Wash brushes and other tools with water. If necessary, you can add a little Marseille soap to the wash water. A dried brush can be restored for reuse by first soaking it in water and then washing it in the usual way.
Excess paint stains can be wiped off with water, provided the surface being cleaned can withstand the treatment.