creating-skills

Use when creating new Claude Code skills or improving existing ones - ensures skills are discoverable, scannable, and effective through proper structure, CSO optimization, and real examples

240 stars

Best use case

creating-skills is best used when you need a repeatable AI agent workflow instead of a one-off prompt. It is especially useful for teams working in multi. Use when creating new Claude Code skills or improving existing ones - ensures skills are discoverable, scannable, and effective through proper structure, CSO optimization, and real examples

Use when creating new Claude Code skills or improving existing ones - ensures skills are discoverable, scannable, and effective through proper structure, CSO optimization, and real examples

Users should expect a more consistent workflow output, faster repeated execution, and less time spent rewriting prompts from scratch.

Practical example

Example input

Use the "creating-skills" skill to help with this workflow task. Context: Use when creating new Claude Code skills or improving existing ones - ensures skills are discoverable, scannable, and effective through proper structure, CSO optimization, and real examples

Example output

A structured workflow result with clearer steps, more consistent formatting, and an output that is easier to reuse in the next run.

When to use this skill

  • Use this skill when you want a reusable workflow rather than writing the same prompt again and again.

When not to use this skill

  • Do not use this when you only need a one-off answer and do not need a reusable workflow.
  • Do not use it if you cannot install or maintain the related files, repository context, or supporting tools.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/creating-skills/SKILL.md --create-dirs "https://raw.githubusercontent.com/aiskillstore/marketplace/main/skills/agentworkforce/creating-skills/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/creating-skills/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How creating-skills Compares

Feature / Agentcreating-skillsStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Use when creating new Claude Code skills or improving existing ones - ensures skills are discoverable, scannable, and effective through proper structure, CSO optimization, and real examples

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# Creating Skills

## Overview

**Skills are reference guides for proven techniques, patterns, or tools.** Write them to help future Claude instances quickly find and apply effective approaches.

Skills must be **discoverable** (Claude can find them), **scannable** (quick to evaluate), and **actionable** (clear examples).

**Core principle**: Default assumption is Claude is already very smart. Only add context Claude doesn't already have.

## When to Use

**Create a skill when:**
- Technique wasn't intuitively obvious
- Pattern applies broadly across projects
- You'd reference this again
- Others would benefit

**Don't create for:**
- One-off solutions specific to single project
- Standard practices well-documented elsewhere
- Project conventions (put those in `.claude/CLAUDE.md`)

## Required Structure

### Frontmatter (YAML)

```yaml
---
name: skill-name-with-hyphens
description: Use when [triggers/symptoms] - [what it does and how it helps]
tags: relevant-tags
---
```

**Rules:**
- Only `name` and `description` fields supported (max 1024 chars total)
- Name: letters, numbers, hyphens only (max 64 chars). Use gerund form (verb + -ing)
- Avoid reserved words: "anthropic", "claude" in names
- Description: Third person, starts with "Use when..." (max 1024 chars)
- Include BOTH triggering conditions AND what skill does
- Match specificity to task complexity (degrees of freedom)

### Document Structure

```markdown
# Skill Name

## Overview
Core principle in 1-2 sentences. What is this?

## When to Use
- Bullet list with symptoms and use cases
- When NOT to use

## Quick Reference
Table or bullets for common operations

## Implementation
Inline code for simple patterns
Link to separate file for heavy reference (100+ lines)

## Common Mistakes
What goes wrong + how to fix

## Real-World Impact (optional)
Concrete results from using this technique
```

## Degrees of Freedom

**Match specificity to task complexity:**

- **High freedom**: Flexible tasks requiring judgment
  - Use broad guidance, principles, examples
  - Let Claude adapt approach to context
  - Example: "Use when designing APIs - provides REST principles and patterns"

- **Low freedom**: Fragile or critical operations
  - Be explicit about exact steps
  - Include validation checks
  - Example: "Use when deploying to production - follow exact deployment checklist with rollback procedures"

**Red flag**: If skill tries to constrain Claude too much on creative tasks, reduce specificity. If skill is too vague on critical operations, add explicit steps.

