There is no definitive answer to this question as it depends on a number of factors, including the type and size of boat, the depth of water, the strength of wind, and the type of anchor. In general, however, it is recommended that you let out at least five times the depth of water plus an additional length for scope. For example, in 20 feet of water you would need to let out 100 feet of rope.