Skills Router

Skills Router

Routes tasks to appropriate skills using semantic discovery across skill databases.

Skill Databases

Skill Categories

Reasoning Skills (skill-db)

Development Skills (skill-db)

Research Skills (skill-db)

Context Skills (skill-db)

Heavy Skills (skill-library)

Routing Logic

# Semantic skill search
ck --sem "{query}" ~/.claude/skill-db/ --top-k 5

# Skill discovery metasystem
# (Invokes skill-discovery skill)

# mcp-skillset (when available)
mcp-skillset search "{query}"

Decision Tree

Skill Task Detected
    │
    ├── Reasoning/Thinking?
    │   ├── Cognitive? → think
    │   ├── Formal proof? → AoT
    │   ├── Decomposition? → reason
    │   └── Complex system? → urf | mega
    │
    ├── Development?
    │   ├── Terminal UI? → terminal
    │   ├── MCP server? → mcp-builder
    │   └── Claude component? → component
    │
    ├── Research?
    │   ├── Deep dive? → deep-research
    │   ├── Skill finding? → skill-discovery
    │   └── NotebookLM? → notebooklm
    │
    ├── Context Extraction?
    │   ├── Personal/lifelog? → context-orchestrator → limitless
    │   ├── Documentation? → context-orchestrator → research
    │   ├── Local code/LTM? → context-orchestrator → pieces
    │   └── Limitless CLI development? → limitless-cli
    │
    ├── Writing?
    │   ├── Persuasive? → dialectical
    │   ├── SAQ/Exam? → saq | textbook-grounding
    │   └── Critique? → critique
    │
    ├── Data/Graph?
    │   ├── Knowledge graph? → hkgb | ontolog
    │   ├── Batch processing? → process | obsidian-batch
    │   └── Graph reasoning? → mega | graph
    │
    └── Domain-specific?
        ├── Physiology? → telos | qp
        ├── Scientific? → rct-appraisal
        └── Code quality? → code-skills/*

Skill Loading Protocol

progressive_loading:
  level_0: Read SKILL.md frontmatter only
  level_1: Read full SKILL.md
  level_2: Load references/*.md
  level_3: Load scripts/ and full capability

load_triggers:
  - Explicit skill invocation
  - Semantic match > 0.7
  - Domain keyword match
  - User request

Integration

• skill-discovery: Semantic skill search
• skill-rag-router: GraphRAG-based routing
• mcp-skillset: MCP skill discovery
• ck: Semantic code search for skill content

Quick Reference

# Find skill semantically
ck --sem "formal reasoning proof" ~/.claude/skill-db/

# Load skill progressively
1. Check skill-db/{skill}/SKILL.md
2. If not found, check skill-library/{skill}/SKILL.md
3. Load frontmatter, then full skill on demand

# Skill invocation
/skill_name or invoke via Skill tool