will

Do you think it will rain tomorrow or Do you think it might rain tomorrow?

Do you think it will rain tomorrow?

The other answerers are correct. In this case you could use "may" if you're informing someone of something or when answering your question e.g. "It may rain tomorrow"

options: will, could, should, would, might