Peel and remove the skin from the avocados. Place the avocados in a large bowl and crush them using a fork. Add the mangos, onion, cilantro, bell pepper, olive oil, and season with salt and pepper. Mix until well blended but chunky.
To serve, place on a platter with your favorite dipping chips.