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    AI Prompt Pack QA Reviewer

    1

    The problem Selling prompt packs requires more than just a list of text strings.

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    AI Prompt Pack QA Reviewer

    AI Prompt Pack QA Reviewer

    Example session with this skill installed

    I have a pack of 50 travel photography prompts for Midjourney. Can you review them for variation and commercial readiness for a Gumroad launch?

    • Read your context and instructions
    • Compiled the ai prompt qa

    The pack receives a Readiness Score of 72/100.

    Key Issues

    1. High duplication: 12 prompts simply swap 'Paris' for 'London' without changing composition.
    2. Missing instructions: No aspect ratio or stylize parameters provided.

    Recommendation: Revise for 5 distinct lighting styles (Golden Hour, Moody, etc.) and add a Quick-Start README.

    Connects securely to your tools. The creator never sees your data.

    About this skill

    The problem

    Selling prompt packs requires more than just a list of text strings. Buyers struggle with repetitive prompts, poor formatting, and lack of clear instructions, leading to refunds and poor marketplace ratings.

    What it does

    • Performs a deep audit of prompt variation to identify and remove near-duplicates.
    • Calculates a readiness score based on commercial appeal, clarity, and buyer usability.
    • Generates professional README structures and buyer-facing instructions.
    • Redrafts weak or vague prompts to ensure they produce high-quality, predictable outputs.
    • Identifies safety risks and intellectual property concerns before they lead to platform bans.

    Frameworks & tools

    Specialized for digital marketplaces like Gumroad, PromptBase, Etsy, and Ko-fi. Compatible with image, video, and text-based prompt formats.

    Why this beats prompting it yourself

    General LLMs often overlook structural inconsistencies and commercial viability for specific marketplaces. This skill applies a rigid QA framework that treats your prompts as a product, not just a draft.

    Use cases

    • Pre-launch audit of Midjourney or Dall-E image prompt bundles.
    • Optimizing text-generation templates for business and marketing workflows.
    • Structuring buyer guides and usage notes for complex multi-variable prompts.
    • Refining keyword variations for seasonal or niche-specific prompt packs.

    Known limitations

    Does not guarantee marketplace approval or sales volume. Cannot verify actual output quality without user-provided sample results.

    Find more skills like this on the Claude Skills Marketplace, the Codex Skills Marketplace and the Gemini Skills Marketplace, or browse Claude Skills for Digital Products.

    Cannot guarantee marketplace approval or sales. Requires user-provided prompts or concepts to function. Does not check actual image/video output quality without sample descriptions.

    How to use

    1. 1

      Connect your agent to the Agensi MCP

      Copy the prompt and paste it into Claude, ChatGPT, Cursor or any agent that supports MCP. It sets up the connection for you. Manual setup

    2. 2

      Sign in to Agensi

      Your agent shows a sign-in link. Sign in and click Allow.

    3. 3

      Ask for what you need

      Your agent loads this skill and uses it on your task. It always asks before buying a skill.

    Reviews

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    Checked by our 8-point scan before listing

    Fresh listing

    Recently published to Agensi

    Money-back guarantee

    Doesn't do what its page promises? You get your money back.

    Trust & safety

    Security scan

    Security scan passed 4 months ago

    Software
    Python

    Permissions

    No special permissions declared or detected

    Listed4 months ago

    What's inside

    Frequently Asked Questions

    The AI Prompt Pack QA Reviewer acts as a pre-launch auditor, identifying repetitive content, checking for structural clarity, and redrafting weak prompts to ensure they meet commercial standards. It helps creators reduce refund rates and improve marketplace ratings by ensuring every prompt in a bundle provides high value to the buyer.

    The skill is compatible with prompts designed for all major models, including Midjourney, DALL-E, ChatGPT, Claude, and specialized video-generation platforms. It adapts its review criteria based on whether you are auditing image keywords or complex text-based templates.

    You will receive the full QA agent configuration, a set of standardized review frameworks, and professional README templates that you can use to structure your final digital product for customers.

    No complex setup is required; once added to your workspace, you simply provide the text or list of prompts you intend to sell. The skill will immediately begin its audit, highlighting duplicates and suggesting improvements based on its built-in commercial readiness framework.

    While the skill can analyze the text and logic of a prompt to predict its performance, it cannot see the final generated images or text. For best results, we recommend including your sample outputs in the review process so the agent can better assess consistency.

    Yes, the skill includes specialized logic to identify near-identical prompts and potential intellectual property risks. This helps ensure your pack is unique and compliant with the terms of service of major marketplaces like PromptBase or Etsy.

    New in Digital Products