Soft picking tools for a pick and place robotic system are disclosed. A soft picking tool includes a body made of an integrated piece. The body includes stiff fingers located on a distal end of the body. The body also includes a portion of a soft-walled cavity configured to be deformed by application of a positive or negative pressure in the soft-walled cavity, leading to a motion of the stiff fingers, from a rest position, towards or away from a medial axis of the soft picking tool. The soft picking tool also includes one or more fingertips, where at least one of the stiff fingers includes a fingertip embedded on its distal end. The single-piece design and fingertips enable increased robustness, a reduced footprint, large gripping and spreading forces, and more efficient cluttered and flush grasping.