ntcoding/claude-skillz

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…

First seen Feb 21, 2026

Installation

$ npx skills add ntcoding/claude-skillz --skill lightweight-implementation-analysis-protocol

Summary

  • 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.

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

Claude Code Not declared
Cursor Not declared
Codex Not declared
GitHub Copilot Not declared
Windsurf Not declared
Gemini CLI Not declared
Cline Not declared
OpenCode Not declared

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Repository health

Stars 344
Default branch main
Open issues 0
Status Active

Skill metadata

Parsed from SKILL.md frontmatter.

Version1.0.0

Package contents

Files included with this skill beyond the listing page.

  • skill md SKILL.md 2,160 B
  • docs README.md 1,312 B
  • docs SUMMARY.md 561 B

History

  1. First seen on skills.sh
  2. First recorded snapshot · 28 installs

SKILL.md

Lightweight Implementation Analysis Protocol

Quick understanding before implementation - just enough to guide TDD, no more.

When This Activates

Before creating implementation plans, fix plans, or TDD cycles for bugs/features.

The Protocol (3 Quick Steps)

1. Trace the Flow

Answer these:

  • Which event/request triggers this?
  • Which file:line handles it?
  • Where does the error occur (file:line)?

2. Quick Diagram

Simple class.method() flow with relevant data:

Event: EventName
  ↓ (contains: relevant fields)
Class.method() [file:line]
  ↓ (what it does)
Class.method() [file:line] ← 💥 Error here
  ↓
Result: What happens

Keep it short - 5-10 lines max.

3. Verify

Ask: "Here's the flow: [diagram]. Correct?"

Wait for confirmation, then proceed.

Example

Problem: Email validation failing

Event: user.email.updated
  ↓ (email: "invalid@")
UpdateUserEmailHandler.execute() [line 281]
  ↓ (validates email format)
EmailValidator.parse() [line 289] ← 💥 Throws ValidationError
  ↓
Result: Error response

Current: Throws
Should: Use safeParse(), return validation error

Rules

  • Keep it lightweight - This isn't detailed planning, just enough to know what to test
  • Be specific - File:line, not abstractions
  • Get confirmation - Don't proceed without it
  • Skip for trivial changes - Typos, formatting, docs

Anti-Pattern

WRONG: "I'll fix the validation. Here's my plan..." ✅ RIGHT: "Let me trace where the error occurs... [diagram]. Correct?"