Actually Marisa denied Patchouli's request to look for Reimu. The clan is more important than just Reimu so they will prioritize the food gathering. If Reimu came back before winter begin, they will let her in. But if Reimu really go out of the clan under feeling of guilt then they will say nothing.
Alice then found out the missing Reimu is still around, trying to look for food everyday.