Picard says in TNG: "Peak Performance" (S02E21) that Starfleet is not a military organization. But other characters have expressed the opposite. I think the best synthesis is that Starfleet is "military like the Coast Guard and Commissioned Public Health Corps" and not "military like the Navy".