Fibromyalgia Medication Efficacy and Side Effects. This article is an examination of the more commonly used fibromyalgia medications and a few results of recent studies on the effectiveness of the medications in fibromyalgia patients; ways to reduce the cost of your fibromyalgia medication; and appropriate warnings where warranted.