## Claude Search Optimization (CSO)

**Critical:** Future Claude reads the description to decide if skill is relevant. Optimize for discovery.

### Description Best Practices

```yaml
# ❌ BAD - Too vague, doesn't mention when to use
description: For async testing

# ❌ BAD - First person (injected into system prompt)
description: I help you with flaky tests

# ✅ GOOD - Triggers + what it does
description: Use when tests have race conditions or pass/fail inconsistently - replaces arbitrary timeouts with condition polling for reliable async tests

# ✅ GOOD - Technology-specific with explicit trigger
description: Use when using React Router and handling auth redirects - provides patterns for protected routes and auth state management
```

### Keyword Coverage

Use words Claude would search for:
- **Error messages**: "ENOENT", "Cannot read property", "Timeout"
- **Symptoms**: "flaky", "hanging", "race condition", "memory leak"
- **Synonyms**: "cleanup/teardown/afterEach", "timeout/hang/freeze"
- **Tools**: Actual command names, library names, file types

### Naming Conventions

**Use gerund form (verb + -ing):**
- ✅ `creating-skills` not `skill-creation`
- ✅ `testing-with-subagents` not `subagent-testing`
- ✅ `debugging-memory-leaks` not `memory-leak-debugging`
- ✅ `processing-pdfs` not `pdf-processor`
- ✅ `analyzing-spreadsheets` not `spreadsheet-analysis`

**Why gerunds work:**
- Describes the action you're taking
- Active and clear
- Consistent with Anthropic conventions

**Avoid:**
- ❌ Vague names like "Helper" or "Utils"
- ❌ Passive voice constructions

## Code Examples

**One excellent example beats many mediocre ones.**

### Choose Language by Use Case

- Testing techniques → TypeScript/JavaScript
- System debugging → Shell/Python
- Data processing → Python
- API calls → TypeScript/JavaScript

### Good Example Checklist

- [ ] Complete and runnable
- [ ] Well-commented explaining **WHY** not just what
- [ ] From real scenario (not contrived)
- [ ] Shows pattern clearly
- [ ] Ready to adapt (not generic template)
- [ ] Shows both BAD (❌) and GOOD (✅) approaches
- [ ] Includes realistic context/setup code

### Example Template

```typescript
// ✅ GOOD - Clear, complete, ready to adapt
interface RetryOptions {
  maxAttempts: number;
  delayMs: number;
  backoff?: 'linear' | 'exponential';
}

async function retryOperation<T>(
  operation: () => Promise<T>,
  options: RetryOptions
): Promise<T> {
  const { maxAttempts, delayMs, backoff = 'linear' } = options;

  for (let attempt = 1; attempt <= maxAttempts; attempt++) {
    try {
      return await operation();
    } catch (error) {
      if (attempt === maxAttempts) throw error;

      const delay = backoff === 'exponential'
        ? delayMs * Math.pow(2, attempt - 1)
        : delayMs * attempt;

      await new Promise(resolve => setTimeout(resolve, delay));
    }
  }

  throw new Error('Unreachable');
}

// Usage
const data = await retryOperation(
  () => fetchUserData(userId),
  { maxAttempts: 3, delayMs: 1000, backoff: 'exponential' }
);
```

### Don't

- ❌ Implement in 5+ languages (you're good at porting)
- ❌ Create fill-in-the-blank templates
- ❌ Write contrived examples
- ❌ Show only code without comments

## File Organization

### Self-Contained (Preferred)

```
typescript-type-safety/
  SKILL.md    # Everything inline
```

**When:** All content fits in ~500 words, no heavy reference needed

### With Supporting Files

```
api-integration/
  SKILL.md           # Overview + patterns
  retry-helpers.ts   # Reusable code
  examples/
    auth-example.ts
    pagination-example.ts
```

**When:** Reusable tools or multiple complete examples needed

### With Heavy Reference

```
aws-sdk/
  SKILL.md       # Overview + workflows
  s3-api.md      # 600 lines API reference
  lambda-api.md  # 500 lines API reference
```

**When:** Reference material > 100 lines

## Token Efficiency

Skills load into every conversation. Keep them concise.

### Target Limits

- **SKILL.md**: Keep under 500 lines
- Getting-started workflows: <150 words
- Frequently-loaded skills: <200 words total
- Other skills: <500 words
- Files > 100 lines: Include table of contents

**Challenge each piece of information**: "Does Claude really need this explanation?"

### Compression Techniques

```markdown
# ❌ BAD - Verbose (42 words)
Your human partner asks: "How did we handle authentication errors in React Router before?"
You should respond: "I'll search past conversations for React Router authentication patterns."
Then dispatch a subagent with the search query: "React Router authentication error handling 401"

# ✅ GOOD - Concise (20 words)
Partner: "How did we handle auth errors in React Router?"
You: Searching...
[Dispatch subagent → synthesis]
```

