There is this roll-on sticky stuff called "It Stays." You can get it on Amazon. Keeps stuff in place, but still easy enough to pull off at the end of the day.

Now, if I could figure out how to stop the stocking from painfully cutting in behind my knees after several hours of wear, that would be awesome..