It depends a bit on the skirt. I have two jeans skirts which I have no problem wearing leggings underneath. For all others, it'll be tights. I also only have unicolor leggings without any patterns, so they do not stick out that much.
Leggings under a skirt for me is a winter thing...
Hugs,
Sarah