Madeira Beach in the United States is considered fairly safe. There are usually families around, plenty of well-lit areas, and police presence. It's quite welcoming even for a solo female traveler. Always keep general safety precautions in mind, make sure not to share your location or itinerary with strangers, and avoid desolate areas at night.