**Techniques:**
- Reference tool `--help` instead of documenting all flags
- Cross-reference other skills instead of repeating content
- Show minimal example of pattern
- Eliminate redundancy
- Use progressive disclosure (reference additional files as needed)
- Organize content by domain for focused context

## Workflow Recommendations

For multi-step processes, include:

1. **Clear sequential steps**: Break complex tasks into numbered operations
2. **Feedback loops**: Build in verification/validation steps
3. **Error handling**: What to check when things go wrong
4. **Checklists**: For processes with many steps or easy-to-miss details

**Example structure:**
```markdown
## Workflow

1. **Preparation**
   - Check prerequisites
   - Validate environment

2. **Execution**
   - Step 1: [action + expected result]
   - Step 2: [action + expected result]

3. **Verification**
   - [ ] Check 1 passes
   - [ ] Check 2 passes

4. **Rollback** (if needed)
   - Steps to undo changes
```

## Common Mistakes

| Mistake | Why It Fails | Fix |
|---------|--------------|-----|
| Narrative example | "In session 2025-10-03..." | Focus on reusable pattern |
| Multi-language dilution | Same example in 5 languages | One excellent example |
| Code in flowcharts | `step1 [label="import fs"]` | Use markdown code blocks |
| Generic labels | helper1, helper2, step3 | Use semantic names |
| Missing description triggers | "For testing" | "Use when tests are flaky..." |
| First-person description | "I help you..." | "Use when... - provides..." |
| Deeply nested file references | Multiple @ symbols, complex paths | Keep references simple and direct |
| Windows-style file paths | `C:\path\to\file` | Use forward slashes |
| Offering too many options | 10 different approaches | Focus on one proven approach |
| Punting error handling | "Claude figures it out" | Include explicit error handling in scripts |
| Time-sensitive information | "As of 2025..." | Keep content evergreen |
| Inconsistent terminology | Mixing synonyms randomly | Use consistent terms throughout |

## Flowchart Usage

**Only use flowcharts for:**
- Non-obvious decision points
- Process loops where you might stop too early
- "When to use A vs B" decisions

**Never use for:**
- Reference material → Use tables/lists
- Code examples → Use markdown blocks
- Linear instructions → Use numbered lists

## Cross-Referencing Skills

```markdown
# ✅ GOOD - Name only with clear requirement
**REQUIRED:** Use superpowers:test-driven-development before proceeding

**RECOMMENDED:** See typescript-type-safety for proper type guards

# ❌ BAD - Unclear if required
See skills/testing/test-driven-development

# ❌ BAD - Force-loads file, wastes context
@skills/testing/test-driven-development/SKILL.md
```

## Advanced Practices

### Iterative Development

**Best approach**: Develop skills iteratively with Claude
1. Start with minimal viable skill
2. Test with real use cases
3. Refine based on what works
4. Remove what doesn't add value

### Build Evaluations First

Before extensive documentation:
1. Create test scenarios
2. Identify what good looks like
3. Document proven patterns
4. Skip theoretical improvements

### Utility Scripts

For reliability, provide:
- Scripts with explicit error handling (don't defer errors to Claude)
- Exit codes for success/failure
- Clear error messages
- Examples of usage
- List required dependencies explicitly

**Example:**
```bash
#!/bin/bash
set -e  # Exit on error

if [ ! -f "config.json" ]; then
  echo "Error: config.json not found" >&2
  exit 1
fi

# Script logic here
echo "Success"
exit 0
```

### Verifiable Intermediate Outputs

For complex operations, create validation checkpoints:
1. Have Claude produce a structured plan file
2. Validate the plan with a script
3. Execute only after validation passes

This catches errors before they compound.

### Templates for Structured Output

When skills produce consistent formats:
```markdown
## Output Template

\`\`\`typescript
interface ExpectedOutput {
  status: 'success' | 'error';
  data: YourDataType;
  errors?: string[];
}
\`\`\`

**Usage**: Copy and adapt for your context
```

## Skill Creation Checklist

**Before writing:**
- [ ] Technique isn't obvious or well-documented elsewhere
- [ ] Pattern applies broadly (not project-specific)
- [ ] I would reference this across multiple projects

**Frontmatter:**
- [ ] Name uses only letters, numbers, hyphens
- [ ] Description starts with "Use when..."
- [ ] Description includes triggers AND what skill does
- [ ] Description is third person
- [ ] Total frontmatter < 1024 characters

