@jangsunny1030,
"I" is correct.
"Is" is a linking verb, so you want the predicate nominative "I", not the object "me".
(However, this is one of those things people tend to screw up so often that you'll hear "It's only me" far more frequently. In the United States, you may even seem pretentious if you say "It is I!")