Every premium and members-only resource for $9.99/month, as a no-commitment subscription. See the plans

PalateKit

Sign in
Menu

Request a resource

Describe the resource you are missing in one sentence. We will email you when it is published.

0 / 280

A page, a video or an image online.

Unlock PalateKit

Unlock everything

Plan

Paying means accepting our terms of sale.

Secure payment by Stripe. Receipts and invoices sent by email.

Welcome back

Sign in to install, download or save this resource. A free account is enough for free resources.

Extracting structured data from an LLM with Instructor v1.0.0

Use this resource to extract structured data from an LLM and validate it with Pydantic

New

  • 480 downloads
  • 198 likes
  • 240 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install instructor-structured-llm-outputs

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent helps you define a Pydantic model, create an Instructor client for your provider, then extract typed data. Failed extractions are retried automatically, and partial results can be streamed.

Mostly picked by

Updated November 2, 2026

Card for the “Extracting structured data from an LLM with Instructor” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

Similar resources

View all

What you get

  • SKILL.md: installation, Pydantic model and typed extraction
  • references/validation.md, providers.md and examples.md: validation, providers and examples

Good fit for

  • You want to turn an LLM response into usable objects
  • You often switch model providers

Not for

    Tags

    • structured data
    • pydantic
    • validation
    • extraction

    About

    You say

    “Extract the name, address and total amount from these invoices with a Pydantic model.”

    Card for the “Extracting structured data from an LLM with Instructor” skill

    Skill published by Orchestra Research under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to extract structured data from an LLM and validate it with Pydantic
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/examples.md2.4 KB
    • references/providers.md1.4 KB
    • references/validation.md15.5 KB
    • SKILL.md17.2 KB

    Origin and licence

    Listed unmodified

    Author
    Orchestra Research
    Source
    github.com/orchestra-research/ai-research-skills/tree/773a52944ba4747a18bd4ae9ade53fff041adcbc/16-prompt-engineering/instructor
    Licence
    MIT

    Notice

    « instructor » (Orchestra Research, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

    User reviews

    –

    No ratings yet

    Loading reviews…

    Delete your review?

    Your rating and comment will be removed from the page.