I use the 3M 2080EL Edge Lock. It is easy to remove, does not let paint seep (when edge is firmly set), and does not leave residue.
Most hardware stores carry this but..........it is expensive!! Easily recognizable as the interior label is orange and blue, and Edge Lock with 2080EL is printed on...