Skip to content
Development
Skill

/skill-writer

Guide users through creating Agent Skills for Claude Code. Use when the user wants to create, write, author, or design a new Skill, or needs help with SKILL.md files, frontmatter, or skill structure.

From plugin
pytorch
103k16 skills
Install
$ npx -y skills add pytorch/pytorch --skill skill-writer --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/skill-writer

Context preview

The summary Claude sees to decide when to auto-load this skill.

Guide users through creating Agent Skills for Claude Code. Use when the user wants to create, write, author, or design a new Skill, or needs help with SKILL.md files, frontmatter, or skill structure.

SKILL.md

skill-writer.SKILL.md
name: skill-writer
description: Guide users through creating Agent Skills for Claude Code. Use when the user wants to create, write, author, or design a new Skill, or needs help with SKILL.md files, frontmatter, or skill structure.

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](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.

Read more
Ships withpytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

Get the whole plugin
Stats
103,023
Stars
29,231
Forks
Active
Maintenance
Python
Language
2m ago
Last commit
10y ago
Created

Repo: pytorch/pytorch

Other skills on pytorch.