one-hit wonder

from Wiktionary, Creative Commons Attribution/Share-Alike License.

• noun idiomatic A musical performer or musical group known for a single hit song, especially after failing at later attempts at success.
• noun idiomatic, by extension A person or group known for achieving only a single major accomplishment.
• noun An instance of getting high off the first hit.