  We show that the generating series of traces of reciprocal singular moduli is
a mixed mock modular form of weight $3/2$ whose shadow is given by a linear
combination of products of unary and binary theta functions. To prove these
results, we extend the Kudla-Millson theta lift of Bruinier and Funke to
meromorphic modular functions.
