How does the search hierarchy improve my workflow?

It prevents 'search fatigue' by ensuring the AI uses the most computationally efficient tool for the specific task, whether that's an embedding-based semantic search or a fast literal grep.

Does this skill require external API keys?

While the Morph search tool requires an API key for its 20x speed boost, the hierarchy automatically falls back to standard Grep if no key is provided.

What is the benefit of using AST-grep?

AST-grep understands code structure, making it ideal for finding specific function calls, class usages, or React components using specific hooks, which text-based search might miss.

When should I use LEANN instead of Grep?

Use LEANN for conceptual or semantic queries such as 'how does caching work' or 'find error patterns'. Use Grep for literal strings, specific class names, or simple regex.

Code Intelligence Search

Name: Code Intelligence Search
Author: scooter-lacroix

byscooter-lacroix

0•

開発者ツール

Optimizes codebase navigation by providing a structured decision tree for semantic, structural, and literal code searches.

This skill equips Claude with a sophisticated framework for navigating complex codebases by matching search intent with the most efficient tool available. It guides the selection between LEANN for semantic queries about architecture and patterns, AST-grep for precise structural patterns and refactoring, Morph for high-speed text searches, and standard Grep for literal matching, ensuring developers find exactly what they need with minimal latency and maximum accuracy.

主な機能

01Automated decision tree for selecting the optimal search tool based on intent

02Structural search with AST-grep for precise code pattern matching

03Integrated Grep fallback for literal and regex searches without dependencies

04Semantic search via LEANN for conceptual architecture discovery

050 GitHub stars

06High-performance text search using Morph API (20x faster than grep)

ユースケース

01Understanding high-level architectural patterns like error handling or authentication flows

02Quickly locating TODOs or specific text strings across a massive codebase

03Refactoring specific code structures or finding all usages of a specific function signature

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add scooter-lacroix/maestro search-tools

For use in Claude.ai and ChatGPT

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