Works with the AI tools you already use

    CClaude CodeCCursorCCodex CLIGGitHub CopilotGGemini CLI+17 more

    prompt polisher pro

    2

    Transforms vague, underperforming prompts into high-precision instructions using advanced engineering techniques.

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    See it in action

    You say

    polish this prompt: write a product description for a new water bottle

    Your agent does

    Rebuilt Prompt: ``` You are a conversion-focused e-commerce copywriter. Context: Writing for a premium, eco-conscious audience. Constraints: Max 150 words. No "game-changer" or "cutting-edge". Format: 1-sentence hook, 3 bulleted benefits, 1 CTA. ``` Changelog: - Added role: Experts convert better...

    What you get

    Convert generic one-liners into structured role-based prompts.Generate strict templates to force the AI to follow rigid formatting.Create creative variations for brainstorming and open-ended ideation.Analyze and fix failing prompts with a detailed improvement changelog.

    About this skill

    Most prompts underperform because they're vague — no role, no context, no constraints, no example. You end up rerunning and tweaking instead of getting what you wanted the first time. What it does - Rebuilds a rough prompt using five techniques: role assignment, context loading, explicit constraints, output-format spec, and a worked example - Turns a one-line ask into a structured, repeatable prompt - Can run the polished version so you see the result right away - Works for any model or task Why it beats prompting yourself Knowing a prompt is weak and knowing how to fix it are two different skills. This bakes in the techniques prompt engineers use, so you don't have to remember them every time. Use cases - Fixing a prompt that keeps giving mediocre output - Turning a quick idea into a reusable, shareable prompt - Standardizing prompts across a team or workflow - Learning what makes a prompt work by seeing the rebuild

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

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