instructor
Instructor: Structured LLM Outputs
When to Use This Skill
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
GitHub Stars: 15,000+ | Battle-tested: 100,000+ developers
Installation
# Base installation
pip install instructor
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