I know that if two events are mutually exclusive it means that at most one is true. 

However, what does this mean in terms of probability theory? Is it that for a set of mutually exclusive possibilities, their corresponding probabilities always sum to 1? Or does only one event have probability of 1?

I am studying mutually exclusive events versus collectively exhaustive, and I'm not sure if I'm confusing them.