Our research develops COFs and MOFs-based electro-ionic artificial muscles that convert ion motion into large, reversible deformation in soft materials at ultralow voltages. By engineering porous conductive architectures with fast ion pathways and stable electrochemical interfaces, we create lightweight actuators with high force, rapid response, and long cycle life for soft robotics, adaptive wearables, and safe, intuitive human–machine interactions.