In a small saucepan, heat the olive oil and butter over medium heat. Once the butter has mostly melted, add the anchovies, garlic, lemon and orange zest, and parsley. Bring the heat to low, and whisk the ingredients together to mix. Let the sauce come to a simmer, and simmer for about five minutes, whisking occasionally.