lightweight-implementation-analysis-protocol by NTCoding

This skill should be used when fixing bugs, implementing features, debugging issues, or making code changes. Ensures understanding of code flow before implementation by: (1) Tracing execution path with specific file:line references, (2) Creating lightweight text diagrams showing class.method() flows, (3) Verifying understanding with user. Prevents wasted effort from assumptions or guessing. Triggers when users request: bug fixes, feature implementations, refactoring, TDD cycles, debugging, code analysis.

Content & Writing
118 Stars
12 Forks
Updated Jan 19, 2026, 12:15 AM

Why Use This

This skill provides specialized capabilities for NTCoding's codebase.

Use Cases

  • Developing new features in the NTCoding repository
  • Refactoring existing code to follow NTCoding standards
  • Understanding and working with NTCoding's codebase structure

Install Guide

2 steps
  1. 1

    Download Ananke

    Skip this step if Ananke is already installed.

  2. 2

    Install inside Ananke

    Click Install Skill, paste the link below, then press Install.

    https://github.com/NTCoding/claude-skillz/tree/main/lightweight-implementation-analysis-protocol

Skill Snapshot

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Valid SKILL.md

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Source & Community

Repository claude-skillz
Skill Version
main
Community
118 12
Updated At Jan 19, 2026, 12:15 AM

Skill Stats

SKILL.md 74 Lines
Total Files 1
Total Size 0 B
License NOASSERTION