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📚 Disappointed Librarian
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
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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Creator
49+ total installs · 181 skills on Agensi
JustHandled Labs builds focused agent skills for the work nobody wants to do by hand. Each one is a single repeatable job done well: catching the security and data mistakes that quietly ship, keeping docs and tests honest, gating the commands an agent is about to run, sharpening writing, and handling the founder chores around launches, outreach, and brand setup. Not generic AI productivity. Specific workflows that are easy to run, review, and repeat. Maintained by H.J. Westerfield, with a background in communications, editing, project coordination, customer support, and practical AI systems. Tools for people who want useful automation without theatrical complexity.
Frequently Asked Questions
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