 Upon founding of the Olympic Committee of Bosnia and Herzegovina in 1992, Kljuić was elected its first president.In 1994, he founded his own party, the Republican Party, a multi-ethnic, pro-Bosnia party.He stood as the party's candidate for the Croat member of the Presidency in the 2002 general elections, but failed to be elected.