The VA primarily is looking at the last 12 months payment histories. If a borrower with less than perfect credit can keep everything in order for the preceding 12 months then the odds of loan approval can increase dramatically.
If you are looking to buy a house in the near future, taking extra care in paying all bills on time is well worth the effort. Check out similar questions in our FAQ section.