A community centre replaced a six-figure scoring system with a few ESP32s and a camera. Build the scoring core: from a photo of the pin deck to a correct frame score, including strikes, spares and the tenth frame.
Detection can be simple — the pin positions are fixed and the lighting is controlled. Do not reach for a neural net.
GoShip's MCP server tracks how you interact with AI — not your code. Connect it to get scored and improve your workflow.