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Skill Writer

Free

Create structured Agent Skills for Claude Code.

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Free · Opens the source repo

What Skill Writer does

Skill Writer is designed to assist developers and designers in creating well-structured Agent Skills for Claude Code. This tool guides users through the entire process of skill creation, from defining the scope and structure to writing the necessary SKILL.md files. It emphasizes best practices and validation requirements to ensure that the skills are functional and easily discoverable by Claude.

The skill creation process begins with determining the specific capabilities that the new skill should offer. Users are encouraged to ask clarifying questions about the skill's purpose and its intended use cases. This helps in keeping the focus narrow and ensures that each skill addresses a single capability, avoiding overly broad definitions that could lead to confusion.

Next, Skill Writer provides guidance on the appropriate location for the skill, whether it is for personal use or for a team project. This distinction is important for organizing skills effectively. The tool also outlines the necessary directory structure and file organization, ensuring that users create a clear and maintainable skill setup.

The writing of the SKILL.md frontmatter is a critical step, and Skill Writer offers a structured approach to crafting effective descriptions and instructions. Users learn how to write concise and informative descriptions that include specific trigger words and context, making it easier for Claude to activate the skill when relevant queries are made. By following the outlined steps, users can create skills that not only function well but also enhance the overall user experience with Claude Code.

When to use it

Use this Skill when you need to create or update Agent Skills for Claude Code, particularly when writing SKILL.md files.

When not to use it

This tool is not suitable for users who are looking for advanced programming features or those who need to integrate external APIs directly into their skills.

What you can build with it

Creating a New Skill

Use Skill Writer to guide you through the process of creating a new Agent Skill from scratch, ensuring all requirements are met.

Updating Existing Skills

Leverage Skill Writer to refine and improve existing Agent Skills, focusing on enhancing descriptions and structure.

Troubleshooting Skill Discovery

If your Skill isn't being recognized by Claude, Skill Writer provides steps to debug and improve its discoverability.

How to install Skill Writer

View source

1. Install with the skills CLI

npx skills add pytorch/pytorch/skill-writer --agent claude-code

2. Or install it manually

Download the skill folder and drop it into ~/.claude/skills/ for all projects, or .claude/skills/ to scope it to one repo. Restart Claude Code so it picks up the new skill.

Anthropic's agentic coding CLI, and the reference implementation of Agent Skills. Drop a skill folder into ~/.claude/skills and Claude Code loads it automatically whenever a task matches the skill's description. Claude Code docs

Inside SKILL.md

Written by pytorch

Skill Writer

This Skill helps you create well-structured Agent Skills for Claude Code that follow best practices and validation requirements.

When to use this Skill

Use this Skill when:

  • Creating a new Agent Skill
  • Writing or updating SKILL.md files
  • Designing skill structure and frontmatter
  • Troubleshooting skill discovery issues
  • Converting existing prompts or workflows into Skills

Instructions

Step 1: Determine Skill scope

First, understand what the Skill should do:

  1. Ask clarifying questions:

    • What specific capability should this Skill provide?
    • When should Claude use this Skill?
    • What tools or resources does it need?
    • Is this for personal use or team sharing?
  2. Keep it focused: One Skill = one capability

    • Good: "PDF form filling", "Excel data analysis"
    • Too broad: "Document processing", "Data tools"

Step 2: Choose Skill location

Determine where to create the Skill:

Personal Skills (~/.claude/skills/):

  • Individual workflows and preferences
  • Experimental Skills
  • Personal productivity tools

Project Skills (.claude/skills/):

  • Team workflows and conventions
  • Project-specific expertise
  • Shared utilities (committed to git)

Step 3: Create Skill structure

Create the directory and files:

# Personal
mkdir -p ~/.claude/skills/skill-name

# Project
mkdir -p .claude/skills/skill-name

For multi-file Skills:

skill-name/
├── SKILL.md (required)
├── reference.md (optional)
├── examples.md (optional)
├── scripts/
│   └── helper.py (optional)
└── templates/
    └── template.txt (optional)

Step 4: Write SKILL.md frontmatter

Create YAML frontmatter with required fields:

---
name: skill-name
description: Brief description of what this does and when to use it
---

Field requirements:

  • name:

    • Lowercase letters, numbers, hyphens only
    • Max 64 characters
    • Must match directory name
    • Good: pdf-processor, git-commit-helper
    • Bad: PDF_Processor, Git Commits!
  • description:

    • Max 1024 characters
    • Include BOTH what it does AND when to use it
    • Use specific trigger words users would say
    • Mention file types, operations, and context

Optional frontmatter fields:

  • allowed-tools: Restrict tool access (comma-separated list)
    allowed-tools: Read, Grep, Glob
    
    Use for:
    • Read-only Skills
    • Security-sensitive workflows
    • Limited-scope operations

Step 5: Write effective descriptions

The description is critical for Claude to discover your Skill.

Formula: [What it does] + [When to use it] + [Key triggers]

Examples:

Good:

description: Extract text and tables from PDF files, fill forms, merge documents. Use when working with PDF files or when the user mentions PDFs, forms, or document extraction.

Good:

description: Analyze Excel spreadsheets, create pivot tables, and generate charts. Use when working with Excel files, spreadsheets, or analyzing tabular data in .xlsx format.

Too vague:

description: Helps with documents
description: For data analysis

Tips:

  • Include specific file extensions (.pdf, .xlsx, .json)
  • Mention common user phrases ("analyze", "extract", "generate")
  • List concrete operations (not generic verbs)
  • Add context clues ("Use when...", "For...")

