“Mahal ko ang aking best friend” would be the colloquial way to say it.
“Mahal ko ang pinakamatalik kong kaibigan” would be the all-Tagalog way. - (Pinaka)matalik na kaibigan = (the most) close friend.
Either way would exactly mean, and would have the same nuance as saying, “I love my best friend” in English.