Simmer the capers for 1 minute to remove excess salt. Drain. In a bowl, add the tomatoes, feta, garlic, oregano, and capers, and add olive oil and vinegar. Mix well.
Place the mixture in the fridge for 2-3 hours. Toast the bread slices immediately before serving, adding the tomato and feta mixture on top of each slice.