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    Synthetic Data Memorization Probe

    1

    Test whether synthetic records repeat protected source fragments or identifiers beyond allowed disclosure.

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    About this skill

    Test whether synthetic records repeat protected source fragments or identifiers beyond allowed disclosure.

    What it checks:

    • scan identifier patterns
    • compare overlapping n-grams with licensed reference excerpts
    • distinguish benign common phrases from unique source text
    • grade leakage and propose regeneration constraints

    Deliverables:

    • leakage scorecard
    • flagged record ledger
    • safe regeneration specification

    Typical case: A generated support-ticket dataset repeats a real customer's address and an unusual eight-word complaint verbatim.

    Runtime: ChatGPT Skill

    Find more skills like this on the Claude Skills Marketplace, the Codex Skills Marketplace and the Gemini Skills Marketplace, or browse Claude Skills for Business & Operations.

    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.

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    Recently published to Agensi

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    Trust & safety

    Security scan

    Security scan passed 1 month ago

    Permissions

    No special permissions declared or detected

    Listed1 month ago
    Updated9 days ago

    What's inside

    Frequently Asked Questions

    Test whether synthetic records repeat protected source fragments or identifiers beyond allowed disclosure.

    This skill uses the open SKILL.md standard. Use it through an MCP-compatible agent connected to Agensi, and check the compatibility information on this page for confirmed agents and required capabilities.

    Connect your AI agent to Agensi through MCP, then ask it to use Synthetic Data Memorization Probe on your task. Your agent loads the latest approved version each time. Paid skills require a purchase or active subscription. Skill files are not available for download; your licence does not allow you to save, copy or export any part of a skill.

    New in Business & Operations