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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.
You connect the GoShip MCP server to Claude Code or Cursor. It records your prompts, tool calls and test runs, and that record is what gets scored.
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