AgentChain uses large language models as the brain to plan and orchestrate multiple agents or large models for sophisticated tasks. It supports fully multimodal inputs and outputs including text, image, audio, and tabular data, enabling intelligent composition of tools through hierarchical structuring to decide which tools to use for specific subtasks.