An air-sourced cleaning and deburring workpiece mechanism includes a fixed frame, a transfer assembly coupled to the fixed frame, and a cleaning assembly. The cleaning assembly includes a drive member, a slide member, and a first cleaning member. The drive member can drive the first cleaning member to move back and forth along a transfer direction of the transfer assembly, so that the first cleaning member can be applied to a workpiece.