Here is a picture of the pool:
I would think that the bulk of the leaves/dirt, etc... would come from the planter area pictured. Luckily, there aren't any huge trees overhead, or anything like that.
In fact...here are the rest of the MLS pictures:
The previous owner's style was a lot...