Prompt Leakage Auditor
Detect and fix reverse-engineering risks in your prompt and digital product listings.
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Works with the AI tools you already use
See it in action
You say
Audit my listing for a "SaaS Copywriting Framework." I included a step-by-step breakdown: "Step 1: Analyze pain points. Step 2: Use the PASO formula. Step 3: Apply these 5 specific triggers..."
Your agent does
Prompt Leakage Audit
Reverse-Engineering Risk Score: 8/10 (High Risk)
Leakage Type: Step-by-Step Method Leak. Your listing teaches the buyer the exact sequence. By naming the "PASO formula" and listing the "5 specific triggers," a user can recreate your results without purchasing. Change these to "Proprietary triggers" in the public text.
What you get
About this skill
The problem
Sharing too much detail in your marketplace listing creates a commercial risk. If you reveal your specific prompt structure, modifiers, or logic, competitors and customers can recreate your product for free without clicking buy.
What it does
- Analyzes product titles, descriptions, and example outputs for structural and vocabulary leaks.
- Calculates a Reverse-Engineering Risk Score to quantify how easily your prompt could be stolen.
- Identifies "Safe Tease" content that builds buyer trust versus "Method Leaks" that expose your engine.
- Provides a concrete Repair Mode to rewrite sales copy and FAQ sections for better protection.
Why this beats prompting it yourself
General LLMs prioritize helpfulness and will often explain your entire method to a user if asked. This skill is hardcoded with counterintelligence logic specifically designed to find the line between proving value and teaching the method, ensuring your intellectual property remains a black box.
Use cases
- Auditing a PromptBase or Gumroad listing before it goes live.
- Reviewing AI image prompt samples to ensure the style stack isn't fully exposed.
- Modifying a "How it works" section to sell results instead of instructions.
- Creating a preview strategy that shows high-quality outcomes without revealing the prompt chain.
Known limitations
This tool evaluates commercial leakage risk, not the underlying quality or effectiveness of the prompt itself.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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