In this paper, we study the almost sure stability of discrete-time jump linear systems with a finite-state Markov-form process, A general condition for almost sure stability, which is a necessary and sufficient condition for (scalar) one-dimensional systems, is derived. Many simpler testable sufficient conditions for almost sure stability are derived from this sufficient condition.