Launching today
uLaptop.ai
AI search engine for used MacBooks on eBay.
1 follower
AI search engine for used MacBooks on eBay.
1 follower
Stop digging through messy seller descriptions. uLaptop runs a nightly AI pipeline to extract exact specs and grade hardware conditions from active eBay listings. Instantly filter, spot defects, and compare used MacBooks side-by-side.
Hey Product Hunt! 👋
Finding a used MacBook on standard marketplaces is usually a frustrating mess of keyword stuffing and buried hardware defects. I built uLaptop.ai to solve this by turning chaotic auction listings into clean, structured data.
Under the hood, there is a nightly automated pipeline running on GCP that fetches active eBay listings. I use Anthropic Claude LLM batches to read through the messy seller descriptions, extract the exact technical specs, and grade the hardware conditions. The processed data is stored in MongoDB and served through a clean React frontend.
The result is a catalog where you can:
🔍 Filter by exact specs (M-series chips, exact RAM, etc.)
🔴 Instantly spot hardware defects via color-coded badges
⚖️ Select your top picks and compare them side-by-side
I would love for you to try out the search and let me know what you think. I'm also happy to answer any questions about the data ingestion pipeline or the database architecture in the comments!