In a sentence
Play moderately loudly: present and full without reaching forte.
Mezzo forte is the middle-loud member of the family. It commonly provides a confident default from which a phrase can retreat or intensify.
The mark does not erase balance within the texture. Melody, bass, and accompaniment can have different prominence while the passage as a whole reads as mf.