Structured Output & Typing
For when you need the model to return data, not prose. These libraries enforce a schema and hand you validated, typed objects — so an LLM call slots straight into typed code.
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instructor
567 Labs
Structured, validated outputs from any LLM — define a Pydantic model and get a typed object back.
v1.15.42026-06-28PythonMIT
13.6k Completely free Open source
Pydantic AI
Pydantic
Type-safe agent framework from the Pydantic team — structured, validated results with any model
v2.16.02026-07-23PythonMIT
18.8k Completely free Open source