But there is a perfectly elegant alternative: Just use the expected amount of rainfall. The epected value combines both amount and probability of rainfall in one single number, without being highly arbitrary like other approaches, such as the usual reporting of plain "probabilities" with unclear interpretation.
(Of course one could add to the expected rainfall amount also the variance, to distinguish more certain predictions from more uncertain ones, though this information might often not even be that important.)