Instructor

Instructor

Verified

Python library for structured LLM outputs

FreeNo cost to use — ever
Pydantic-based output validationAutomatic retry on validation failure20+ LLM provider supportStreaming structured outputs+2 more
Pricing
Free
No cost — ever
Features
6 listed
Key capabilities
Use Cases
4 listed
Identified use cases
Access
Web App
Browser-based
Listed on Nextool since Feb 2026Verified by Nextool

About Instructor

"Stop prompting, start typing Python"

Instructor is the most popular Python library for getting structured outputs from LLMs using Pydantic models. It handles retries, validation, and streaming, working with OpenAI, Anthropic, Google, and 20+ providers. Used by thousands of developers to build reliable LLM applications.

Key Features

6
Pydantic-based output validation
Automatic retry on validation failure
20+ LLM provider support
Streaming structured outputs
Type-safe LLM responses
Open-source Python library

Best For

4 use cases
Extracting structured data from LLMs
Building reliable AI pipelines
Type-safe LLM application development
Data extraction and classification
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Official Links

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Tool Details

Pricing
Free
Platform
Web
Best For
Extracting structured data from LLMs
Features
6 listed
Categories
1
Listed
Feb 2026
Verified Tool
Reviewed by our editorial team
Visit Instructor

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