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Phishing Detector

Phishing Detector is a web security platform that detects phishing threats in real time using Machine Learning and multi-API scanning for accurate risk assessment.

2025·
Machine LearningFlaskAPI Integration
Live Demo ↗Source Code ↗

Phishing Detector: Next-Gen Web Security Threat Analysis

Phishing Detector is a comprehensive, intelligent web security platform designed to analyze and detect phishing threats in real time. Built upon an advanced Machine Learning engine trained on robust, specialized datasets curated from Kaggle, the system delivers highly accurate risk assessments with split-second efficiency.

To ensure enterprise-grade reliability and minimize false negatives, the platform integrates a powerful multi-layered defense system powered by Multi-API Scanning. By cross-referencing URLs across multiple leading security infrastructures simultaneously, it provides a unified, holistic security verdict.

Core Architecture & API Integrations

The system meticulously evaluates web assets through specialized endpoints:

  • Machine Learning Engine (Kaggle Datasets): Drives the core behavioral analysis, evaluating content indicators, URL structures, and specific keyword patterns (e.g., detecting deceptive authentication keywords).
  • VirusTotal: Leverages global security vendor databases to inspect the URL against hundreds of known malicious engines.
  • Google Safe Browsing: Instantly verifies if the domain is blacklisted or flagged for distributing malware or deceptive content.
  • IP Quality Score (IPQS): Provides deep fraud detection, assessing the threat level of the hosting server's IP address and detecting cloaked routing.
  • WHOIS Domain Registry Check: Inspects critical domain registration metrics, highlighting high-risk signals such as newly registered, hidden, or anomalous domain lifespans.
  • Telegram Bot Analysis: Evaluates whether a domain is associated with known automated communication channels or malicious bot activities.

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