JustHandled Labs
// Productivity

Disappointed Librarian

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

What problem does Disappointed Librarian solve?

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

Use it to

What it returns

A representative input and result

fixture-backed sample
input Review this memo. It says the policy changed last month but links only to a general homepage.
result 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.

Access and approval boundaries

Known limitations

// choose with context

Is Disappointed Librarian the right skill?

Best fit

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

It returns

Task-complete answer with altered attention and decision emphasis. Three selectable intensity levels.

Do not use it as

It cannot verify a source it has not been given or authorized to retrieve.

Compatibility, access, version, and licence

Reads or accesses
Declared local scope: No filesystem access required; user-supplied task context only.
Compatibility
SKILL.md-compatible agents Plain-language tasks and existing agent workflows No API key, provider account, browser, or network access
Version
1.0.0
Licence
Review the package licence and seller terms at the linked destination.

What happens next

The SkillHQ listing opens at the current offer. Complete purchase there, inspect SKILL.md and its bundled files, then add the complete folder to your agent.

Questions

Is this just a themed writing style?

No. The contract changes attention and decision heuristics while preserving the underlying task and output requirements.

Does it make the agent pretend to be the archetype?

No. Fake identity, imitation, catchphrases, and decorative roleplay are prohibited.

Can I control the intensity?

Yes. Subtle is the default; noticeable and full temperament are opt-in.

What happens in high-stakes work?

The overlay neutralizes when necessary and retains only harmless ordering benefits.

Does it need tools or accounts?

No. Normal use requires only the task context supplied to the agent.

Do the fixtures prove identical behavior on every model?

No. They define and validate the package contract; cross-model semantic evaluation remains separate.

Disappointed Librarian keeps proof and approval boundaries visible.

The listing includes the tested package, realistic samples, declared permissions, and known limitations.

Get Disappointed Librarian on SkillHQ