lightweight implementation analysis protocol
✓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.
Installation
SKILL.md
Quick understanding before implementation - just enough to guide TDD, no more.
Before creating implementation plans, fix plans, or TDD cycles for bugs/features.
❌ WRONG: "I'll fix the validation. Here's my plan..." ✅ RIGHT: "Let me trace where the error occurs... [diagram]. Correct?"
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. Source: ntcoding/claude-skillz.
Facts (cite-ready)
Stable fields and commands for AI/search citations.
- Install command
npx skills add https://github.com/ntcoding/claude-skillz --skill lightweight implementation analysis protocol- Source
- ntcoding/claude-skillz
- Category
- {}Data Analysis
- Verified
- ✓
- First Seen
- 2026-02-01
- Updated
- 2026-02-18
Quick answers
What is lightweight implementation analysis protocol?
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. Source: ntcoding/claude-skillz.
How do I install lightweight implementation analysis protocol?
Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/ntcoding/claude-skillz --skill lightweight implementation analysis protocol Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code or Cursor
Where is the source repository?
https://github.com/ntcoding/claude-skillz
Details
- Category
- {}Data Analysis
- Source
- skills.sh
- First Seen
- 2026-02-01