Rule 8.01 Legal Pitching Delivery goes into detail about the only two legal pitching positions (the set position and the wind-up) but the short answer is yes, not only must the pitcher be touching the mound, his foot must be touching the pitcher's plate (or rubber) until the ball is delivered to the batter.
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