I happened to be driving by the area and noticed the plaque. This park is called Veterans Memorial Park, but I could not find any information other than that it's part of the Seabrook Recreation Department.
Cache is a duck taped pill bottle hidden in a typical location. Make sure to bring a writing instrument and use stealth.