Is there a supplement to help you put on weight?

I wanna start going to the gym 'cus I'm underweight and I want to put some on and get more buff, I've made a plan to get protein shakes and I know what kinda foods I need to eat to help but is there a safe supplemnt that helps you put on weight or makes it easier?