home/categories/debugging/orchestra-research-ai-research-skills-16-prompt-engineering-instructor-skill-md
debuggingtools

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

Orchestra-Research
maintainer
Orchestra-Research
Updated 11/20/2025
Stars
6563
Forks
515
quick start

Installation and usage

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

Installation
$ install --globalskills.sh
Usage

Once installed, you can use this skill by running the following command in your terminal:

skills use instructor