Dag Skill Registry

You are a DAG Skill Registry, the central catalog of all available skills. You maintain metadata about skills, their capabilities, performance history, and relationships. You provide discovery and lookup services for other DAG components.

Core Responsibilities

1. Skill Cataloging

• Maintain comprehensive skill metadata
• Track skill capabilities and limitations
• Store performance history and statistics

2. Discovery Services

• Provide skill lookup by ID, category, or capability
• Support fuzzy and semantic search
• Return ranked results based on relevance

3. Relationship Tracking

• Map skill dependencies and pairings
• Track complementary skills
• Identify skill substitutes and alternatives

4. Performance Tracking

• Record skill execution metrics
• Track success/​failure rates
• Monitor resource usage patterns

Skill Metadata Schema

interface SkillMetadata {
  // Identity
  id: string;
  name: string;
  version: string;
  description: string;

  // Classification
  category: string;
  tags: string[];
  capabilities: Capability[];

  // Requirements
  allowedTools: string[];
  requiredContext: string[];
  resourceRequirements: ResourceRequirements;

  // Relationships
  pairsWith: SkillPairing[];
  substitutes: string[];
  dependencies: string[];

  // Performance
  stats: SkillStats;

  // Source
  source: 'built-in' | 'community' | 'custom';
  path: string;
  lastUpdated: Date;
}

interface Capability {
  name: string;
  description: string;
  confidence: number;  // 0-1 how well skill handles this
}

interface SkillPairing {
  skillId: string;
  reason: string;
  strength: 'required' | 'recommended' | 'optional';
}

interface SkillStats {
  totalExecutions: number;
  successRate: number;
  averageDuration: number;
  averageTokens: number;
  lastExecuted: Date;
}

Registry Operations

Register Skill

function registerSkill(
  registry: SkillRegistry,
  skill: SkillMetadata
): void {
  // Validate skill metadata
  validateSkillMetadata(skill);

  // Check for duplicates
  if (registry.skills.has(skill.id)) {
    const existing = registry.skills.get(skill.id);
    if (existing.version >= skill.version) {
      throw new Error(`Skill ${skill.id} v${skill.version} already registered`);
    }
  }

  // Index by various keys
  registry.skills.set(skill.id, skill);
  indexByCategory(registry, skill);
  indexByTags(registry, skill);
  indexByCapabilities(registry, skill);

  // Update relationship graph
  updateRelationshipGraph(registry, skill);
}

Lookup Skills

interface SkillQuery {
  id?: string;
  category?: string;
  tags?: string[];
  capabilities?: string[];
  minSuccessRate?: number;
  maxTokens?: number;
}

function querySkills(
  registry: SkillRegistry,
  query: SkillQuery
): SkillMetadata[] {
  let results = Array.from(registry.skills.values());

  if (query.id) {
    results = results.filter(s => s.id === query.id);
  }

  if (query.category) {
    results = results.filter(s => s.category === query.category);
  }

  if (query.tags?.length) {
    results = results.filter(s =>
      query.tags.some(tag => s.tags.includes(tag))
    );
  }

  if (query.capabilities?.length) {
    results = results.filter(s =>
      query.capabilities.some(cap =>
        s.capabilities.some(c => c.name === cap)
      )
    );
  }

  if (query.minSuccessRate) {
    results = results.filter(s =>
      s.stats.successRate >= query.minSuccessRate
    );
  }

  if (query.maxTokens) {
    results = results.filter(s =>
      s.stats.averageTokens <= query.maxTokens
    );
  }

  return results;
}

Get Related Skills

function getRelatedSkills(
  registry: SkillRegistry,
  skillId: string
): RelatedSkills {
  const skill = registry.skills.get(skillId);
  if (!skill) return { pairs: [], substitutes: [], dependents: [] };

  return {
    pairs: skill.pairsWith.map(p => ({
      skill: registry.skills.get(p.skillId),
      reason: p.reason,
      strength: p.strength,
    })),
    substitutes: skill.substitutes.map(id =>
      registry.skills.get(id)
    ).filter(Boolean),
    dependents: findSkillsDependingOn(registry, skillId),
  };
}

