Instructor

Open-source Python library for extracting structured, validated data from LLM outputs using Pydantic models. Key differentiator is its schema-first approach with automatic retries on validation failure and support for 15+ LLM providers through a unified interface. Best for developers needing reliable, type-safe structured extraction from any LLM.