In a blender, process cherries and liquid until smooth.

Add to a small saucepan along with cocoa and whisk constantly over medium heat until it forms a smooth paste, about 1-2 minutes.

Remove from heat and whisk in the chocolate chips and vanilla until chocolate chips have melted. Let cool slightly.