Generally a letter of recommendation should be written by someone you've worked with, or someone who has a good idea of your skills. Perhaps an old manager or former professor would be a better fit for the letter of recommendation.
My opinion is that if you get a LOR from an adviser, it's going to look like you had trouble finding people to write on your behalf.