Skill Creator Expert

Skill Creator Expert

Master skill architect for designing, implementing, and validating high-quality PCL skills. Specializes in domain knowledge extraction, skill composition patterns, and PCL best practices.

Core Competencies

Skill Design Principles

• Domain analysis and knowledge extraction
• Skill scope definition and boundaries
• Dependency mapping and composition
• Tool allowlist configuration
• Version management and evolution

Skill Architecture Patterns

• Single-responsibility skills
• Composite skills (orchestration)
• Hierarchical skill structures
• Cross-domain skill integration
• Reusable skill components

Quality & Validation

• Skill testing frameworks
• Documentation completeness
• Example scenario coverage
• Performance benchmarking
• Security review

Skill Creation Framework

1. Domain Analysis Template

interface DomainAnalysis {
  // Core domain identification
  domain: {
    name: string;
    category:
      | 'language'
      | 'framework'
      | 'cloud'
      | 'data'
      | 'devops'
      | 'ai'
      | 'security'
      | 'professional'
      | 'scientific'
      | 'tools'
      | 'domains';
    subcategories: string[];
    relatedDomains: string[];
  };

  // Knowledge extraction
  coreKnowledge: {
    fundamentals: string[];
    advancedConcepts: string[];
    bestPractices: string[];
    antiPatterns: string[];
    commonPitfalls: string[];
  };

  // Practical expertise
  practicalSkills: {
    codePatterns: CodePattern[];
    architecturePatterns: ArchitecturePattern[];
    toolingExpertise: string[];
    debuggingStrategies: string[];
    optimizationTechniques: string[];
  };

  // Real-world scenarios
  useCases: {
    beginner: Scenario[];
    intermediate: Scenario[];
    advanced: Scenario[];
    expert: Scenario[];
  };

  // Integration points
  dependencies: {
    required: string[];
    optional: string[];
    complementary: string[];
  };
}

interface CodePattern {
  name: string;
  context: string;
  problem: string;
  solution: string;
  example: string;
  alternatives: string[];
}

interface ArchitecturePattern {
  name: string;
  applicability: string;
  structure: string;
  implementation: string;
  consequences: {
    benefits: string[];
    tradeoffs: string[];
  };
}

interface Scenario {
  title: string;
  context: string;
  challenge: string;
  approach: string;
  codeExample: string;
  explanation: string;
}

2. Skill Structure Generator

class SkillStructureGenerator {
  /**
   * Generate complete skill structure from domain analysis
   */
  generateSkill(analysis: DomainAnalysis): SkillDefinition {
    return {
      metadata: this.generateMetadata(analysis),
      frontMatter: this.generateFrontMatter(analysis),
      coreConcepts: this.extractCoreConcepts(analysis),
      codeExamples: this.generateCodeExamples(analysis),
      bestPractices: this.compileBestPractices(analysis),
      advancedPatterns: this.extractAdvancedPatterns(analysis),
      integrationGuide: this.generateIntegrationGuide(analysis),
      troubleshooting: this.generateTroubleshooting(analysis),
      references: this.gatherReferences(analysis),
    };
  }

  /**
   * Generate YAML front matter
   */
  private generateFrontMatter(analysis: DomainAnalysis): string {
    const tools = this.determineRequiredTools(analysis);
    const tags = this.extractRelevantTags(analysis);

    return `---
name: ${analysis.domain.name}
version: 1.0.0
description: ${this.generateDescription(analysis)}
category: ${analysis.domain.category}
tags: [${tags.join(', ')}]
allowed-tools:
${tools.map((t) => `  - ${t}`).join('\n')}
---`;
  }

  /**
   * Extract and organize core concepts
   */
  private extractCoreConcepts(analysis: DomainAnalysis): Section {
    return {
      title: 'Core Concepts',
      subsections: [
        {
          title: 'Fundamentals',
          content: this.formatFundamentals(analysis.coreKnowledge.fundamentals),
        },
        {
          title: 'Advanced Concepts',
          content: this.formatAdvancedConcepts(
            analysis.coreKnowledge.advancedConcepts
          ),
        },
        {
          title: 'Best Practices',
          content: this.formatBestPractices(
            analysis.coreKnowledge.bestPractices
          ),
        },
      ],
    };
  }

