No. Africa has over 1,000 languages across multiple families:
Swahili, Arabic, Hausa, Yoruba, Amharic, Zulu, French, English, Portuguese serve as regional/national bridges.
Africa's linguistic diversity is immense; no single language can be called the "mother language" of the continent.