I like Mahalia Jackson's singing of this song. It is in her Gospels, Spirituals & Hymns album (Columbia). Interestingly, the same words are used in "Crying Holy [Unto the Lord]" (bluegrass number), the Carter Family's "On the Rock Where Moses Stood."

(Chorus) Crying holy unto the Lord
Crying holy unto the Lord
Oh, if I could, I surely would
Stand on the rock where Moses stood

Masato