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Vol. 01 Tech Jargon № 02
Tech Jargon · Project № 02

Housing Finder

A realtor who reads every new listing the moment it hits the market, ignores the noise, and only pings you on the ones worth a tour.

The Analogy

The realtor who never sleeps.

Every serious house hunter hits the same wall: listings are scattered across six sites, half of them are stale, and the genuinely good ones go under contract before you finish your morning coffee. The market moves faster than a human can refresh a browser tab.

This tool replaces the refresh-and-pray routine with a patient assistant. It reads every new listing across every source, runs your criteria against each one, and only surfaces the ones that clear your bar. You spend your time touring homes, not hunting for them.

The best listings don't last. The fix isn't looking harder — it's looking first.
How It Works

Scrape. Score. Alert.

Input
It watches the market.
A scheduled crawler pulls new listings from Zillow, Redfin, and MLS feeds every few minutes, all day.
→
Transform
It judges each one.
Scores every listing against your criteria — price, size, neighborhood, commute, must-haves — and kills the duplicates and stale posts.
→
Output
You get a shortlist.
A ranked daily feed plus push alerts on the best matches. Open, skim, tour. Done.
Under the Hood

What's actually running.

Scout Scheduled Scraper Runs on a timer. Pulls fresh listings from public real estate sources without you lifting a finger.
Judge Scoring Engine A weighted rules engine: each listing gets a score based on how well it fits. The higher the score, the louder the ping.
Memory Listing Database Stores every listing seen, so the tool knows what's new, what's stale, and what's already been dismissed.
Messenger Alert System Email or push notifications on high-scoring matches. Only the ones worth your attention.
Why it's built this way

Three systems, each doing one thing well. The scraper doesn't care about scoring. The scorer doesn't care about notifications. That separation means each piece can be improved without breaking the others — and new sources can be added without rewriting the whole stack.

Why It Matters

Houses are too consequential to browse lazily.

A bad house purchase is a five-year mistake. A good one is a five-year compound win. The difference often comes down to who sees the best listing first — and whether they act before someone else does.

This system is built to tilt that race. Automate the watching. Score the signal. Reserve human attention for the decisions that actually matter.