Yes, most owners will check your credit score. In order to rent almost anywhere, they will require that you submit photo identification, proof of income, fill out an application and then they will run a credit check. Since you are in a rush, you should get all of these items together and be prepared to apply when you see something you want to rent.
All the best,
Wellman Realty Company