skill-developer

name

skill-developer

description

Create and manage Claude Code skills following Anthropic best practices. Use when creating new skills, modifying skill-rules.json, understanding trigger patterns, working with hooks, debugging skill activation, or implementing progressive disclosure. Covers skill structure, YAML frontmatter, trigger types (keywords, intent patterns, file paths, content patterns), enforcement levels (block, suggest, warn), hook mechanisms (UserPromptSubmit, PreToolUse), session tracking, and the 500-line rule.

Skill Developer Guide

Purpose

Comprehensive guide for creating and managing skills in Claude Code with auto-activation system, following Anthropic's official best practices including the 500-line rule and progressive disclosure pattern.

When to Use This Skill

Automatically activates when you mention:

• Creating or adding skills
• Modifying skill triggers or rules
• Understanding how skill activation works
• Debugging skill activation issues
• Working with skill-rules.json
• Hook system mechanics
• Claude Code best practices
• Progressive disclosure
• YAML frontmatter
• 500-line rule

---

System Overview

Two-Hook Architecture

1. UserPromptSubmit Hook (Proactive Suggestions)

• File: .claude/hooks/skill-activation-prompt.py
• Trigger: BEFORE Claude sees user's prompt
• Purpose: Suggest relevant skills based on keywords + intent patterns
• Method: Injects formatted reminder as context (stdout → Claude's input)
• Use Cases: Topic-based skills, implicit work detection

2. PreToolUse Hook (Guardrails)

• File: .claude/hooks/pre-tool-use.py (future enhancement)
• Trigger: BEFORE Edit/Write tool execution
• Purpose: Enforce guardrails by blocking problematic operations
• Method: Can block tool execution with exit code 2
• Use Cases: Critical validations, preventing errors

Configuration File

Location: .claude/skills/skill-rules.json

Defines:

• All skills and their trigger conditions
• Enforcement levels (block, suggest, warn)
• File path patterns (glob)
• Content detection patterns (regex)
• Skip conditions (session tracking, file markers, env vars)

---

Skill Types

1. Guardrail Skills

Purpose: Enforce critical best practices that prevent errors

Characteristics:

• Type: "guardrail"
• Enforcement: "block"
• Priority: "critical" or "high"
• Block file edits until skill used
• Prevent common mistakes (column names, critical errors)
• Session-aware (don't repeat nag in same session)

Examples:

• database-verification - Verify table/column names before database queries
• code-standards - Enforce Python/C++ coding standards

When to Use:

• Mistakes that cause runtime errors
• Data integrity concerns
• Critical compatibility issues

2. Domain Skills

Purpose: Provide comprehensive guidance for specific areas

Characteristics:

• Type: "domain"
• Enforcement: "suggest"
• Priority: "high" or "medium"
• Advisory, not mandatory
• Topic or domain-specific
• Comprehensive documentation

Examples:

• python-dev-guidelines - Python best practices and patterns
• cuda-development - CUDA/GPU programming guidance
• error-handling - Error handling and logging patterns

When to Use:

• Complex systems requiring deep knowledge
• Best practices documentation
• Architectural patterns
• How-to guides

---

Quick Start: Creating a New Skill

Step 1: Create Skill File

Location: .claude/skills/{skill-name}/SKILL.md

Template:

---
name: my-new-skill
description: Brief description including keywords that trigger this skill. Mention topics, file types, and use cases. Be explicit about trigger terms.
---

# My New Skill

## Purpose
What this skill helps with

## When to Use
Specific scenarios and conditions

## Key Information
The actual guidance, documentation, patterns, examples

Best Practices:

• ✅ Name: Lowercase, hyphens, gerund form (verb + -ing) preferred
• ✅ Description: Include ALL trigger keywords/phrases (max 1024 chars)
• ✅ Content: Under 500 lines - use reference files for details
• ✅ Examples: Real code examples
• ✅ Structure: Clear headings, lists, code blocks

Step 2: Add to skill-rules.json

See SKILL_RULES_REFERENCE.md for complete schema.

Basic Template:

{
  "my-new-skill": {
    "type": "domain",
    "enforcement": "suggest",
    "priority": "medium",
    "promptTriggers": {
      "keywords": ["keyword1", "keyword2"],
      "intentPatterns": ["(create|add).*?something"]
    }
  }
}

Step 3: Test Triggers

Test UserPromptSubmit:

echo '{"session_id":"test","prompt":"your test prompt"}' | \
  python3 .claude/hooks/skill-activation-prompt.py

Test PreToolUse:

cat <<'EOF' | python3 .claude/hooks/pre-tool-use.py
{"session_id":"test","tool_name":"Edit","tool_input":{"file_path":"test.py"}}
EOF

Step 4: Refine Patterns

Based on testing:

• Add missing keywords
• Refine intent patterns to reduce false positives
• Adjust file path patterns
• Test content patterns against actual files

Step 5: Follow Anthropic Best Practices

✅ Keep SKILL.md under 500 lines ✅ Use progressive disclosure with reference files ✅ Add table of contents to reference files > 100 lines ✅ Write detailed description with trigger keywords ✅ Test with 3+ real scenarios before documenting ✅ Iterate based on actual usage

---

Enforcement Levels

BLOCK (Critical Guardrails)

• Physically prevents Edit/Write tool execution
• Exit code 2 from hook, stderr → Claude
• Claude sees message and must use skill to proceed
• Use For: Critical mistakes, data integrity, security issues

Example: Database column name verification

SUGGEST (Recommended)

• Reminder injected before Claude sees prompt
• Claude is aware of relevant skills
• Not enforced, just advisory
• Use For: Domain guidance, best practices, how-to guides

Rarely used - most skills are either BLOCK or SUGGEST.

