In a food processor, combine the shallot, capers, and cornichons and pulse until finely chopped.
Add the mayonnaise, parsley, dill, chives, lemon juice, mustard and pepper and process to blend.
Add the olive oil in a slow, steady stream and process until well combined.
Refrigerate for up to 3 days.