  /**
   * Generate comprehensive code examples
   */
  private generateCodeExamples(analysis: DomainAnalysis): Section {
    const examples: CodeExample[] = [];

    // Extract patterns by complexity
    for (const level of [
      'beginner',
      'intermediate',
      'advanced',
      'expert',
    ] as const) {
      const scenarios = analysis.useCases[level];
      scenarios.forEach((scenario) => {
        examples.push({
          title: scenario.title,
          level,
          code: scenario.codeExample,
          explanation: scenario.explanation,
          context: scenario.context,
        });
      });
    }

    return this.formatCodeExamplesSection(examples);
  }

  /**
   * Compile best practices with rationale
   */
  private compileBestPractices(analysis: DomainAnalysis): Section {
    const practices = analysis.coreKnowledge.bestPractices.map((practice) => ({
      practice,
      rationale: this.extractRationale(practice, analysis),
      examples: this.findExamples(practice, analysis),
      antiPatterns: this.findRelatedAntiPatterns(practice, analysis),
    }));

    return {
      title: 'Best Practices',
      content: this.formatBestPracticesWithContext(practices),
    };
  }

  /**
   * Extract advanced patterns and architectures
   */
  private extractAdvancedPatterns(analysis: DomainAnalysis): Section {
    return {
      title: 'Advanced Patterns',
      subsections: analysis.practicalSkills.architecturePatterns.map(
        (pattern) => ({
          title: pattern.name,
          content: this.formatArchitecturePattern(pattern),
        })
      ),
    };
  }

  /**
   * Generate integration guide
   */
  private generateIntegrationGuide(analysis: DomainAnalysis): Section {
    const integrations = this.analyzeIntegrations(analysis);

    return {
      title: 'Integration Guide',
      subsections: [
        {
          title: 'Required Dependencies',
          content: this.formatDependencies(analysis.dependencies.required),
        },
        {
          title: 'Optional Integrations',
          content: this.formatOptionalIntegrations(
            analysis.dependencies.optional
          ),
        },
        {
          title: 'Complementary Skills',
          content: this.formatComplementarySkills(
            analysis.dependencies.complementary
          ),
        },
        {
          title: 'Integration Patterns',
          content: this.formatIntegrationPatterns(integrations),
        },
      ],
    };
  }

  /**
   * Generate troubleshooting guide
   */
  private generateTroubleshooting(analysis: DomainAnalysis): Section {
    const issues = this.extractCommonIssues(analysis);

    return {
      title: 'Troubleshooting',
      content: issues.map((issue) => this.formatTroubleshootingItem(issue)),
    };
  }

  /**
   * Gather comprehensive references
   */
  private gatherReferences(analysis: DomainAnalysis): Section {
    return {
      title: 'References',
      subsections: [
        {
          title: 'Official Documentation',
          content: this.findOfficialDocs(analysis.domain.name),
        },
        {
          title: 'Community Resources',
          content: this.findCommunityResources(analysis.domain.name),
        },
        {
          title: 'Related Skills',
          content: analysis.domain.relatedDomains
            .map((d) => `- ${d}`)
            .join('\n'),
        },
      ],
    };
  }
}

3. Skill Validation Engine

class SkillValidator {
  /**
   * Comprehensive skill validation
   */
  validate(skill: SkillDefinition): ValidationReport {
    const checks: ValidationCheck[] = [
      this.validateMetadata(skill),
      this.validateStructure(skill),
      this.validateContent(skill),
      this.validateExamples(skill),
      this.validateDocumentation(skill),
      this.validateSecurity(skill),
    ];

    const errors = checks.flatMap((c) => c.errors);
    const warnings = checks.flatMap((c) => c.warnings);
    const suggestions = this.generateSuggestions(skill, checks);

    return {
      valid: errors.length === 0,
      errors,
      warnings,
      suggestions,
      score: this.calculateQualityScore(checks),
    };
  }

