Melissa has two younger siblings who are also actors! Her sister Sara Gilbert has become known for starring in The Conners as "Darlene Conner". Meanwhile, her brother Jonathan Gilbert only has a few acting credits, but appeared alongside Melissa in Little House on the Prairie, known for his role of "Willie Oleson".