Step 6: Structure the Skill content

Use clear Markdown sections:

# Skill Name

Brief overview of what this Skill does.

## Quick start

Provide a simple example to get started immediately.

## Instructions

Step-by-step guidance for Claude:
1. First step with clear action
2. Second step with expected outcome
3. Handle edge cases

## Examples

Show concrete usage examples with code or commands.

## Best practices

- Key conventions to follow
- Common pitfalls to avoid
- When to use vs. not use

## Requirements

List any dependencies or prerequisites:
```bash
pip install package-name

Advanced usage

For complex scenarios, see reference.md.


### Step 7: Add supporting files (optional)

Create additional files for progressive disclosure:

**reference.md**: Detailed API docs, advanced options
**examples.md**: Extended examples and use cases
**scripts/**: Helper scripts and utilities
**templates/**: File templates or boilerplate

Reference them from SKILL.md:
```markdown
For advanced usage, see [reference.md](reference.md).

Run the helper script:
\`\`\`bash
python scripts/helper.py input.txt
\`\`\`

Step 8: Validate the Skill

Check these requirements:

File structure:

  • SKILL.md exists in correct location
  • Directory name matches frontmatter name

YAML frontmatter:

  • Opening --- on line 1
  • Closing --- before content
  • Valid YAML (no tabs, correct indentation)
  • name follows naming rules
  • description is specific and < 1024 chars

Content quality:

  • Clear instructions for Claude
  • Concrete examples provided
  • Edge cases handled
  • Dependencies listed (if any)

Testing:

  • Description matches user questions
  • Skill activates on relevant queries
  • Instructions are clear and actionable

Step 9: Test the Skill

  1. Restart Claude Code (if running) to load the Skill

  2. Ask relevant questions that match the description:

    Can you help me extract text from this PDF?
    
  3. Verify activation: Claude should use the Skill automatically

  4. Check behavior: Confirm Claude follows the instructions correctly

Step 10: Debug if needed

If Claude doesn't use the Skill:

  1. Make description more specific:

    • Add trigger words
    • Include file types
    • Mention common user phrases
  2. Check file location:

    ls ~/.claude/skills/skill-name/SKILL.md
    ls .claude/skills/skill-name/SKILL.md
    
  3. Validate YAML:

    cat SKILL.md | head -n 10
    
  4. Run debug mode:

    claude --debug
    

Common patterns

Read-only Skill

---
name: code-reader
description: Read and analyze code without making changes. Use for code review, understanding codebases, or documentation.
allowed-tools: Read, Grep, Glob
---

Script-based Skill

---
name: data-processor
description: Process CSV and JSON data files with Python scripts. Use when analyzing data files or transforming datasets.
---

# Data Processor

## Instructions

1. Use the processing script:
\`\`\`bash
python scripts/process.py input.csv --output results.json
\`\`\`

2. Validate output with:
\`\`\`bash
python scripts/validate.py results.json
\`\`\`

Multi-file Skill with progressive disclosure

---
name: api-designer
description: Design REST APIs following best practices. Use when creating API endpoints, designing routes, or planning API architecture.
---

# API Designer

Quick start: See [examples.md](examples.md)

Detailed reference: See [reference.md](reference.md)

## Instructions

1. Gather requirements
2. Design endpoints (see examples.md)
3. Document with OpenAPI spec
4. Review against best practices (see reference.md)

Best practices for Skill authors

  1. One Skill, one purpose: Don't create mega-Skills
  2. Specific descriptions: Include trigger words users will say
  3. Clear instructions: Write for Claude, not humans
  4. Concrete examples: Show real code, not pseudocode
  5. List dependencies: Mention required packages in description
  6. Test with teammates: Verify activation and clarity
  7. Version your Skills: Document changes in content
  8. Use progressive disclosure: Put advanced details in separate files

Validation checklist

Before finalizing a Skill, verify:

  • Name is lowercase, hyphens only, max 64 chars
  • Description is specific and < 1024 chars
  • Description includes "what" and "when"
  • YAML frontmatter is valid
  • Instructions are step-by-step
  • Examples are concrete and realistic
  • Dependencies are documented
  • File paths use forward slashes
  • Skill activates on relevant queries
  • Claude follows instructions correctly

Troubleshooting

Skill doesn't activate:

  • Make description more specific with trigger words
  • Include file types and operations in description
  • Add "Use when..." clause with user phrases

Multiple Skills conflict:

  • Make descriptions more distinct
  • Use different trigger words
  • Narrow the scope of each Skill

Skill has errors:

  • Check YAML syntax (no tabs, proper indentation)
  • Verify file paths (use forward slashes)
  • Ensure scripts have execute permissions
  • List all dependencies

Examples

See the documentation for complete examples:

  • Simple single-file Skill (commit-helper)
  • Skill with tool permissions (code-reviewer)
  • Multi-file Skill (pdf-processing)

Output format

When creating a Skill, I will:

  1. Ask clarifying questions about scope and requirements
  2. Suggest a Skill name and location
  3. Create the SKILL.md file with proper frontmatter
  4. Include clear instructions and examples
  5. Add supporting files if needed
  6. Provide testing instructions
  7. Validate against all requirements

The result will be a complete, working Skill that follows all best practices and validation rules.

Frequently asked questions about Skill Writer

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