  /**
   * Validate metadata completeness
   */
  private validateMetadata(skill: SkillDefinition): ValidationCheck {
    const errors: string[] = [];
    const warnings: string[] = [];

    if (!skill.metadata.name || skill.metadata.name.length === 0) {
      errors.push('Skill name is required');
    }

    if (
      !skill.metadata.version ||
      !this.isValidSemver(skill.metadata.version)
    ) {
      errors.push('Valid semantic version is required');
    }

    if (!skill.metadata.description || skill.metadata.description.length < 20) {
      warnings.push('Description should be at least 20 characters');
    }

    if (!skill.metadata.category) {
      errors.push('Category is required');
    }

    if (!skill.metadata.tags || skill.metadata.tags.length === 0) {
      warnings.push('At least one tag should be specified');
    }

    return { errors, warnings };
  }

  /**
   * Validate skill structure
   */
  private validateStructure(skill: SkillDefinition): ValidationCheck {
    const errors: string[] = [];
    const warnings: string[] = [];

    const requiredSections = [
      'Core Concepts',
      'Code Examples',
      'Best Practices',
    ];

    for (const section of requiredSections) {
      if (!this.hasSection(skill, section)) {
        errors.push(`Missing required section: ${section}`);
      }
    }

    if (!skill.codeExamples || skill.codeExamples.length < 3) {
      warnings.push('At least 3 code examples recommended');
    }

    return { errors, warnings };
  }

  /**
   * Validate content quality
   */
  private validateContent(skill: SkillDefinition): ValidationCheck {
    const warnings: string[] = [];

    // Check for placeholder content
    const placeholders = ['TODO', 'FIXME', '[...]', 'TBD'];
    const content = this.extractAllContent(skill);

    for (const placeholder of placeholders) {
      if (content.includes(placeholder)) {
        warnings.push(`Found placeholder: ${placeholder}`);
      }
    }

    // Check content length
    if (content.length < 1000) {
      warnings.push('Skill content seems too brief (< 1000 characters)');
    }

    return { errors: [], warnings };
  }

  /**
   * Validate code examples
   */
  private validateExamples(skill: SkillDefinition): ValidationCheck {
    const errors: string[] = [];
    const warnings: string[] = [];

    for (const example of skill.codeExamples || []) {
      // Check for syntax errors (basic validation)
      if (!this.isValidCode(example.code, skill.metadata.category)) {
        errors.push(`Invalid code syntax in example: ${example.title}`);
      }

      // Check for explanations
      if (!example.explanation || example.explanation.length < 50) {
        warnings.push(`Example "${example.title}" needs better explanation`);
      }

      // Check for security issues
      const securityIssues = this.checkCodeSecurity(example.code);
      if (securityIssues.length > 0) {
        warnings.push(
          `Security concerns in "${example.title}": ${securityIssues.join(', ')}`
        );
      }
    }

    return { errors, warnings };
  }

  /**
   * Validate documentation completeness
   */
  private validateDocumentation(skill: SkillDefinition): ValidationCheck {
    const warnings: string[] = [];

    if (!skill.integrationGuide) {
      warnings.push('Consider adding integration guide');
    }

    if (!skill.troubleshooting) {
      warnings.push('Consider adding troubleshooting section');
    }

    if (!skill.references) {
      warnings.push('Consider adding references section');
    }

    return { errors: [], warnings };
  }

  /**
   * Security validation
   */
  private validateSecurity(skill: SkillDefinition): ValidationCheck {
    const warnings: string[] = [];

    // Check for dangerous tools
    const dangerousTools = ['Execute', 'Shell', 'System'];
    const tools = skill.metadata.allowedTools || [];

    for (const tool of tools) {
      if (dangerousTools.includes(tool)) {
        warnings.push(`Tool "${tool}" requires security justification`);
      }
    }

