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lightweight-implementation-analysis-protocol
by NTCoding
lightweight-implementation-analysis-protocolは、other分野における実用的なスキルです。複雑な課題への対応力を強化し、業務効率と成果の質を改善します。
⭐ 121🍴 14📅 2026年1月20日
SKILL.md
name: Lightweight Implementation Analysis Protocol description: "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." version: 1.0.0
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?"
スコア
総合スコア
60/100
リポジトリの品質指標に基づく評価
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SKILL.mdファイルが含まれている
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100文字以上の説明がある
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GitHub Stars 100以上
+5
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3ヶ月以内に更新がある
0/10
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10回以上フォークされている
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オープンIssueが50未満
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プログラミング言語が設定されている
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1つ以上のタグが設定されている
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