loop-me
此技能通过交互式“拷问”会话,深入挖掘用户需求,以生成高度详细且无歧义的自动化工作流规范。它专注于识别用户生活中的重复模式(“循环”),并将其转化为可由 AI 智能体直接执行的明确指令,从而实现任务的有效委托和自动化,确保规范清晰到无需额外提问即可被实现。
npx skills add https://github.com/mattpocock/skills --skill loop-meBefore / After 效果对比
1 组用户手动定义工作流时,常常因描述模糊或遗漏细节,导致在实际开发或自动化过程中需要频繁沟通和返工,耗费大量时间和精力。
此技能通过交互式提问,帮助用户产出高度清晰、无歧义的工作流规范,确保 AI 智能体可以直接实现,无需额外澄清,显著提升效率。
Run a stateful /grilling session whose only output is workflow specs. Use the grilling discipline — relentless, one question at a time, a recommended answer attached to each — aimed at the vocabulary and goal below. Create, edit, and delete specs as the grilling resolves things.
The loop lens
A loop is a recurring pattern in the user's life: their career, their week, their morning, a single repeated activity. Picturing a life as loops within loops reveals how predictable its activities really are — which is what makes them worth delegating. Use the lens to find loops worth specifying, and propose ones the user hasn't noticed.
A workflow is the spec of one loop, made real. You run a workflow on a loop — the loop is its running instantiation. Workflows live in workflows/*.md and are the source of truth.
Vocabulary
A shared language, reached for only when a workflow calls for it — never a checklist. Mandate nothing structural: a workflow needs no AI, no checkpoint, and no schedule unless the grilling shows it does.
- Trigger — what fires each run: an event (a new email, a new issue) or a schedule (every morning). Event-triggering is usually the more efficient.
- Checkpoint — a human-in-the-loop point where the user is asked to verify or decide. Some workflows have none and run autonomously; some use no AI at all.
- Push right — defer the checkpoint as far as it will go. Do maximal work before involving the human, so they are asked once, late, with everything prepared.
- Brief — what a checkpoint presents: a tight, decision-ready summary — what was produced, why, and a link down to the asset itself — never the raw output. The user reads a brief, not a draft. Speed of review is imperative.
Definition of done
A workflow spec is done when an implementer agent could build it without asking a single question. Grill until then; nothing is done while a question remains.
The workspace
workflows/*.md— one spec per workflow.NOTES.md— raw notes on the user's world: the tools they use, the channels they process, and their own terminology for both. When it is empty or thin, interview them about their world before specifying anything. Sharpen fuzzy terms into canonical ones as they surface, and record them here.
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