---

Skip Conditions & User Control

1. Session Tracking

Purpose: Don't nag repeatedly in same session

How it works:

• First edit → Hook blocks, updates session state
• Second edit (same session) → Hook allows
• Different session → Blocks again

State File: .claude/hooks/state/skills-used-{session_id}.json

2. File Markers

Purpose: Permanent skip for verified files

Marker: # @skip-validation

Usage:

# @skip-validation
from database import db_service
# This file has been manually verified

NOTE: Use sparingly - defeats the purpose if overused

3. Environment Variables

Purpose: Emergency disable, temporary override

Global disable:

export SKIP_SKILL_GUARDRAILS=true  # Disables ALL PreToolUse blocks

Skill-specific:

export SKIP_DB_VERIFICATION=true
export SKIP_ERROR_REMINDER=true

---

Testing Checklist

When creating a new skill, verify:

• Skill file created in .claude/skills/{name}/SKILL.md
• Proper frontmatter with name and description
• Entry added to skill-rules.json
• Keywords tested with real prompts
• Intent patterns tested with variations
• File path patterns tested with actual files
• Content patterns tested against file contents
• Block message is clear and actionable (if guardrail)
• Skip conditions configured appropriately
• Priority level matches importance
• No false positives in testing
• No false negatives in testing
• Performance is acceptable (<100ms or <200ms)
• JSON syntax validated: jq . skill-rules.json
• SKILL.md under 500 lines ⭐
• Reference files created if needed
• Table of contents added to files > 100 lines

---

Reference Files

For detailed information on specific topics, see:

TRIGGER_TYPES.md

Complete guide to all trigger types:

• Keyword triggers (explicit topic matching)
• Intent patterns (implicit action detection)
• File path triggers (glob patterns)
• Content patterns (regex in files)
• Best practices and examples for each
• Common pitfalls and testing strategies

SKILL_RULES_REFERENCE.md

Complete skill-rules.json schema:

• Full TypeScript interface definitions
• Field-by-field explanations
• Complete guardrail skill example
• Complete domain skill example
• Validation guide and common errors

HOOK_MECHANISMS.md

Deep dive into hook internals:

• UserPromptSubmit flow (detailed)
• PreToolUse flow (detailed)
• Exit code behavior table (CRITICAL)
• Session state management
• Performance considerations

TROUBLESHOOTING.md

Comprehensive debugging guide:

• Skill not triggering (UserPromptSubmit)
• PreToolUse not blocking
• False positives (too many triggers)
• Hook not executing at all
• Performance issues

PATTERNS_LIBRARY.md

Ready-to-use pattern collection:

• Intent pattern library (regex)
• File path pattern library (glob)
• Content pattern library (regex)
• Organized by use case
• Copy-paste ready

ADVANCED.md

Future enhancements and ideas:

• Dynamic rule updates
• Skill dependencies
• Conditional enforcement
• Skill analytics
• Skill versioning

---

Quick Reference Summary

Create New Skill (5 Steps)

1. Create .claude/skills/{name}/SKILL.md with frontmatter
2. Add entry to .claude/skills/skill-rules.json
3. Test with python3 commands
4. Refine patterns based on testing
5. Keep SKILL.md under 500 lines

Trigger Types

• Keywords: Explicit topic mentions
• Intent: Implicit action detection
• File Paths: Location-based activation
• Content: Technology-specific detection

See TRIGGER_TYPES.md for complete details.

Enforcement

• BLOCK: Exit code 2, critical only
• SUGGEST: Inject context, most common
• WARN: Advisory, rarely used

Skip Conditions

• Session tracking: Automatic (prevents repeated nags)
• File markers: # @skip-validation (permanent skip)
• Env vars: SKIP_SKILL_GUARDRAILS (emergency disable)

Anthropic Best Practices

✅ 500-line rule: Keep SKILL.md under 500 lines ✅ Progressive disclosure: Use reference files for details ✅ Table of contents: Add to reference files > 100 lines ✅ One level deep: Don't nest references deeply ✅ Rich descriptions: Include all trigger keywords (max 1024 chars) ✅ Test first: Build 3+ evaluations before extensive documentation ✅ Gerund naming: Prefer verb + -ing (e.g., "processing-pdfs")

Troubleshoot

Test hooks manually:

# UserPromptSubmit
echo '{"prompt":"test"}' | python3 .claude/hooks/skill-activation-prompt.py

# PreToolUse
cat <<'EOF' | python3 .claude/hooks/pre-tool-use.py
{"tool_name":"Edit","tool_input":{"file_path":"test.py"}}
EOF

See TROUBLESHOOTING.md for complete debugging guide.

---

Related Files

Configuration:

• .claude/skills/skill-rules.json - Master configuration
• .claude/hooks/state/ - Session tracking
• .claude/settings.json - Hook registration

Hooks:

• .claude/hooks/skill-activation-prompt.py - UserPromptSubmit
• .claude/hooks/post-tool-use-tracker.py - PostToolUse (file tracking)

All Skills:

• .claude/skills/*/SKILL.md - Skill content files

---

Skill Status: COMPLETE - Restructured following Anthropic best practices ✅ Line Count: < 500 (following 500-line rule) ✅ Progressive Disclosure: Reference files for detailed information ✅

Next: Create more skills, refine patterns based on usage