USDA National Nutrient Database nal.usda.gov
Comprehensive but old school interface
Nutritive Value of Foods ars.usda.gov, PDF
Also contains tips for estimating amounts of food (2 tbsp peanut butter: ping pong ball)
Hard to read but good for printing - tables extend across facing pages
What's In The Foods You Eat reedir.arsnet.usda.gov