Attack the scout! This may be your only opportunity to get one of the raiders. Hopefully, the other raiders will be so disrupted that they call off the attack.
Let the scout pass. Hopefully, you can wait until more of the raiders climb the bank and can then attack to greater effect!
Some other creative solution... (please comment)