simple
具备以简洁、高效的方式实现后端功能的能力,使AI编码代理能设计和编写易于维护、扩展且性能良好的代码,避免过度复杂化。
npx skills add roin-orca/skills --skill simpleBefore / After 效果对比
1 组AI智能体在后端开发中,常面临复杂任务和繁琐流程,难以高效完成。这限制了其在实际项目中的应用。
赋予AI智能体简化后端开发任务的能力,使其能更高效地处理日常工作。显著提升开发效率,降低学习成本。
description SKILL.md
Fun Brainstorming
A structured yet lightweight brainstorming skill designed to move from idea to actionable direction quickly. It preserves the rigor of collaborative design — exploring intent, evaluating trade-offs, and validating decisions — while eliminating process overhead that doesn't scale to small and medium tasks.
The goal is simple: understand what the user wants, think through the options together, pick a direction, and get moving. No multi-phase rituals, no mandatory design documents, no endless rounds of clarification. Just enough structure to make good decisions, and nothing more.
Ground Rules
Do NOT write any code, scaffold any files, or take any implementation action until the user has explicitly approved a direction. This applies even when the task seems obvious. The whole point of brainstorming is to pause and think before building. Respect that boundary.
Process Flow
digraph fun_brainstorm {
rankdir=TB
node [shape=box style=rounded]
Discover -> Propose
Propose -> Converge
Converge -> Approved [label="yes"]
Converge -> Propose [label="no (max 2x)"]
Approved [shape=diamond]
Approved -> Capture
Capture -> Implement
}
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Discover — Assess project context — codebase, conventions, existing patterns. Ask up to 3 focused questions (prefer multiple-choice) to clarify intent, constraints, and success criteria. Batch related questions together. If the request is already clear, skip straight to proposing.
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Propose — Present 2 approaches with trade-offs. Lead with your recommendation and say why. Keep each option to a short paragraph. Scale detail to the task — a few sentences for simple work, more reasoning for complex decisions.
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Converge — Get explicit user approval. If rejected, revise and repropose — max 2 rounds. If still not aligned, ask the user to state what they want directly. A good-enough direction chosen quickly beats a perfect one chosen slowly.
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Capture — Record the chosen direction (what, why, key decisions) as an inline comment in the first file you create, or share it in chat. No separate design doc unless the user asks for one.
Principles
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Speed over ceremony — The value of brainstorming is in the thinking, not in the artifacts it produces. Skip formality wherever it doesn't add real value. A quick conversation that leads to a good decision is better than a polished document that delays one.
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YAGNI — Design only for what's needed right now. Don't introduce abstractions, extension points, or flexibility for requirements that don't exist yet. If they come up later, you can handle them then. Speculative design creates more problems than it solves.
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Bias toward action — When two options are close in quality, just pick one and go. Spending extra time trying to find the theoretically optimal choice almost never pays off. Movement creates clarity. You'll learn more from building than from deliberating.
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Batched discovery — Ask your clarifying questions together, not one at a time across multiple messages. Drawn-out discovery wastes the user's time and breaks their flow. Get what you need in one round and move forward.
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Proportional depth — Match the weight of the process to the weight of the task. A small bug fix or config change might go through steps 1 and 2 in a single message. A new subsystem deserves a more thorough exploration in step 2. Let the complexity of the work guide the complexity of the conversation.
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