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.
A Claude Code skill that enforces quick verification before implementation - just enough to guide TDD, no more.
Before Claude creates any implementation plan or writes code, it:
Activate this skill when working on:
Before (without this skill):
You: "Fix the email validation error"
Claude: "I'll update the validation to use safeParse..."
*Creates plan based on assumptions*
*Implements wrong fix*
After (with this skill):
You: "Fix the email validation error"
Claude: "Let me trace where this occurs..."
Event: user.email.updated
↓ (email: "invalid@")
UpdateUserEmailHandler.execute() [line 281]
↓
EmailValidator.parse() ← 💥 Throws here
"Is this correct?"
You: "Yes"
Claude: "Now I'll implement the fix..."
*Implements correct fix*
Lightweight = Fast + Accurate
npx skills add NTCoding/lightweight-implementation-analysis-protocol下载完整 Skill 目录,包含 SKILL.md 及所有相关文件
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Category:developer