specific specifications and templates
| Document | Purpose | When to Use |
|---|---|---|
| phases/04-specs-templates.md | Phase 4 execution guide | Understand how to generate domain-specific documentation |
| specs/reference-docs-spec.md | Reference document specification | IMPORTANT: Follow this spec when generating Specs |
Phase 5: Validation & Documentation
Verify results and generate final documentation
| Document | Purpose | When to Use |
|---|---|---|
| phases/05-validation.md | Phase 5 execution guide | Understand how to verify generated Skill completeness |
Debugging & Troubleshooting
Reference documents when encountering issues
| Issue | Solution Document |
|---|---|
| Generated Skill missing Reference Documents | specs/reference-docs-spec.md - verify phase-based organization is followed |
| Reference document organization unclear | specs/reference-docs-spec.md - Core Principles section |
| Generated documentation does not meet quality standards | ../_shared/SKILL-DESIGN-SPEC.md |
Reference & Background
Documents for deep learning and design decisions
| Document | Purpose | Notes |
|---|---|---|
| specs/execution-modes.md | Detailed execution modes specification | Comparison and use cases for Sequential vs Autonomous |
| specs/cli-integration.md | CLI integration specification | How generated Skills integrate with CLI |
| specs/scripting-integration.md | Script integration specification | How to use scripts in Phases |
| templates/script-template.md | Script template | Unified Bash + Python template |