Three distinct frameworks—Deep Agents, LangChain, and LangGraph—offer different architectural approaches to agentic workflows. This guide delineates when to use each tool based on specific project needs. It provides a necessary roadmap for developers choosing between linear chains and cyclic graphs. The distinction helps practitioners avoid over-engineering simple automation tasks.