Their roles in anchoyade, or puree of anchovy, olive oil and vinegar, and tapenade, the mixture of olives, anchovies, capers and lemon juice, are but two examples of the key part that anchovies play in French and Mediterranean cooking. Great anchovies in a reasalable mason jar packed in olive oil.