Agent Frameworks

LangGraph, Pydantic-AI, CrewAI, Mastra — frameworks for building data-pipeline agents.

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LangGraph Stable

by LangChain
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LangGraph: low-level agent framework from LangChain for building stateful, multi-step data pipeline agents with explicit graphs.

pip install langgraph
Python 3.10+ LangChain OpenAI
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Pydantic-AI Stable

by Pydantic
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Pydantic-AI: type-safe agent framework from the Pydantic team. Structured outputs, function tools, and dependency injection for production data agents.

pip install pydantic-ai
Python 3.10+ OpenAI Anthropic