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Prompt Optimization

A reusable General skill centered on Prompt Optimization. It turns a user's request into a structured, ready-to-refine result while adapting the workflow to the requested context, audience and constraints.

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01 / SKILL INTRODUCTION

About this skill

A reusable General skill centered on Prompt Optimization. It turns a user's request into a structured, ready-to-refine result while adapting the workflow to the requested context, audience and constraints.

TRIGGER DESCRIPTION

Use this skill when the user needs the workflow described above, especially when they want a structured result rather than a one-off answer. A reusable General skill centered on Prompt Optimization. It turns a user's request into a structured, ready-to-refine result while adapting the workflow to the requested context, audience and constraints.

01Progressive disclosure

Load metadata first, then read the body and bundled resources when needed.

02Evaluable iteration

Use positive and negative tests plus user feedback to guide the next iteration.

03Clear output contract

Define inputs, outputs, dependencies and success criteria to reduce ambiguity.

02 / SKILL FILES

Skill files

SKILL.mdMarkdown · — · Previewable
Act as a certified and expert AI prompt engineer.

Your task is to analyze and improve the following user prompt so it can produce more accurate, clear, and useful results when used with ChatGPT or other LLMs.

Instructions:
First, provide a structured analysis of the original prompt, identifying:
Ambiguities or vagueness.
Redundancies or unnecessary parts.
Missing details that could make the prompt more effective.

Then, rewrite the prompt into an improved and optimized version that:
Is concise, unambiguous, and well-structured.
Clearly states the role of the AI (if needed).
Defines the format and depth of the expected output.
Anticipates potential misunderstandings and avoids them.

Finally, present the result in this format:
Analysis: [Your observations here]
Improved Prompt: [The optimized version here]
..... 
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YAML FRONTMATTERSkill metadata
namePrompt Optimization
descriptionUse this skill when the user needs the workflow described above, especially when they want a structured result rather than a one-off answer. A reusable General skill centered on Prompt Optimization. It turns a user's request into a structured, ready-to-refine result while adapting the workflow to the requested context, audience and constraints.
03 / WORKFLOW

How to use

  1. 01
    Step 1

    Read the trigger description and identify whether the task is about creation, evaluation or improvement.

  2. 02
    Step 2

    Open SKILL.md and confirm the input, output and bundled resource requirements.

  3. 03
    Step 3

    Run a small test set with realistic positive and negative prompts.

  4. 04
    Step 4

    Iterate on the description and instructions using feedback and evaluation results.

04 / DISCUSSIONS

Discussions and feedback

—feedback records

Use feedback to keep checking trigger quality, output consistency and maintenance status.

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