Have a look at windy.com and go the the compare function. You can see how the actual models differ. Often they agree that rain is coming, just not exactly when or how much.
The simple answer on why they disagree is that predicting the weather is really hard, there are a near infinite number of variables that feed into what will actually happen. Hence the apocryphal butterfly effect.
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