Quick answer: In 2026, the open-source AI agent ecosystem is best understood as a combination of agent orchestration frameworks, SDKs, workflow engines, and interoperability protocols. The right choice depends less on whether a framework can call tools and more on how much control you need over state, execution, memory, observability,