Atlas Mountains - southern Morocco. The Atlas Mountains is a mountain range across a northern stretch of Africa extending about 2,500 km (1,600 mi) through Morocco, Algeria, and Tunisia. The highest peak is Toubkal, with an elevation of 4,167 metres (13,671 ft) in southwestern Morocco.