Mesos runs quite nicely on CoreOS. Mesos doesn't replace the native Linux on each of the boxes in the datacenter. The Linux on each box provides the execution environment.

Here is a short tutorial for standing up Mesos on a single CoreOS instance: https://mesosphere.com/docs/tutorials/mesosphere-on-a-single...