You'll find several hunting seasons in Missouri, each of which will have their own rules and stipulations. Here's a brief overview to give you a general idea on when to plan your trips:
Coyote: in season all year
Groundhog: Mid May - Mid December
Squirrel: Late May - Mid February
Common Snipe: Early September - Mid December
Rabbit: Early October - Mid February
Crow: Early November - Early March
Pheasant: Early November - Mid January
Quail: Early November - Mid January
Ducks/Coots: Early November - Early January
Brant/Canadian Geese: two cold weather seasons
Greater White-front/Light Geese: Mid November - Early February
Beaver: Mid November - Late March
Badger, Bobcat, Fox, Mink, Possum, Raccoon, Skunk: Mid November - Late January
Muskrat, Otter: Mid November - Late February
Deer, Turkey: Mid September - Mid January
"
Check out these Independence, MO Hunting resources: