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LLMFreeOpen Source
INSTRUCTOR
Reliable structured outputs from LLMs with Pydantic validation
MIT
ABOUT
Instructor reduces the engineering burden of parsing, validating, and retrying unreliable LLM responses by returning typed, validated structured data directly from model calls.
INSTALL
pip install instructorINTEGRATION GUIDE
1. Extract structured records from unstructured text using Pydantic schemas
2. Validate LLM outputs automatically and retry when responses fail schema checks
3. Build provider-agnostic structured-output workflows across multiple LLMs
4. Stream partial structured responses for real-time extraction and processing
TAGS
structured-outputsllmpydanticvalidationextractionjsonpython