I used to think that a MV was extremely important. Now, not so much. If your diet is focused around whole foods with minimal processing, your body will get more than enough vitamins and minerals.
For the bodybuilder crowd, however, that seem to avoid fruit and rarely consume veggies: get tested to find out what vitamins you're actually lacking. I think supplementing with individual vitamins is much better than a one size fits all multi.