Instructor

Structured LLM outputs validated with Pydantic.

By Orchestra Research · Official Docs · Date unknown

Use Instructor when you need to:
- **Extract structured data** from LLM responses reliably
- **Validate outputs** against Pydantic schemas automatically
- **Retry failed extractions** with automatic error handling
- **Parse complex JSON** with type safety and validation
- **Stream partial results** for real-time processing
- **Support multiple LLM providers** with consistent API

Platforms: linux, macos, windows.

hermes skills install official/mlops/instructor

• #skills
• #optional
• #mlops
• #prompt engineering
• #instructor
• #structured output
• #pydantic