Why does it require user verification?

Verification ensures that the AI's understanding of the code flow matches the actual system logic, preventing incorrect implementations based on incomplete data.

What is the Lightweight Implementation Analysis Protocol?

It is a structured workflow for Claude to trace code execution and verify understanding before making changes, preventing wasted effort from incorrect assumptions.

Does this protocol slow down the development process?

No, it is designed to provide 'just enough' analysis (5-10 lines max) to guide implementation, ultimately saving time by avoiding rework.

When does this skill activate?

It triggers automatically when you ask Claude to fix bugs, implement new features, refactor code, or begin a TDD cycle.

Lightweight Implementation Analysis

Name: Lightweight Implementation Analysis
Author: NTCoding

byNTCoding

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安全与测试

Ensures accurate code modifications by enforcing a strict execution flow analysis and verification protocol before implementation begins.

关于

This skill implements a lean analysis protocol designed to eliminate guesswork during the development process by tracing execution paths with precise file and line references. By generating lightweight text diagrams of class and method flows and requiring explicit user verification, it ensures a deep understanding of the codebase before any changes are made, making it an essential tool for bug fixing, TDD cycles, and complex refactoring tasks.

主要功能

Targeted activation for bug fixes, feature requests, and refactoring
Optimized for Test-Driven Development (TDD) preparation
Precise execution path tracing with specific file and line references
Automatic generation of lightweight text-based flow diagrams
94 GitHub stars
Mandatory user verification step to confirm logic before coding

使用场景

Analyzing legacy codebases to prevent side effects during refactoring
Locating the root cause of complex bugs within deep call stacks
Mapping out logic flows to prepare for Test-Driven Development cycles

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add ntcoding/claude-skillz lightweight-implementation-analysis-protocol

For use in Claude.ai and ChatGPT

Download Skill

GitHub

关于