A safety syringe assembly includes a syringe and a concealing apparatus. The syringe includes a cylinder, two wings formed on two opposite sides of the cylinder, a needle connected to a front end of the cylinder, and a tube connected to a rear end of the cylinder. The concealing apparatus includes a guiding element and two covers. The guiding element is located around the tube. The two covers are engaged with each other and movable along the guiding element between an original position for exposing the guiding element and a concealing position for concealing the needle.