Master backend architectures, REST API design, microservices, and server-side development across multiple languages. Use this as a central index to access specialized sub-skills.
日本語の概要は準備中です。原文の説明を表示しています。
[20] UNDERSTAND. Achieve complete clarity on goals, expectations, and success criteria. Use when starting new tasks, when requirements seem unclear, when scope is ambiguous, or anytime you need full understanding of what success looks like. Triggers on "clarify goal", "understand requirements", "what exactly needed", "define success", or when facing unclear expectations.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Core Principle: Achieve complete clarity, not just confirm understanding. Know the WHAT, WHY, and HOW of success before acting.
When you invoke this skill, you're ensuring:
| Dimension | What to Clarify |
|---|---|
| Goal | What needs to be achieved? Why does it matter? |
| Scope | What's included? What's explicitly excluded? |
| Format | What does the output look like? |
| Constraints | What limits apply? (time, resources, quality) |
| Success | How will we know it's done right? |
| Risks | What could make this fail? |
Universal trigger: Any situation where clarity is needed.
Specific triggers:
Key insight: This skill applies whenever clarity is lacking, not just at the start.
Identify the fundamental goal:
Establish clear success criteria:
Identify all limitations:
Probe for unstated requirements:
Validate your understanding:
Ask to achieve clarity:
About the Goal:
About Success:
About Constraints:
About Hidden Requirements:
When using Goal-Clarity 150:
🎯 **Goal-Clarity 150 Achieved**
**Goal Understood:**
[What needs to be done and why]
**Success Criteria:**
- ✅ Done when: [measurable outcome]
- 🎯 Ideal: [best case result]
- ⚠️ Minimum: [acceptable baseline]
**Constraints Identified:**
- [Time/resource/quality limits]
**Hidden Requirements Surfaced:**
- [Unstated expectations now explicit]
**Confirmed Understanding:**
[Summary in your own words]
Ready to proceed with clarity.
User: "Make the app faster"
AI: [Starts optimizing database queries]
Result: Optimized wrong thing; user meant UI responsiveness
User: "Make the app faster"
AI: "🎯 Goal-Clarity 150
To ensure I focus on the right thing:
**Understanding:** You want the app to be faster.
**Clarifying questions:**
- What feels slow right now? (page loads? transitions? API calls?)
- How fast should it feel? (instant? < 2 seconds?)
- Are there specific pages/features to prioritize?
- What's causing the most frustration?
**Once I understand:**
- Success = [specific metric improvement]
- Focus = [specific areas]
- Constraints = [time/effort limits]
What aspects feel slowest to you?"
AI: "I've been working on this for a while and want to check:
🎯 Goal-Clarity Check
**My understanding:** Building user dashboard with stats
**Success I'm aiming for:** Clean UI, real-time data, mobile-friendly
**Questions that emerged:**
- Should it auto-refresh or manual refresh?
- Any specific charts/graphs needed?
- Does it need export functionality?
Want to confirm before I continue."
| Failure | Detection | Recovery |
|---|---|---|
| Acting on assumptions | Working without confirmed clarity | Stop, ask clarifying questions |
| Partial clarity | Some aspects still vague | Probe specific unclear areas |
| Scope drift | Work expanding beyond original goal | Return to clarity, reconfirm scope |
| Hidden requirements emerge late | Surprise expectations mid-work | Surface them, adjust or discuss |
| Skill | Focus |
|---|---|
| deep-think-150 | Quality of thinking |
| max-quality-150 | Quality of execution |
| goal-clarity-150 | Quality of understanding |
Use together: Clarity on what to do → Think deeply about how → Execute with max quality.
After completing this skill, write to .sessions/SESSION_[date]-[name].md:
### [HH:MM] Understand-Goal 150 Complete
**Action:** Clarified goals and constraints
**Result:** <clarity achieved/confirmed>
**Artifacts:** <updated docs/plans>
Remember: Clarity is not a one-time event. Goals can shift, requirements can change, understanding can be incomplete. Use this skill whenever you need to be sure you're solving the right problem the right way.
まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Master backend architectures, REST API design, microservices, and server-side development across multiple languages. Use this as a central index to access specialized sub-skills.
日本語の概要は準備中です。原文の説明を表示しています。
在每次回复中使用固定前缀并列出本次实际参考的指令/文件,便于校验是否遵循上下文与规则。
日本語の概要は準備中です。原文の説明を表示しています。
Automate 21risk tasks via Rube MCP (Composio). Always search tools first for current schemas.
日本語の概要は準備中です。原文の説明を表示しています。
Automate 2chat tasks via Rube MCP (Composio). Always search tools first for current schemas.
日本語の概要は準備中です。原文の説明を表示しています。
Arquitecto de Soluciones Principal y Consultor Tecnológico de Andru.ia. Diagnostica y traza la hoja de ruta óptima para proyectos de IA en español.
日本語の概要は準備中です。原文の説明を表示しています。
[00] META. Orchestrate skills into dynamic chains for complex tasks. Analyzes the task, discovers available skills, builds an optimal chain, explains why each skill is needed, and executes step-by-step with user confirmation. Use for any complex task requiring multiple thinking/research/analysis steps. Triggers on "plan this", "how to approach", "what's the strategy", "build a plan", or any multi-step problem requiring skill orchestration.
日本語の概要は準備中です。原文の説明を表示しています。