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Outlines: typed LLM outputs with Pydantic v1.0.0

Use this resource to get typed, structured LLM outputs with Outlines and Pydantic

New

  • 578 downloads
  • 128 likes
  • 130 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install outlines-typed-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 configures Outlines to constrain generation to a JSON schema or a Pydantic model, then writes classification or extraction calls on local models (Transformers, llama.cpp, vLLM). You get outputs that are valid from generation onward, without retries.

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Updated November 2, 2026

Card for the “Outlines: typed LLM outputs with Pydantic” skill

Details

Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: installation, quick start and core concepts
  • references/json_generation.md: JSON generation from schemas
  • references/backends.md: supported backends

Good fit for

  • You extract structured data from text with a local model
  • You want a classification whose output is always valid

Not for

    Tags

    • outlines
    • pydantic
    • structured output

    About

    You say

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

    Card for the “Outlines: typed LLM outputs with Pydantic” 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 get typed, structured LLM outputs with Outlines and Pydantic
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/backends.md14.7 KB
    • references/examples.md21.5 KB
    • references/json_generation.md15.2 KB
    • SKILL.md16.2 KB

    Origin and licence

    Listed unmodified

    Author
    Orchestra Research
    Source
    github.com/davila7/claude-code-templates/tree/f57964ebda91cdfb31755661ecea9395f30020f1/cli-tool/components/skills/ai-research/prompt-engineering-outlines
    Licence
    MIT

    Notice

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

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