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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

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

Weekly Installs

194

Repository

parcadei/contin…laude-v3

GitHub Stars

3.6K

First Seen

Jan 22, 2026

Security Audits

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Installed on

opencode188

codex186

gemini-cli185

cursor184

github-copilot182

amp179