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    🤝 Human Handoff Detector

    by JustHandled Labs

    1

    Separate information gaps from authority, emotional, safety, and consequence reasons for human takeover, then prepare a compact handoff packet.

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    See it in action

    You say

    A customer asks for a person after two failed identity-verification loops and a looming travel deadline.

    Your agent does

    verdict: immediate_handoff confidence: limited observations: [directly supplied facts] alternative_explanations: [at least one] recommended_action: reversible next step human_review: explicit when stakes or authority require it

    What you get

    Route a frustrated support conversationHonor a direct request for a personPackage context after repeated automated failure

    About this skill

    Know when an agent should stop, why a person is needed, and what that person needs to pick up without making the customer start over. Human Handoff Detector gives support, moderation, operations, and conversational-agent builders designing escalation paths. a bounded, structured review built around observable evidence, calibrated inference, alternative explanations, missing context, and stable verdicts. Its specific rubric covers explicit human request, authority limit, repeated failure, stakes, emotional complexity, safety signal, missing information. It refuses emotional-leverage optimization, diagnosis, protected-trait inference, retaliation, and non-consensual disclosure. High-stakes or irreversible cases receive an explicit human-review recommendation. The package performs no network request, publication, message delivery, purchase, account change, or claim to know another person's inner state.

    Changelog

    1. v1.1LatestAug 2, 2026

      Updated skill file

    2. v1.0Aug 2, 2026

      Initial release

    How to install

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

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