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instructor

Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial results with Instructor - battle-tested structured output library

  • Skills
  • AI research
  • 0

What it does and how to use it

A skill that teaches Claude Code to do ai research tasks well. It is packaged knowledge the model uses whenever it is relevant.

  1. Install the skill (command above).
  2. In Claude Code, describe what you need - the skill turns on by itself when the context fits.
  3. No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/instructor && curl -fsSL https://doutorai.pt/data/lib/skills__instructor.md -o .claude/skills/instructor/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

---
name: instructor
description: Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial results with Instructor - battle-tested structured output library
version: 1.0.0
author: Orchestra Research
license: MIT
tags: [Prompt Engineering, Instructor, Structured Output, Pydantic, Data Extraction, JSON Parsing, Type Safety, Validation, Streaming, OpenAI, Anthropic]
dependencies: [instructor, pydantic, openai, anthropic]
---

# Instructor: Structured LLM Outputs

## When to Use This Skill



- 🔒 Full content on the Pro plan (€7.99/month) -

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