The present invention provides a silver-containing inorganic antibacterial agent with excellent transparency, which is realized by the silver-containing inorganic antibacterial agent of formula AgaMbMgcRd(PO4) nH2O containing magnesium pyrophosphate, wherein M is selected from alkali metal ions, Ions of at least one of ammonium ions, hydrogen ions, and oxonium ions, R is a metal ion with a valence of 2, a, b, c, d, and n are 3 or less, a, c are positive numbers, and satisfy 2.5 <(c+d)<3, a+b+2(c+d)=6. The silver-containing inorganic antibacterial agent of the present invention has the characteristics of excellent heat resistance, discoloration resistance, water washing resistance and processing performance when applied to polymer materials, and can be especially applied to transparent products.