We obtain the formula for the twisted harmonic second moment of the
$L$-functions associated with primitive Hecke eigenforms of weight 2. A
consequence of our mean value theorem is reminiscent of recent results of
Conrey and Young on the reciprocity formula for the twisted second moment of
Dirichlet $L$-functions.