I don't know where you get them, but there are caps for the legs of the ironing boards that have little rubber grooves on them (my mom has them on her board) and that keeps it from sliding.
Here's some plain rubber caps that might work that I found on Amazon:
https://www.amazon.com/Rubber-Leg-Ti...ing+board+caps