My husbands name and we have agreed that he will sign that I will stay in the house in the divorce papers. Will the mortgage company comply?

The mortgage company is not party to your Divorce action so they aren't bound by it. If you want to modify the terms of your mortgage in your divorce agreement, you'll have to find out their requirements and comply. Most people will refinance into the name of one party or the other.