Including the kids in the picture making process can go a long way to making good pictures of the kids. If they are invested in making the photograph, they'll be considerably more cooperative, and you'll get great stuff.
I also like to hang back and just watch them play. At this point, my kids are pretty used to me in the background with the camera. It rarely interrupts what they are up to. Which I like!!