Catalyzes the reversible transfer of high energy ATP gamma-phosphate group to L-arginine. ATP + L-arginine = ADP + H(+) + N(omega)-phospho-L-arginine kcat is 75 sec(-1) for L-arginine. Belongs to the ATP:guanido phosphotransferase family.