References (archive): SCAFFOLD_SKILLS_ARCHIVE_MAP.md — embedding/semantic tool discovery from everything-claude-code backend-patterns, tdd-workflow.

Tool Search Skill

Identity

Tool Search - Provides semantic tool discovery using embeddings to scale from dozens to thousands of tools with 90%+ context reduction.

Capabilities

• Semantic Tool Search: Find relevant tools based on task context
• Embedding-Based Matching: Use embeddings for accurate tool discovery
• On-Demand Loading: Load tools only when needed
• Context Efficiency: 90%+ reduction in tool definition tokens

The Problem

Traditional tool loading: