Soft robots with multimode locomotion possess great application potential across various engineering fields due to their exceptional motion flexibility and environmental adaptability. Conventional approaches achieve multiple locomotion modes by designing a primary structure capable of different movements and then employing a series of actuators to drive each motion. Alternatively, soft robots made of stimuli‐responsive materials usually take the shape of a thin sheet and generate different motions by modulating the external stimuli. This study presents a multimode soft robot based on a single braided tube composed of shape memory alloy wires set at distinct initial configurations. By strategically actuating different wires, the braided tube realizes axial contraction, elongation, and bending. A theoretical model is developed to analyze the underlying deformation mechanisms and to establish a quantitative relationship between the design parameters and the deformation, which is validated by experiments. Building on this, three types of braided soft robots, a crawling robot, a rolling robot, and a multimode robot capable of straight crawling, left/right turning, inchworm crawling, and rolling, are designed and actuated without additional actuators. The proposed structure–actuation integrated design approach provides a new way of developing highly integrated, multifunctional soft robots with enhanced adaptability and performance.