Place bell pepper and cilantro leaves in the work bowl of a food processor. Add remaining ingredients except for olive oil. Process until smooth, 30 to 60 seconds.
With food processor on, slowly add olive oil and continue processing for 1 minute after all the oil has been added. Store covered in refrigerator for up to 1 week (whisk before using).