HAsH Guardian is a free URL threat scanner built for everyday people in Africa and the Gulf. Paste any suspicious link — get a clear verdict in seconds. No account. No technical knowledge needed.
But the product is bigger than a scanner. It is a self-improving threat intelligence ecosystem that gets smarter every single day it runs.
The product users interact with. Built on FastAPI with a clean Tailwind CSS interface. Deployed at aeglixmind.com.
Every scan runs the URL through seven global threat intelligence providers simultaneously — VirusTotal, Google Safe Browsing, PhishTank, ThreatFox, URLhaus, AbuseIPDB, and DNS Blocklist — combined with a custom ML model trained on over 500,000 real phishing and legitimate URLs. The result is a risk score from 0 to 1 with a clear LOW, MEDIUM, or HIGH verdict and a full explanation of why.
A separate autonomous cybersecurity agent running on dedicated infrastructure. When HAsH Guardian flags a URL as suspicious, it sends it to the agent through a secure encrypted tunnel. The agent does what a human analyst would do, investigates deeply, reasons about what it finds, and returns a structured result back to the scanner.
The agent runs three specialized open source AI models:
The agent is built with a skill-based architecture — every capability is its own isolated module. It runs 24 hours a day on permanently free infrastructure. No API limits, no monthly walls, nothing that can cut it off.
When you scan a URL, you don't get an instant result. You watch the investigation happen in real time:
🔍 Analyzing domain registration history... ✅
🔍 Inspecting page content... ✅
🔍 Checking SSL certificate... ✅
🔍 Scanning for brand impersonation... ⚠️ Detected
🔍 Tracing redirect chain... ✅
🔍 Investigating IP reputation... ✅
🔍 Analyzing JavaScript behavior... ✅
Result: HIGH RISK
You see exactly why the verdict is what it is. You trust it because you watched it earn it. No other free tool does this.
HAsH Guardian doesn't just ask "is this site dangerous?" It asks four questions:
Layer 1 — Is this a direct threat?
Phishing, malware, known bad actors. Current scanner capability.
Layer 2 — Is this legitimate site safe to use?
Missing security headers, credentials submitted over unsecured connections, session hijacking risks, server information leaking to attackers.
Layer 3 — Is this site harvesting your data quietly?
Hidden tracking, fingerprinting scripts, data sent to unknown third parties, malvertising networks hiding in ads.
Layer 4 — Is this site hiding something time-delayed?
Malware embedded in ads or links, behavior that changes on return visits, redirects that only trigger on specific devices or locations.
A site can be completely legitimate and still fail Layers 2, 3, or 4. HAsH Guardian warns you either way — in plain human language, never technical jargon.
Three independent data streams feed the ML model continuously:
Stream 1 — Agent discoveries
Every new threat pattern the agent finds gets verified and fed into the training pipeline through a dedicated endpoint.
Stream 2 — Global threat intelligence feeds
Live data from PhishTank, URLhaus, ThreatFox, CVE databases, and breach alert networks flows into the pipeline daily.
Stream 3 — Scanner scan history
Every scan HAsH Guardian processes generates real-world data that feeds back into training.
All three streams pass through a confidence score filter — an IoC must be confirmed across multiple independent sources before it touches the model. This prevents data poisoning from bad actors deliberately polluting threat feeds.
The result: the longer HAsH Guardian runs, the smarter it gets. The smarter it gets, the better it catches threats. The better it catches threats, the more people use it. The more people use it, the more data it generates. The cycle never stops.
Western security tools are built for enterprises with budgets, IT teams, and technical expertise. Nobody is building intelligent, accessible, layered protection for everyday people in Africa and the Gulf — people who are increasingly online, increasingly targeted, and have nobody looking out for them.
HAsH Guardian exists to change that.
We don't consume intelligence. We produce it.
This is Aeglix. We are just getting started.