namesreallyblank

search-tools

2
0
# Install this skill:
npx skills add namesreallyblank/Clorch --skill "search-tools"

Install specific skill from multi-skill repository

# Description

Search Tool Hierarchy

# SKILL.md


name: search-tools
description: Search Tool Hierarchy
user-invocable: false


Search Tool Hierarchy

When searching code, use this decision tree:

Decision Tree

Need CONCEPTUAL/SEMANTIC search?
  (how does X work, find patterns, understand architecture)
  → Use LEANN (/leann-search) - embedding-based semantic search
  → PreToolUse hook auto-redirects semantic Grep queries

Need to understand code STRUCTURE?
  (find function calls, class usages, refactor patterns)
  → Use AST-grep (/ast-grep-find)

Need to find TEXT in code?
  → Use Morph (/morph-search) - 20x faster
  → If no Morph API key: fall back to Grep tool

Simple one-off search?
  → Use built-in Grep tool directly

Tool Comparison

Tool Best For Requires
LEANN Semantic search: "how does caching work", "error handling patterns", conceptual queries Index built
AST-grep Structural patterns: "find all calls to foo()", refactoring, find usages by type MCP server
Morph Fast text search: "find files mentioning error", grep across codebase API key
Grep Literal patterns, class/function names, regex Nothing (built-in)

Examples

LEANN (semantic/conceptual):
- "how does authentication work"
- "find error handling patterns"
- "where is rate limiting implemented"

AST-grep (structural):
- "Find all functions that return a Promise"
- "Find all React components using useState"
- "Refactor all imports of X to Y"

Morph (text search):
- "Find all files mentioning 'authentication'"
- "Search for TODO comments"

Grep (literal):
- class ProviderAdapter
- def __init__
- Regex patterns

LEANN Commands

# Search with semantic query
leann search opc-dev "how does blackboard communication work" --top-k 5

# List available indexes
leann list

# Rebuild index (when code changes)
leann build opc-dev --docs dir1 dir2 --no-recompute --no-compact --force

# Supported AI Coding Agents

This skill is compatible with the SKILL.md standard and works with all major AI coding agents:

Learn more about the SKILL.md standard and how to use these skills with your preferred AI coding agent.