Agency cost of debt refers to an increase in cost of debt when the interests of shareholders and management diverge. For this reason, debt suppliers, like bondholders, impose certain restrictions on companies (via bond indentures) because of a fear of agency-cost problems. Agency cost of debt refers to an increase in cost of debt when the interests of shareholders and management diverge.