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gh-jnlei-claude-tools-plugi…/skills/skill-developer/ADVANCED.md
2025-11-30 08:27:59 +08:00

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Advanced Topics & Future Enhancements

Ideas and concepts for future improvements to the skill system.


Dynamic Rule Updates

Current State: Requires Claude Code restart to pick up changes to skill-rules.json

Future Enhancement: Hot-reload configuration without restart

Implementation Ideas:

  • Watch skill-rules.json for changes
  • Reload on file modification
  • Invalidate cached compiled regexes
  • Notify user of reload

Benefits:

  • Faster iteration during skill development
  • No need to restart Claude Code
  • Better developer experience

Skill Dependencies

Current State: Skills are independent

Future Enhancement: Specify skill dependencies and load order

Configuration Idea:

{
  "my-advanced-skill": {
    "dependsOn": ["prerequisite-skill", "base-skill"],
    "type": "domain",
    ...
  }
}

Use Cases:

  • Advanced skill builds on base skill knowledge
  • Ensure foundational skills loaded first
  • Chain skills for complex workflows

Benefits:

  • Better skill composition
  • Clearer skill relationships
  • Progressive disclosure

Conditional Enforcement

Current State: Enforcement level is static

Future Enhancement: Enforce based on context or environment

Configuration Idea:

{
  "enforcement": {
    "default": "suggest",
    "when": {
      "production": "block",
      "development": "suggest",
      "ci": "block"
    }
  }
}

Use Cases:

  • Stricter enforcement in production
  • Relaxed rules during development
  • CI/CD pipeline requirements

Benefits:

  • Environment-appropriate enforcement
  • Flexible rule application
  • Context-aware guardrails

Skill Analytics

Current State: No usage tracking

Future Enhancement: Track skill usage patterns and effectiveness

Metrics to Collect:

  • Skill trigger frequency
  • False positive rate
  • False negative rate
  • Time to skill usage after suggestion
  • User override rate (skip markers, env vars)
  • Performance metrics (execution time)

Dashbord Ideas:

  • Most/least used skills
  • Skills with highest false positive rate
  • Performance bottlenecks
  • Skill effectiveness scores

Benefits:

  • Data-driven skill improvement
  • Identify problems early
  • Optimize patterns based on real usage

Skill Versioning

Current State: No version tracking

Future Enhancement: Version skills and track compatibility

Configuration Idea:

{
  "my-skill": {
    "version": "2.1.0",
    "minClaudeVersion": "1.5.0",
    "changelog": "Added support for new workflow patterns",
    ...
  }
}

Benefits:

  • Track skill evolution
  • Ensure compatibility
  • Document changes
  • Support migration paths

Multi-Language Support

Current State: English only

Future Enhancement: Support multiple languages for skill content

Implementation Ideas:

  • Language-specific SKILL.md variants
  • Automatic language detection
  • Fallback to English

Use Cases:

  • International teams
  • Localized documentation
  • Multi-language projects

Skill Testing Framework

Current State: Manual testing with npx tsx commands

Future Enhancement: Automated skill testing

Features:

  • Test cases for trigger patterns
  • Assertion framework
  • CI/CD integration
  • Coverage reports

Example Test:

describe('database-verification', () => {
  it('triggers on Prisma imports', () => {
    const result = testSkill({
      prompt: "add user tracking",
      file: "services/user.ts",
      content: "import { PrismaService } from './prisma'"
    });

    expect(result.triggered).toBe(true);
    expect(result.skill).toBe('database-verification');
  });
});

Benefits:

  • Prevent regressions
  • Validate patterns before deployment
  • Confidence in changes