AgentSkillsCN

create-efficient-skill

WHAT：利用 MCP 代码执行模式，以更高的令牌效率打造 AI 技能。WHEN：当用户说“创建技能”、“新技能”、“为……打造技能”，或需要将外部系统交互封装为可复用的技能时触发。

SKILL.md
--- frontmatter
name: create-efficient-skill
description: "WHAT: Creates AI skills using MCP Code Execution pattern for token efficiency. WHEN: User says 'create skill', 'new skill', 'make a skill for', or needs to wrap external system interactions in reusable skills."

Create Efficient Skill

When to Use

  • •Creating a new skill for any domain
  • •Converting direct MCP/API calls to efficient scripts
  • •Building reusable automation

Instructions

1. Initialize

bash
python scripts/init_skill.py "skill-name" --path .claude/skills/

2. Edit SKILL.md

Update the generated file:

  • •description: Include WHAT it does and WHEN to trigger
  • •When to Use: Specific scenarios
  • •Instructions: Script execution commands
  • •Validation: Success criteria

3. Implement Scripts

Edit scripts/main_operation.py and scripts/verify_operation.py:

  • •Perform operations via subprocess/API calls
  • •Process data locally
  • •Return minimal output (e.g., "✓ Done" or "✗ Failed: reason")

4. Validate

bash
python scripts/validate_skill.py .claude/skills/skill-name/

Structure

code
skill-name/
├── SKILL.md              # Instructions (~100 tokens)
├── REFERENCE.md          # Deep docs (on-demand)
└── scripts/
    ├── main_operation.py # Primary logic (0 tokens)
    └── verify_operation.py # Validation (0 tokens)

Validation

  • • SKILL.md under 500 lines
  • • Description has WHAT and WHEN
  • • Scripts return minimal output
  • • All scripts executable

See REFERENCE.md for advanced patterns.