    // Check for hardcoded secrets in examples
    const allCode = (skill.codeExamples || []).map((e) => e.code).join('\n');

    const secretPatterns = [
      /password\s*=\s*["'][^"']+["']/i,
      /api[_-]?key\s*=\s*["'][^"']+["']/i,
      /secret\s*=\s*["'][^"']+["']/i,
      /token\s*=\s*["'][^"']+["']/i,
    ];

    for (const pattern of secretPatterns) {
      if (pattern.test(allCode)) {
        warnings.push('Code examples contain hardcoded credentials');
        break;
      }
    }

    return { errors: [], warnings };
  }

  /**
   * Calculate quality score
   */
  private calculateQualityScore(checks: ValidationCheck[]): number {
    const totalErrors = checks.reduce((sum, c) => sum + c.errors.length, 0);
    const totalWarnings = checks.reduce((sum, c) => sum + c.warnings.length, 0);

    const errorPenalty = totalErrors * 10;
    const warningPenalty = totalWarnings * 2;

    return Math.max(0, 100 - errorPenalty - warningPenalty);
  }
}

4. Interactive Skill Builder

class InteractiveSkillBuilder {
  /**
   * Guide user through skill creation process
   */
  async buildSkill(): Promise<SkillDefinition> {
    console.log('🎯 PCL Skill Creator - Interactive Mode\n');

    // Step 1: Domain identification
    const domain = await this.identifyDomain();
    console.log(`✓ Domain identified: ${domain.name}\n`);

    // Step 2: Knowledge extraction
    const knowledge = await this.extractKnowledge(domain);
    console.log(
      `✓ Knowledge extracted: ${knowledge.concepts.length} concepts\n`
    );

    // Step 3: Code patterns
    const patterns = await this.collectCodePatterns(domain, knowledge);
    console.log(`✓ Code patterns collected: ${patterns.length}\n`);

    // Step 4: Use cases
    const useCases = await this.defineUseCases(domain, patterns);
    console.log(`✓ Use cases defined: ${useCases.length}\n`);

    // Step 5: Dependencies
    const dependencies = await this.mapDependencies(domain);
    console.log(`✓ Dependencies mapped\n`);

    // Step 6: Generate skill
    const analysis: DomainAnalysis = {
      domain,
      coreKnowledge: knowledge,
      practicalSkills: { codePatterns: patterns /* ... */ },
      useCases: this.organizeUseCases(useCases),
      dependencies,
    };

    const generator = new SkillStructureGenerator();
    const skill = generator.generateSkill(analysis);

    // Step 7: Validate
    const validator = new SkillValidator();
    const report = validator.validate(skill);

    console.log(`\n📊 Validation Report:`);
    console.log(`   Score: ${report.score}/100`);
    console.log(`   Errors: ${report.errors.length}`);
    console.log(`   Warnings: ${report.warnings.length}`);

    if (report.errors.length > 0) {
      console.log('\n❌ Errors:');
      report.errors.forEach((e) => console.log(`   - ${e}`));
    }

    if (report.warnings.length > 0) {
      console.log('\n⚠️  Warnings:');
      report.warnings.forEach((w) => console.log(`   - ${w}`));
    }

    if (report.suggestions.length > 0) {
      console.log('\n💡 Suggestions:');
      report.suggestions.forEach((s) => console.log(`   - ${s}`));
    }

    return skill;
  }

  /**
   * Identify and analyze domain
   */
  private async identifyDomain(): Promise<Domain> {
    // Interactive prompts or automated analysis
    return {
      name: 'example-expert',
      category: 'tools',
      subcategories: [],
      relatedDomains: [],
    };
  }

  /**
   * Extract domain knowledge through various methods
   */
  private async extractKnowledge(domain: Domain): Promise<CoreKnowledge> {
    // Scrape documentation, analyze repositories, etc.
    return {
      fundamentals: [],
      advancedConcepts: [],
      bestPractices: [],
      antiPatterns: [],
      commonPitfalls: [],
    };
  }
}

Skill Templates

Minimal Skill Template

````markdown --- name: [skill-name] version: 1.0.0 description: [Brief description] category: [category] tags: [tag1, tag2, tag3] allowed-tools:

• Read
• Write

---

[Skill Name] Expert

[Comprehensive description of the skill's purpose and capabilities]

Core Concepts

[Concept 1]

[Explanation with examples]

[Concept 2]

[Explanation with examples]

Code Examples

Example 1: [Title]

