In a large skillet over medium heat sauté the garlic and anchovies in the olive oil until garlic is golden. Add the tomatoes, olives and capers. Cook on medium heat for 15-20 minutes, until reduced.
Cook the spaghetti until al dente (about 2 minutes less than the package directions) and drain it. Add to the tomato sauce and mix to thoroughly combine.