A stand of old oak trees is the centerpiece of Oak Grove Park. The park offers a variety of recreation opportunities. Soccer fields, including a stadium with lighting, baseball diamonds, tennis courts, two playgrounds, picnic shelters, a dog park, paths for walking or jogging, benches for resting and relaxing, an archery range, a fitness trail with two types of outdoor exercise equipment, and a pond and dock for fishing. The playgrounds feature climbers, belt swings, and infant swings.
Oak Grove Park is home to the Centerville United Soccer Association and the annual Mead Cup Soccer Tournament.