```[language] // Code example with detailed comments

[Explanation of the example]

Best Practices

1. [Practice 1]: [Rationale] 2. [Practice 2]: [Rationale]

Advanced Patterns

[Pattern Name]

[Description and implementation]

Troubleshooting

Issue: [Common Problem]

Solution: [Resolution steps]

References

• Official Documentation
• Community Resources

````

Full-Featured Skill Template

See examples in stdlib/ai/ai-architect-expert/SKILL.md for comprehensive structure.

Best Practices for Skill Creation

1. Domain Expertise Depth

• Deep, not broad: Focus on specific domain mastery
• Practical over theoretical: Emphasize actionable knowledge
• Current best practices: Keep content up-to-date
• Real-world scenarios: Include production-ready examples

2. Code Quality

• Executable examples: All code should be runnable
• Comprehensive comments: Explain non-obvious logic
• Error handling: Show proper error management
• Security awareness: No hardcoded secrets, safe patterns

3. Documentation Excellence

• Clear structure: Logical flow from basics to advanced
• Consistent formatting: Use standard markdown conventions
• Complete examples: Show full context, not just snippets
• Cross-references: Link to related skills and concepts

4. Maintainability

• Semantic versioning: Follow semver for versions
• Changelog tracking: Document changes between versions
• Deprecation notices: Warn about outdated patterns
• Migration guides: Help users upgrade

5. Integration Patterns

• Dependency declaration: Clearly state requirements
• Composition examples: Show skill combinations
• Tool restrictions: Minimal, justified allowed-tools
• Namespace awareness: Avoid conflicts with other skills

Skill Quality Checklist

• [ ] Valid front matter (name, version, description, category, tags)
• [ ] Appropriate allowed-tools list
• [ ] Core concepts section with clear explanations
• [ ] At least 3 comprehensive code examples
• [ ] Best practices with rationale
• [ ] Advanced patterns section
• [ ] Troubleshooting guide
• [ ] References and links
• [ ] No hardcoded secrets or credentials
• [ ] All code examples tested and working
• [ ] Clear integration guidelines
• [ ] Proper error handling in examples
• [ ] Security considerations addressed
• [ ] Version compatibility notes
• [ ] Performance considerations

Advanced Features

Skill Composition Patterns

// Example: Composite skill that combines multiple experts
const fullStackSkill = {
  name: 'fullstack-web-developer',
  composition: [
    'react-expert',      // Frontend
    'nodejs-expert',     // Backend
    'postgresql-expert', // Database
    'docker-expert',     // Deployment
    'aws-expert',        // Cloud
  ],
  coordinationStrategy: 'collaborative',
};

Dynamic Skill Loading

class SkillLoader {
  /**
   * Load skill with dependency resolution
   */
  async loadSkill(name: string): Promise<Skill> {
    const skill = await this.fetchSkill(name);
    const dependencies = skill.metadata.dependencies || [];

    // Recursively load dependencies
    const loadedDeps = await Promise.all(
      dependencies.map((dep) => this.loadSkill(dep))
    );

    return {
      ...skill,
      dependencies: loadedDeps,
    };
  }
}

Skill Versioning Strategy

interface SkillVersion {
  version: string;
  releaseDate: string;
  changes: {
    breaking: string[];
    features: string[];
    fixes: string[];
    deprecated: string[];
  };
  migrationGuide?: string;
}

// Example changelog
const changelog: SkillVersion[] = [
  {
    version: '2.0.0',
    releaseDate: '2026-01-31',
    changes: {
      breaking: ['Removed deprecated X method'],
      features: ['Added Y capability'],
      fixes: ['Fixed Z issue'],
      deprecated: ['Method A is now deprecated'],
    },
    migrationGuide: 'See MIGRATION.md for upgrade path',
  },
];

References

• PCL Language Specification
• Skill Authoring Guide
• Skill Composition Patterns
• PCL Best Practices

Related Skills

• standards-expert - For compliance and best practices
• ai-architect-expert - For AI/ML skill design patterns
• testing-expert - For skill validation strategies
• documentation-expert - For comprehensive documentation