Base layer year-round for me. In the summer I use sleeveless mesh ones. The open weave doesn't absorb moisture and keeps my sweaty jersey off my skin which feels cooler and more comfortable than having a saturated jersey stuck to me.
I have a few different short- and long-sleeve options for cooler/colder weather.