7 Python Frameworks for Orchestrating Local AI Agents

Ollama runs open-source LLMs locally with an OpenAI-compatible API. smolagents from Hugging Face uses CodeAgents that write actions in code. PydanticAI provides type-safe agent inputs and outputs. CrewAI enables multi-agent collaboration with local models. AgentScope 2.0 offers production-ready multi-agent systems. LangGraph handles stateful agent loops. Microsoft Agent Framework unifies AutoGen and Semantic Kernel.