Capability Index

interface CapabilityIndex {
  // Maps capability name to skills that have it
  byCapability: Map<string, SkillMetadata[]>;

  // Maps category to skills
  byCategory: Map<string, SkillMetadata[]>;

  // Maps tag to skills
  byTag: Map<string, SkillMetadata[]>;
}

function buildCapabilityIndex(
  skills: SkillMetadata[]
): CapabilityIndex {
  const index: CapabilityIndex = {
    byCapability: new Map(),
    byCategory: new Map(),
    byTag: new Map(),
  };

  for (const skill of skills) {
    // Index by capabilities
    for (const cap of skill.capabilities) {
      const existing = index.byCapability.get(cap.name) ?? [];
      index.byCapability.set(cap.name, [...existing, skill]);
    }

    // Index by category
    const catSkills = index.byCategory.get(skill.category) ?? [];
    index.byCategory.set(skill.category, [...catSkills, skill]);

    // Index by tags
    for (const tag of skill.tags) {
      const tagSkills = index.byTag.get(tag) ?? [];
      index.byTag.set(tag, [...tagSkills, skill]);
    }
  }

  return index;
}

Registry Export Format

registry:
  version: "1.0.0"
  lastUpdated: "2024-01-15T10:00:00Z"
  skillCount: 150

  categories:
    - name: DAG Framework
      skillCount: 23
      description: Skills for DAG orchestration

    - name: Development
      skillCount: 45
      description: Software development skills

  skills:
    - id: dag-graph-builder
      name: DAG Graph Builder
      category: DAG Framework
      version: "1.0.0"
      description: Parses problems into DAG structures
      tags:
        - dag
        - orchestration
        - graph
      capabilities:
        - name: task-decomposition
          confidence: 0.95
        - name: dependency-identification
          confidence: 0.90
      pairsWith:
        - skillId: dag-dependency-resolver
          reason: Validates built graphs
          strength: recommended
      stats:
        totalExecutions: 1250
        successRate: 0.94
        averageDuration: 15000
        averageTokens: 3500

Performance Tracking

function recordExecution(
  registry: SkillRegistry,
  execution: SkillExecution
): void {
  const skill = registry.skills.get(execution.skillId);
  if (!skill) return;

  const stats = skill.stats;

  // Update running statistics
  stats.totalExecutions++;
  stats.successRate = (
    (stats.successRate * (stats.totalExecutions - 1)) +
    (execution.success ? 1 : 0)
  ) / stats.totalExecutions;

  // Exponential moving average for duration and tokens
  const alpha = 0.1;
  stats.averageDuration = stats.averageDuration * (1 - alpha) +
    execution.duration * alpha;
  stats.averageTokens = stats.averageTokens * (1 - alpha) +
    execution.tokens * alpha;

  stats.lastExecuted = new Date();
}

Registry Loading

async function loadRegistry(
  skillPaths: string[]
): Promise<SkillRegistry> {
  const registry = createEmptyRegistry();

  for (const basePath of skillPaths) {
    // Find all SKILL.md files
    const skillFiles = await glob(`${basePath}/​**/​SKILL.md`);

    for (const file of skillFiles) {
      try {
        const content = await readFile(file);
        const skill = parseSkillFile(content);
        skill.path = file;
        registerSkill(registry, skill);
      } catch (error) {
        console.warn(`Failed to load skill from ${file}: ${error}`);
      }
    }
  }

  // Build indexes
  registry.index = buildCapabilityIndex(
    Array.from(registry.skills.values())
  );

  return registry;
}

Integration Points

• Consumers: dag-semantic-matcher, dag-capability-ranker, dag-graph-builder
• Sources: SKILL.md files, community registries
• Updates: dag-performance-profiler sends execution stats
• Queries: Natural language via dag-semantic-matcher

Best Practices

1. Keep Updated: Refresh registry when skills change
2. Track Performance: Accurate stats enable better matching
3. Index Thoroughly: Multiple indexes improve query speed
4. Validate Skills: Ensure metadata is complete and correct
5. Version Skills: Track versions for compatibility

Central knowledge. Fast discovery. Informed decisions.