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I built a UFC-only card scanner because generic apps kept failing
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I built a UFC-only card scanner because generic apps kept failing

DEV Community: computervision·Cowbot·about 18 hours ago
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Most sports card scanners are built for baseball, basketball, and football. UFC cards look different enough that those apps misread them a lot. I got tired of that, so I shipped Octagon Cards , a free site aimed only at UFC.

This post is the practical version of why that mattered and what the product does today.

The problem that pushed me to build it

A couple of months ago I asked how much a 1:1 dual auto was worth and got nowhere useful. Forum answers were vague. eBay sold listings were messy to search when you do not know the exact set name and parallel. Generic scanner apps either failed the match or pointed at the wrong card.

That is a bad loop for collectors:

Photograph the card.

Hope the app gets the set and parallel right.

Fall back to manual comps when it does not.

Repeat after every fight night when values move.

UFC trading cards have a lot of parallels, short prints, and inserts across Panini and Topps releases.…

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