Place whole peppers over gas flame or under a broiler to char, flipping to char the entire pepper. Run the peppers under cold water and rub to remove the skins. Remove the stems, slice the peppers lengthwise, and remove pepper seeds.
Add peppers to food processor with rest of ingredients. Process until smooth. Refrigerate for at least one hour before serving.