Heat the oil in a sauce pan, add the scallions and cilantro. Cook for about 2 minutes. Transfer to a blender and add the rest of the ingredients.
Blend until smooth. Transfer the sauce to the sauce pan and cook over medium-low for 12 to 15 minutes. Let it cool and serve.
Note: Refrigerate covered up to 1 week.