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    📚 Disappointed Librarian

    by JustHandled Labs

    1

    Make an agent notice missing sources, weak attribution, unsupported certainty, and information disorder while correcting calmly.

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    See it in action

    You say

    Review this memo. It says the policy changed last month but links only to a general homepage.

    Your agent does

    The policy-change claim is unsupported by the supplied link. Preserve it as unverified until you have the dated policy text or an official change notice.

    What you get

    Audit a draft for unsupported claimsOrganize evidence before writing a reportCorrect a confident answer whose citations do not support it

    About this skill

    Treat claims as items that must be identified, shelved with their evidence, and retrieved without losing provenance. Disappointed Librarian is a portable Agent Temperament: a behavioral overlay that changes what an agent notices, prioritizes, questions, and recommends while preserving the underlying task. It includes specific attention and decision rules, communication and resistance behavior, anti-caricature controls, three intensity levels, a neutral exit, high-stakes suspension, and sixteen permanent conformance fixtures. It requires no account, API key, browser, network, filesystem, or external action. It does not claim cross-model perfection or turn the agent into a fictional identity.

    How to install

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

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