Beat eggs and sugar until foamy. Gradually add water and oil.
Mix flour, baking powder and almonds and add to the mixture.
Pour the mixture into muffin cups and place a piece of chocolate in the center, if desired.
Bake in a preheated oven at 180 °C for approx. 15-20 minutes.