skill-developer

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