create-skill（创造技能）

Create Skill - Skill Creation Framework

When to Activate This Skill

• "Create a new skill for X"
• "Build a skill that does Y"
• "Add a skill for Z"
• "Update/improve existing skill"
• "Structure a skill properly"
• User wants to extend Kai's capabilities

Core Skill Creation Workflow

Step 1: Understand the Purpose

Ask these questions:

• What does this skill do? (Clear, specific purpose)
• When should it activate? (Trigger conditions)
• What tools/commands does it use? (Dependencies)
• Is it simple or complex? (Determines structure)

Step 2: Choose Skill Type

Simple Skill (SKILL.md only):

• Single focused capability
• Minimal dependencies
• Quick reference suffices
• Examples: fabric-patterns, youtube-extraction

Complex Skill (SKILL.md + CLAUDE.md + supporting files):

• Multi-step workflows
• Extensive context needed
• Multiple sub-components
• Examples: development, website, consulting

Step 3: Create Directory Structure

# Simple skill
${PAI_DIR}/skills/[skill-name]/
└── SKILL.md

# Complex skill
${PAI_DIR}/skills/[skill-name]/
├── SKILL.md           # Quick reference
├── CLAUDE.md          # Full context
└── [subdirectories]/  # Supporting resources

Step 4: Write SKILL.md (Required)

Use this structure:

---
name: skill-name
description: Clear description of what skill does and when to use it. Should match activation triggers.
---

# Skill Name

## When to Activate This Skill
- Trigger condition 1
- Trigger condition 2
- User phrase examples

## [Main Content Sections]
- Core workflow
- Key commands
- Examples
- Best practices

## Supplementary Resources
For detailed context: `read ${PAI_DIR}/skills/[skill-name]/CLAUDE.md`

Step 5: Write CLAUDE.md (If Complex)

Include:

• Comprehensive methodology
• Detailed workflows
• Component documentation
• Advanced usage patterns
• Integration instructions
• Troubleshooting guides

Step 6: Add to Global Context

Update ${PAI_DIR}/global/KAI.md available_skills section to include the new skill so it shows up in the system prompt.

Step 7: Test the Skill

1. Trigger it with natural language
2. Verify it loads correctly
3. Check all references work
4. Validate against examples

Skill Naming Conventions

• Lowercase with hyphens: create-skill, web-scraping
• Descriptive, not generic: fabric-patterns not text-processing
• Action or domain focused: ai-image-generation, chrome-devtools

Description Best Practices

Your description should:

• Clearly state what the skill does
• Include trigger phrases (e.g., "USE WHEN user says...")
• Mention key tools/methods used
• Be concise but complete (1-3 sentences)

Good examples:

• "Multi-source comprehensive research using perplexity-researcher, claude-researcher, and gemini-researcher agents. Launches up to 10 parallel research agents for fast results. USE WHEN user says 'do research', 'research X', 'find information about'..."
• "Chrome DevTools MCP for web application debugging, visual testing, and browser automation. The ONLY acceptable way to debug web apps - NEVER use curl, fetch, or wget."

Templates Available

• simple-skill-template.md - For straightforward capabilities
• complex-skill-template.md - For multi-component skills
• skill-with-agents-template.md - For skills using sub-agents

Supplementary Resources

For complete guide with examples: read ${PAI_DIR}/skills/create-skill/CLAUDE.md For templates: ls ${PAI_DIR}/skills/create-skill/templates/

Key Principles

1. Progressive disclosure: SKILL.md = quick reference, CLAUDE.md = deep dive
2. Clear activation triggers: User should know when skill applies
3. Executable instructions: Imperative/infinitive form (verb-first)
4. Context inheritance: Skills inherit global context automatically
5. No duplication: Reference global context, don't duplicate it
6. Self-contained: Skill should work independently
7. Discoverable: Description enables Kai to match user intent