Pure-JavaScript normalized-correlation template matching β the deterministic technique a production build pairs with MyKyah's Legend Decoder (so the estimator wouldn't draw the box). Reconciles pin count vs the estimate (green/amber). Honest limits: rotated/overlapping symbols and poor scans are the hard cases β which is why the real feature is click-to-confirm. Nothing you load is uploaded.