Potatoes belong to the solanaceous flowering plant family, along with tomatoes and chili peppers. The very small eyes are NOT poisonous, though the elongated ones could be, especially if exposed to light and already turned green. Potato tubers exposed to sunlight also develop this greening of the skin, considered to be poisonous as well.