# Instructor Structured Outputs Pack

Canonical URL: https://doramagic.ai/en/projects/instructor/

Source repository: https://github.com/567-labs/instructor

## What it is

Instructor capability pack for reliable JSON, Pydantic response models, typed extraction, validation retries, and provider-portable LLM workflows.

## Capability boundary

Pydantic response model setup, structured extraction checks, validation retry boundaries, provider portability review, and failure handling

## First safe verification

publish English canary page after SEO/GEO acceptance passes

## Main risk

The main risk is assuming model JSON is reliable without schema validation, retry boundaries, and failure reporting.

## Evidence base

https://github.com/567-labs/instructor, Human Manual, Pitfall Log, Quick Start