skill-creator（技能创建器）

Skill Creator

This skill provides guidance for creating effective, agent-agnostic skills.

About Skills

Skills are modular, self-contained packages that extend AI agent capabilities by providing specialized knowledge, workflows, and tools. Think of them as "onboarding guides" for specific domains or tasks—they transform a general-purpose agent into a specialized agent equipped with procedural knowledge.

What Skills Provide

1. Specialized workflows - Multi-step procedures for specific domains
2. Tool integrations - Instructions for working with specific file formats or APIs
3. Domain expertise - Company-specific knowledge, schemas, business logic
4. Bundled resources - Scripts, references, and assets for complex and repetitive tasks

Core Principles

Concise is Key

The context window is a public good. Skills share context with everything else the agent needs.

Default assumption: The agent is already very smart. Only add context it doesn't already have. Challenge each piece of information: "Does the agent really need this?" and "Does this paragraph justify its token cost?"

Prefer concise examples over verbose explanations.

Anatomy of a Skill

Every skill consists of a required SKILL.md file and optional bundled resources:

skill-name/
├── SKILL.md (required)
│   ├── YAML frontmatter metadata (required)
│   │   ├── name: (required)
│   │   └── description: (required)
│   └── Markdown instructions (required)
└── Bundled Resources (optional)
    ├── scripts/          - Executable code (Python/Bash/etc.)
    ├── references/       - Documentation loaded into context as needed
    └── assets/           - Files used in output (templates, icons, fonts, etc.)

SKILL.md (required)

Every SKILL.md consists of:

• Frontmatter (YAML): Contains name and description fields. These are the only fields read to determine when the skill gets used—be clear and comprehensive.
• Body (Markdown): Instructions and guidance for using the skill. Only loaded AFTER the skill triggers.

Bundled Resources (optional)

Scripts (scripts/)

Executable code for tasks that require deterministic reliability or are repeatedly rewritten.

• When to include: When the same code is being rewritten repeatedly
• Example: scripts/rotate_pdf.py for PDF rotation tasks
• Benefits: Token efficient, deterministic

References (references/)

Documentation and reference material loaded as needed into context.

• When to include: For documentation the agent should reference while working
• Examples: references/schema.md for database schemas, references/api_docs.md for API specifications
• Benefits: Keeps SKILL.md lean, loaded only when needed

Assets (assets/)

Files not intended to be loaded into context, but used within output.

• When to include: When the skill needs files for final output
• Examples: assets/logo.png for brand assets, assets/template.html for HTML boilerplate

Progressive Disclosure

Skills use a three-level loading system:

1. Metadata (name + description) - Always in context (~100 words)
2. SKILL.md body - When skill triggers (<5k words)
3. Bundled resources - As needed (unlimited)

Keep SKILL.md body under 500 lines. Split content into separate files when approaching this limit.

Skill Creation Process

Step 1: Understand the Skill

Clarify with concrete examples:

• "What functionality should this skill support?"
• "Can you give examples of how this skill would be used?"
• "What would trigger this skill?"

Step 2: Plan Reusable Contents

Analyze each example:

1. Consider how to execute from scratch
2. Identify helpful scripts, references, and assets

Step 3: Create the Skill

Create the skill directory:

skill-name/
├── SKILL.md
├── scripts/     (if needed)
├── references/  (if needed)
└── assets/      (if needed)

Step 4: Write SKILL.md

Frontmatter

---
name: skill-name
description: What the skill does and when to use it. Include specific triggers and contexts. Max 1024 characters.
---

Description guidelines:

• Include both what the skill does AND when to use it
• Include trigger phrases
• Max 1024 characters, no XML tags
• Write in third person

Body

Write instructions for using the skill. Include:

• Quick start guide
• Step-by-step workflow
• Links to reference files when needed

Step 5: Test and Iterate

1. Use the skill on real tasks
2. Notice struggles or inefficiencies
3. Update SKILL.md or resources accordingly
4. Test again

Quality Checklist

Before finalizing:

• Description is specific about when to use (max 1024 chars)
• Folder name uses kebab-case
• Instructions are actionable and unambiguous
• Scope is focused (one responsibility)
• SKILL.md body < 500 lines
• References are one level deep from SKILL.md

Output Messages

When creating a skill, inform the user:

✅ Skill created successfully!

📁 Location: .agent/skills/[name]/SKILL.md
🎯 Purpose: [brief description]
🔧 How to test: [example prompt that should trigger the skill]

💡 Tip: The agent will use this skill automatically when it detects [context].