Detect Fix Probe

    by Shippers

    2

    The problem Manual testing for "hallucination" or non-compliance in draft detection prompts is tedious and inconsistent.

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    Works with the AI tools you already use

    CClaude CodeCCursorCCodex CLIGGitHub CopilotGGemini CLIVVS CodeWWindsurf+15 more

    See it in action

    You say

    Run a probe on the draft detection logic to ensure it returns no output as specified.

    Your agent does

    None.

    About this skill

    The problem

    Manual testing for "hallucination" or non-compliance in draft detection prompts is tedious and inconsistent. Developers need a reliable way to verify if their agents are following strict output constraints during the drafting phase.

    What it does

    • Identifies honest draft detection anomalies in agent responses.
    • Probes for hidden prompt leakage during the output generation cycle.
    • Verifies that "None" output constraints are strictly followed when conditions are met.

    Why this beats prompting it yourself

    This skill handles the edge cases of silence and negative constraints that standard prompts often fail to maintain. It ensures the agent stays within the defined probe boundaries without producing extraneous conversational filler.

    Use cases

    • Unit testing agent compliance for negative constraints.
    • Verifying draft security protocols in automated pipelines.
    • Stress testing model honesty when instructed to produce zero output.

    How to install

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

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    Listed21 days ago

    Creator

    mr shippers.

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