Our research develops COFs and MOFs-based electro-ionic artificial muscles that convert controlled ion transport into large, reversible motion in soft materials at very low voltages. By designing porous conductive architectures with fast ion pathways and stable electrochemical interfaces, we enable lightweight actuators with high force, rapid response, and long cycle life for next-generation human-machine interactions, adaptive wearables, and bioinspired devices.