A method, apparatus and system of method and system of directory sharing and management in a group communication environment is disclosed. In one embodiment, a method of a fast-search server includes processing a character of a query of music data, referencing the character with a reverse index of a music database, determining that the character matches a data record of the music database using the reverse index and returning the data record of the music database prior to receiving all characters of the query of music data from a user. The reverse index may be created from a combination of letters appearing as a string in a data field of the music database. The method may include preforking the character of the query of music data along with other processes in the fast-search server to minimize concurrency issues and to minimize threading locks.