Why would you write a lot of software to find the closest match (which doesn't even seem that good) if you could also ask a subject expert? I guess you could even just post a photo to some subreddit with people who could tell you what it is...
Also: "it shouldn't be here; the nearest coastline is Dammam's, 500 km away." - are people really that ignorant about plate tectonics and sea fossils in mountains?
I think that sentence was more to show why it had to be a fossil in the first place and not just an ordinary seashell you'd pick up on the beach.