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AI for structured output

JSON-mode, schemas, and typed LLM outputs.

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1Instructor

Structured LLM outputs with Pydantic — type-safe data extraction from any language model

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2Outlines

Structured text generation from LLMs — guarantee JSON, regex, or grammar-constrained output

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3Guidance

Microsoft's constrained LLM generation — interleave generation, code, and control structures in one template

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4Vercel AI SDK

TypeScript AI SDK for React and Node — streaming, tool use, and multi-provider LLM integration with 1M+ npm downloads/week

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5Anthropic Python SDK

Official Python library for Claude API — access Claude Sonnet 4.6, Haiku 4.5, and Opus 4.6

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6AWS Bedrock

Fully managed foundation model service on AWS — Claude, Llama, Titan, and more

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