Skill Creator
This skill guides you through creating effective skills that extend agent capabilities.
What Are Skills?
Skills are modular, self-contained packages that extend agent capabilities by providing specialized knowledge, workflows, and tools. They transform a general-purpose agent into a specialized agent equipped with procedural knowledge.
Skills Provide:
- •Specialized workflows - Multi-step procedures for specific domains
- •Tool integrations - Instructions for working with file formats or APIs
- •Domain expertise - Company-specific knowledge, schemas, business logic
- •Bundled resources - Scripts, references, and assets for complex tasks
How Skills Work
Skills use progressive disclosure to manage context efficiently:
- •
Metadata (name + description) - Always loaded (~100 tokens)
- •Used to determine when to activate the skill
- •Must be clear and comprehensive
- •
SKILL.md body - Loaded only when skill triggers (<5000 tokens)
- •Contains instructions and workflows
- •Keep concise - context window is shared
- •
Bundled resources - Loaded as needed by agent
- •References, scripts, assets
- •Unlimited size because loaded selectively
Anatomy of a Skill
skill-name/ ├── SKILL.md # Required: YAML frontmatter + instructions ├── scripts/ # Optional: Executable code ├── references/ # Optional: Documentation for context └── assets/ # Optional: Templates, images, data files
SKILL.md Structure
--- name: skill-name # Required: lowercase-hyphens description: What this skill does and # Required: 1-1024 chars when to use it. Include triggers and specific use cases. license: MIT # Required if adapted --- <!-- Source: https://github.com/original/repo/path --> # Skill Title Brief overview of what this skill does. ## When to Use - Scenario 1: When user asks for... - Scenario 2: When working with... ## Workflow ### Step 1: Action Clear instructions... ### Step 2: Processing What to do next... ## Examples ### Example 1: Basic ```bash command --flag value
Common Issues
Issue: Description
- •Solution: How to fix
### Bundled Resources #### scripts/ Executable code for deterministic reliability. **When to include:** - Same code rewritten repeatedly - Fragile operations requiring precision - Complex logic better handled by code **Examples:** - `scripts/rotate_pdf.py` for PDF manipulation - `scripts/validate_schema.py` for data validation **Benefits:** - Token efficient (don't load into context) - Deterministic execution - May run without agent reading #### references/ Documentation for agent to reference while working. **When to include:** - Detailed documentation (API specs, schemas) - Domain knowledge (policies, guidelines) - Multiple variants/frameworks (aws.md, gcp.md) **Examples:** - `references/api_docs.md` - API specifications - `references/schema.md` - Database schemas - `references/policies.md` - Company policies **Best practices:** - Keep SKILL.md lean; move details here - Organize by domain (finance.md, sales.md) - Include grep patterns for large files (>10k words) - All references must link directly from SKILL.md #### assets/ Files used in final output, not loaded into context. **When to include:** - Templates for output generation - Brand assets (logos, fonts) - Boilerplate code to copy/modify **Examples:** - `assets/logo.png` for brand assets - `assets/frontend-template/` for React boilerplate - `assets/slides.pptx` for PowerPoint templates ## Skill Creation Process ### Step 1: Understand with Concrete Examples Gather concrete usage 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 to identify: 1. Scripts needed (repeatedly rewritten code) 2. References needed (schemas, documentation) 3. Assets needed (templates, boilerplate) ### Step 3: Create the Skill File **File naming:** - Use lowercase with hyphens: `skill-name.md` - Must match `name` in frontmatter **Frontmatter (YAML):** ```yaml --- name: skill-name description: Clear description of what this skill does and when to use it. Include specific triggers like: "Use when working with X files, Y workflows, or Z APIs." license: MIT # If adapting external content --- <!-- Source: https://original-source-url -->
Description best practices:
- •✅ Good: "Extracts text from PDFs. Use when working with PDF documents, forms, or document extraction."
- •❌ Poor: "Helps with PDFs."
