'temporary' is an adjective In the context of your sentence, you have to use the adverb 'temporarily' The 'adverb' means adding to the 'verb' ,describing it. It is closed temporarily.

Temporarily Adverb, modal.

Temporarily is correct. You can say 'this site is closed temporarily' or 'this site is temporarily closed'.