PhishGuard - Fraud Detection

PhishGuard protects you from phishing attacks, fraudulent websites, and malicious links — in real time, as you browse. Every link on a page is automatically scanned before you click it. Dangerous links are flagged with a clear visual warning. Safe links are left untouched. No popups, no interruptions — just silent protection running in the background. ━━━━━━━━━━━━━━━━━━━━━━ HOW IT WORKS ━━━━━━━━━━━━━━━━━━━━━━ PhishGuard uses a multi-layer detection system: → Domain Whitelist — instantly clears millions of known-safe domains (Google, GitHub, Wikipedia and more) with zero API calls → Rule-Based Heuristics — flags suspicious TLDs, excessive subdomains, phishing keywords, unencrypted HTTP connections, and IP-based URLs → AI / ML Detection — a BERT-based machine learning model trained specifically on phishing URLs analyses anything that passes the first two layers → Enhanced Mode (optional) — adds IPQualityScore reputation analysis for confirmed threat scoring on top of the ML result The result: fast, accurate, multi-signal phishing detection that catches both known threats and novel zero-day phishing attempts. ━━━━━━━━━━━━━━━━━━━━━━ STANDARD vs ENHANCED ━━━━━━━━━━━━━━━━━━━━━━ Standard mode is free with no account required. It uses the whitelist, rules engine, and AI model to protect you out of the box. Enhanced mode adds a second layer of real-time URL reputation scoring powered by IPQualityScore. To activate it, sign up for a free account at our dashboard to get your API key — then paste it into PhishGuard's settings in one click. ✦ 30-day free trial — full enhanced access from day one ✦ 100 enhanced scans per day included ✦ API key generated instantly on signup ✦ No credit card required ━━━━━━━━━━━━━━━━━━━━━━ FEATURES ━━━━━━━━━━━━━━━━━━━━━━ ✔ Real-time scanning of every link on every page ✔ Color-coded link highlighting — red for danger, amber for suspicious, clean for safe ✔ Popup dashboard showing today's scan count, threat count, and safe rate ✔ Recent scan history with per-domain risk indicators ✔ Protection toggle — pause and resume with one click ✔ Works on all websites including webmail ✔ Lightweight — no impact on browsing speed ✔ No browsing history stored, no data sold, no tracking ━━━━━━━━━━━━━━━━━━━━━━ PRIVACY ━━━━━━━━━━━━━━━━━━━━━━ PhishGuard sends only the URLs of links found on pages you visit to our detection backend — solely for threat analysis. URLs are never stored permanently and are never associated with your identity. Scan statistics are stored locally in your browser only. We do not track your browsing history, build user profiles, or share any data with advertisers. Full privacy policy: https://naebi-stack.github.io/fraud-detection-extensions/privacy.html ━━━━━━━━━━━━━━━━━━━━━━ PERMISSIONS ━━━━━━━━━━━━━━━━━━━━━━ PhishGuard requests only the permissions it needs: - activeTab — to scan links on the current page - storage — to save your settings and daily stats locally - scripting — to detect and highlight links on pages - alarms — to reset daily statistics and keep the backend responsive - tabs — for per-page threat tracking in the popup ━━━━━━━━━━━━━━━━━━━━━━ GET STARTED ━━━━━━━━━━━━━━━━━━━━━━ 1. Install PhishGuard 2. Browse normally — protection is active immediately 3. Optional: sign up at fraud-detection-x.onrender.com/dashboard for your free API key to unlock enhanced mode Stay safe online. PhishGuard has you covered.