Step 4: Write Instructions
Content structure:
# Skill Name Brief overview. ## When to Use List scenarios that trigger this skill. ## Workflow ### Step 1: Initial Action Clear instructions. ### Step 2: Processing Next steps. ### Step 3: Completion How to finish. ## Examples ### Basic Usage ```bash example command
Common Issues
Problem: Description
- •Solution: Fix steps
Tips
- •Actionable guidance
- •Edge cases to handle
**Writing guidelines:** - Use imperative/infinitive form - Challenge each piece: "Does agent need this?" - Prefer concise examples over verbose explanations - Keep under ~500 lines - Set appropriate degrees of freedom for the task ### Step 5: Add Bundled Resources (Optional) **Progressive disclosure patterns:** **Pattern 1: High-level guide with references** ```markdown # PDF Processing ## Quick start [Basic workflow] ## Advanced features - **Forms**: See [FORMS.md](references/FORMS.md) - **API reference**: See [REFERENCE.md](references/REFERENCE.md)
Pattern 2: Domain-specific organization
bigquery-skill/
├── SKILL.md
└── references/
├── finance.md
├── sales.md
└── product.md
Pattern 3: Conditional details
## Creating documents Use docx-js. See [DOCX-JS.md](references/DOCX-JS.md). **For tracked changes**: See [REDLINING.md](references/REDLINING.md)
Step 6: Validate
Frontmatter checklist:
- • Valid YAML syntax (no tabs)
- •
namematches filename - •
nameis lowercase-hyphens only - •
descriptionclear and under 1024 chars - •
licenseincluded if adapted - • Source attribution in HTML comment
Content checklist:
- • Clear overview of purpose
- • "When to Use" explains triggers
- • Step-by-step workflow
- • Examples with inputs/outputs
- • Common issues documented
- • Under ~500 lines
Best Practices
Concise is Key
The context window is a public good. Skills share space with system prompt, conversation history, and user requests.
Default assumption: The agent is already smart. Only add context it doesn't have.
Set Appropriate Degrees of Freedom
Match specificity to task fragility:
| Freedom Level | Use When | Format |
|---|---|---|
| High | Multiple approaches valid, context-dependent | Text instructions |
| Medium | Preferred pattern exists, some variation OK | Pseudocode/scripts with params |
| Low | Fragile operations, consistency critical | Specific scripts, few parameters |
Progressive Disclosure Principles
- •Keep SKILL.md essentials only
- •Move variant details to references/
- •Link all references from SKILL.md
- •Avoid deeply nested references
- •Include table of contents for large reference files (>100 lines)
What NOT to Include
Do NOT create extraneous documentation:
- •❌ README.md
- •❌ INSTALLATION_GUIDE.md
- •❌ CHANGELOG.md
- •❌ QUICK_REFERENCE.md
Include only what the agent needs to do the job.
File Organization
Information should live in ONE place:
- •SKILL.md: Core workflow and triggers
- •references/: Detailed docs, schemas, examples
- •scripts/: Executable code
- •assets/: Output templates
Avoid duplication between SKILL.md and references.
Quick Reference
Frontmatter Template
--- name: skill-name description: What this skill does and when to use it. Include specific triggers and use cases. license: MIT # If adapting external work --- <!-- Source: https://github.com/original/source -->
Skill Structure Template
# [Skill Name] [Overview paragraph] ## When to Use - [Scenario 1] - [Scenario 2] ## Prerequisites [List any requirements] ## Workflow ### Step 1: [Action] [Instructions] ### Step 2: [Action] [Instructions] ## Examples ### [Example Name]
[Code example]
## Resources - [reference/file.md] - [When to use] - [scripts/script.py] - [What it does] ## Common Issues **[Issue]**: [Description] - [Solution] ## See Also - https://agentskills.io/specification - https://agentskills.io/llms.txt
Additional Resources
- •Agent Skills Specification: https://agentskills.io/specification
- •Overview: https://agentskills.io/llms.txt
- •Integration Guide: https://agentskills.io/integrate-skills.md
- •GitHub Repository: https://github.com/agentskills/agentskills
- •Example Skills: https://github.com/0avx/claude-skills
- •Amp Contrib Skills: https://github.com/ampcode/amp-contrib
Examples in This Directory
| Skill | Purpose | Structure |
|---|---|---|
github-raw-fetch.md | URL transformation | Simple workflow |
rust.md | Development practices | Multiple workflows |
ast-grep.md | Code search | Multi-phase workflow |
technical-researcher.md | Research methodology | Complex reasoning |