People use "mulch" for anything used to cover the ground and prevent weeds. So this could be fabric, cardboard, carpet, thick layer of compost, gravel etc etc. Stones straight onto the membrane will be fine. Bear in mind that the gravel should not be too thick if you want to walk on it, but...