Updated March 10, 2026
Modular Python framework for AI agents with chain-of-thought reasoning
Instructor is a popular open-source library for getting structured outputs from LLMs using Pydantic models.
What each tool does well, and the limitations to keep in mind.
Pros
Cons
Pros
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Respan lets you trace LLM and agent calls across any model or framework, A/B test prompts on production traffic, and route requests across 500+ models through one gateway.