Why Jews Pray at Graves

For thousands of years Jews have prayed at the graves of our deceased loved ones and Tzaddikim (saintly individuals). But why do we pray at graves when we always pray directly to G-d without any intermediaries?

What is the special significance to pray at graves and why has it been so important to most Jewish communities throughout history?

A discussion about the Jewish tradition to visit and pray at graves.