In the 1950s, the reconstruction of the building "Military flat" was finished, and a large gymnasium hall for basketball and handball was made.

The Montenegrin league was formed in 1970, and since then Lovcen has been a participant, where it was among the leading teams.After the earthquake, in 80s, new sports hall was built.

From season 1992/93, Lovcen played in the first division of the FRY and achieved the greatest success in the second half of the nineties.

The most successful season was 2009/10, when Lovćen placed in the final four regional Balkan League in Sofia.

After the victory over Macedonia Feni Industries, Lovćen was defeated in the finals of the host - Levski.