It's easier to replace them. This was the first plumbing job I ever did myself.
However, if these leak then I bet your main shut-off valve (for the whole house) does too. If it does, get a plumber to fit a new one (a ball valve) and then play with all your angle stops to your heart's content.
Quarter turn angle stops are the best ones.