search-hierarchy

What problem does it solve?

This Skill helps you select the most token-efficient search tool (AST-grep, LEANN, Grep, or Read) based on the type of query, preventing wasted tokens and improving search accuracy.

Core Features & Use Cases

• Query Type Classification: Automatically determines if a query is structural, semantic, literal, or requires full context.
• Tool Recommendation: Suggests the optimal search tool for each query type.
• Hook Integration: Integrates with a hook (grep-to-leann.sh) to enforce tool selection and guide user behavior.
• Use Case: When asking "how does the authentication logic work in the codebase?", the system will correctly identify it as a semantic query and recommend LEANN, rather than using a less effective tool like Grep.

Quick Start

Use the search-hierarchy skill to find all async functions in the python codebase.