**Content:**
- [ ] Overview states core principle (1-2 sentences)
- [ ] "When to Use" section with symptoms
- [ ] Quick reference table for common operations
- [ ] One excellent code example (if technique skill)
- [ ] Common mistakes section
- [ ] Keywords throughout for searchability

**Quality:**
- [ ] Word count appropriate for frequency (see targets above)
- [ ] SKILL.md under 500 lines
- [ ] No narrative storytelling
- [ ] Flowcharts only for non-obvious decisions
- [ ] Supporting files only if needed (100+ lines reference)
- [ ] Cross-references use skill name, not file paths
- [ ] No time-sensitive information
- [ ] Consistent terminology throughout
- [ ] Concrete examples (not templates)
- [ ] Degrees of freedom match task complexity

**Testing:**
- [ ] Tested with Claude Haiku, Sonnet, and Opus (instructions effective for Opus may need more detail for Haiku)
- [ ] Tested with subagent scenarios (if discipline-enforcing skill)
- [ ] Addresses common rationalizations
- [ ] Includes red flags list

## Directory Structure

```
skills/
  skill-name/
    SKILL.md              # Required
    supporting-file.*     # Optional
    examples/             # Optional
      example1.ts
    scripts/              # Optional
      helper.py
```

**Flat namespace** - all skills in one searchable directory

## Real-World Impact

**Good skills:**
- Future Claude finds them quickly (CSO optimization)
- Can be scanned in seconds (quick reference)
- Provide clear actionable examples
- Prevent repeating same research
- Stay under 500 lines (token efficient)
- Match specificity to task needs (right degrees of freedom)

**Bad skills:**
- Get ignored (vague description)
- Take too long to evaluate (no quick reference)
- Leave gaps in understanding (no examples)
- Waste token budget (verbose explanations of obvious things)
- Over-constrain creative tasks or under-specify critical operations
- Include time-sensitive or obsolete information

---

**Remember:** Skills are for future Claude, not current you. Optimize for discovery, scanning, and action.

**Golden rule:** Default assumption is Claude is already very smart. Only add context Claude doesn't already have.

Related Skills

discover-skills

242
from aiskillstore/marketplace

当你发现当前可用的技能都不够合适(或用户明确要求你寻找技能)时使用。本技能会基于任务目标和约束,给出一份精简的候选技能清单,帮助你选出最适配当前任务的技能。

skills-cli

242
from aiskillstore/marketplace

Use when users ask to discover, install, list, check, update, remove, back up, restore, sync, or initialize Agent Skills, mention `bunx skills`, `npx skills`, `skills.sh`, or `skills-lock.json`, ask "find a skill for X", or want help extending agent capabilities with installable skills.

find-skills

242
from aiskillstore/marketplace

Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.

skillscan

242
from aiskillstore/marketplace

Security gate for skills. Every new skill MUST pass SkillScan before use. Activate on any install, load, add, evaluate, or safety question about a skill. On first load, run first-run to scan all existing skills. Blocks HIGH/CRITICAL skills. No exceptions.

ui-skills

242
from aiskillstore/marketplace

Opinionated, evolving constraints to guide agents when building interfaces

threejs-skills

242
from aiskillstore/marketplace

Create 3D scenes, interactive experiences, and visual effects using Three.js. Use when user requests 3D graphics, WebGL experiences, 3D visualizations, animations, or interactive 3D elements.

nanobanana-ppt-skills

242
from aiskillstore/marketplace

AI-powered PPT generation with document analysis and styled images

makepad-skills

242
from aiskillstore/marketplace

Makepad UI development skills for Rust apps: setup, patterns, shaders, packaging, and troubleshooting.

claude-scientific-skills

242
from aiskillstore/marketplace

Scientific research and analysis skills

aws-skills

242
from aiskillstore/marketplace

AWS development with infrastructure automation and cloud architecture patterns

open-skills

242
from aiskillstore/marketplace

一个交互式 CLI 工具,帮助开发者按分类浏览、空格多选、一键批量安装/同步 AI Agent skills 到多个编辑器。

release-skills

242
from aiskillstore/marketplace

Release workflow for baoyu-skills plugin. Use when user says "release", "发布", "push", "推送", "new version", "新版本", "bump version", "更新版本", or wants to publish changes to remote. Analyzes changes since last tag, updates CHANGELOG (EN/CN), bumps marketplace.json version, commits, and creates version tag. MUST be used before any git push with uncommitted skill changes.