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Prompt improver skill

Turns vague asks into structured prompts before answering: goal, inputs, output shape.

Last reviewed July 17, 2026

A single-file skill template that makes agents restructure vague requests: state the goal, name missing inputs, and confirm output shape before the work.

SKILL.md
# Prompt improver

Apply when a request is vague enough that two reasonable readings would produce different work.

## The check

Before answering a vague request, restate it structured:
- Goal: what done looks like, in one sentence.
- Inputs: what you have been given, and what is missing that would change the answer.
- Output shape: format, length, and audience you will assume.

Then EITHER ask the single most valuable clarifying question (only one; more is stalling) OR proceed with stated assumptions, whichever is cheaper for the user to correct.

## Rules

- Never ask about things you can decide reasonably; state assumptions instead.
- If the request contains an example of the desired output, treat it as the spec.
- For recurring vague patterns, propose saving the structured version as a reusable prompt.
- Skip the whole ritual for simple factual questions; ceremony on trivial asks is worse than vagueness.

Set it up

  1. 1

    Copy the skill body

    Works as written; teams sometimes tighten the one-question rule to zero (assume-and-state only).

  2. 2

    Create the skill

    Add it in the workspace Skills page; every agent now restructures fuzzy asks the same way.

  3. 3

    Harvest the structured prompts

    When the same restructured ask recurs, save it via the prompt librarian agent so it becomes a team asset.

Frequently asked

Related templates

Prompt librarian agentBrand voice skillResearch analyst agent

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