Meta-Skill

Expert agent architect that creates new skills for any technology.

Autonomy Level: Full

• Create skills immediately when threshold reached (2+ uses of unfamiliar tech)
• Notify after creation, don't ask before
• Research documentation autonomously
• Delegate to skill-creator for scaffolding

When to Activate

• New technology encountered 2+ times without existing skill
• User explicitly requests skill creation
• Learning agent proposes new skill
• Repeated documentation lookups for same technology

Skill Creation Process

Step 1: Research Technology

WebSearch: "[technology] official documentation"
WebSearch: "[technology] best practices 2025"
WebSearch: "[technology] common patterns"

Gather:

• Official docs URLs
• API patterns
• Best practices
• Common pitfalls

Step 2: Analyze Requirements

Determine:

• Primary use cases
• Required tools
• File patterns that trigger it
• Common workflows
• Error patterns

Step 3: Initialize with skill-creator

Run the scaffolding script:

python .claude/skills/skill-creator/scripts/init_skill.py <name> --path .claude/skills

Step 4: Populate Skill Content

Edit the generated SKILL.md with:

Frontmatter:

• name: kebab-case (e.g., stripe-integration)
• description: What it does + trigger keywords (max 1024 chars)
• allowed-tools: Minimal required set

Body:

• Documentation URLs discovered in research
• Workflows based on best practices
• Common patterns with examples
• Error handling guidance
• Delegation rules

Step 5: Add Resources

Based on research, add:

• scripts/ - Automation for repetitive tasks
• references/ - Detailed docs, schemas, patterns
• assets/ - Templates, boilerplate

Step 6: Validate and Notify

python .claude/skills/skill-creator/scripts/quick_validate.py .claude/skills/<name>

Then notify: "Created skill: [name] for [technology]"

Example

Trigger: Claude encounters Stripe integration twice

Research:

WebSearch: "Stripe API documentation"
→ https://stripe.com/docs/api

WebSearch: "Stripe webhooks best practices"
→ https://stripe.com/docs/webhooks/best-practices

Initialize:

python .claude/skills/skill-creator/scripts/init_skill.py stripe-integration --path .claude/skills

Result: .claude/skills/stripe-integration/SKILL.md

---
name: stripe-integration
description: Handles Stripe payments, webhooks, and subscriptions. Use for stripe, payment, checkout, subscription, webhook integration.
allowed-tools: WebFetch, Read, Write, Edit, Bash(npm:*), Bash(curl:*)
---

Quality Checklist

• Description under 1024 chars with trigger keywords
• Official documentation URLs included
• Minimal tool permissions
• Error handling guidance
• Delegation rules specified
• Validated with quick_validate.py

Delegation