If this will fit on your cabinet, I like this rack for a no-drill option, I used it in many apartments and now in my house. Right now I have it on the middle shelf inside a cabinet. Mug Rack

It's very sturdy and have 4 big stoneware mugs on it right now, it does also have an option to mount with screws if you want to.