Next-Gen Phishing Defense System
AI-Powered Protection.
Before You Click.
URLGuard combines high-precision Random Forest ML classification, VirusTotal threat intelligence feeds, and Groq LLM deep-reasoning to detect deceptive links in milliseconds.
Live Inspection Pipeline
Inspection Core
3-Tier Pipeline01
URL Tokenizer
Lexical & Entropy Extractor
18 Heuristics Extracted
STANDBY
02
Random Forest ML
93.25% Trained Classifier
Ensemble Decision Trees
STANDBY
03
VirusTotal Threat Feed
Multi-Engine Intelligence
70+ Security Scanners
STANDBY
01 — Threat Inspection
Ready
Quick test targets
VirusTotal Enrichment
Cross-reference 70+ security vendor feeds
API target • https://icy-overbid-crisply.ngrok-free.dev
System Telemetry
Random Forest Model93.25% Validation Accuracy
OPTIMALFeature Pipeline18 Heuristic Dimensions
SYNCEDVirusTotal Multi-Engine70+ Vendor Threat Feeds
ACTIVEGroq LLM EngineReal-time AI Explanations
ONLINE02
Awaiting Target URL
Submit any URL above to run feature extraction, Random Forest classification, VirusTotal enrichment, and Groq AI analysis.