JobSwipe is a swipe based job search app for new grads and early career engineers who are tired of scrolling through hundreds of near identical listings they aren't even eligible for. You swipe right on roles you want and left on the ones you don't, and every card leads with the two things that actually make or break it for a new grad: visa sponsorship and security clearance. No more wasting an application on a job you were never going to be allowed to take. Behind the scenes, real postings get pulled live from public job board APIs (Greenhouse, Lever, Ashby), cleaned up, and embedded with Voyage AI. Every job and every swipe gets stored in MongoDB Atlas, and Atlas Vector Search ranks new listings against the average of everything you've liked so far, so the deck keeps reshaping around your taste as you swipe. There's also a Matches view that collects your saved roles and shows which required skills your resume already covers and which ones you still need to pick up before applying. We went with MongoDB because job postings are all over the place structurally. Some list salary, some don't, and sponsorship and clearance show up in totally different wording everywhere, so we let the ingest step normalize all of that into clean fields.
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