Phishy

Tracking since May 1, 2026.

Changelog

• Jun 6, 2026
  description

  Phishy detects phishing links in real time before you click.
  
  What's new in v1.0.2
  Upgraded detection model for improved accuracy and broader threat coverage.
  
  What it does Every link you hover over gets silently checked in under 100ms. If something looks suspicious, Phishy tells you before you click it protecting you from fake login pages, credential theft, and phishing scams.
  
  How it protects you
  - Checks every link instantly as you browse
  - Trained on hundreds of thousands of real phishing attacks
  - Gives you a plain-language verdict Safe, Caution, or Danger
  - No clicking required  works on hover
  
  Your privacy is guaranteed
  - Everything runs on your device nothing is ever sent to a server
  - No account required
  - Works offline after install
  - Zero browsing data collected or transmitted
  
  Who is this for?
  Anyone who browses the web. Whether you're checking emails, scrolling social media, or just clicking around phishing attacks target everyone. Phishy works silently in the background so you never have to think about it.
  
  Built on peer-reviewed security research. Free forever. No tracking. No ads.

  Phishy detects phishing links in real time before you click.
  
  What's new in v1.0.3
  Expanded detection ensemble from 3 to 5 models, now including XGBoost and LightGBM the two highest-performing classifiers for improved accuracy and broader threat coverage.
  
  What it does
  Every link you hover over gets silently checked in under 100ms. If something looks suspicious, Phishy tells you before you click it protecting you from fake login pages, credential theft, and phishing scams.
  
  How it protects you
  - Checks every link instantly as you browse
  - Trained on hundreds of thousands of real phishing attacks
  - Gives you a plain-language verdict: Safe, Caution, or Danger
  - No clicking required works on hover
  
  Your privacy is guaranteed
  - Everything runs on your device nothing is ever sent to a server
  - No account required
  - Works offline after install
  - Zero browsing data collected or transmitted
  
  Who is this for?
  Anyone who browses the web. Whether you're checking emails, scrolling social media, or just clicking around phishing attacks target everyone. Phishy works silently in the background so you never have to think about it.
  
  Built on peer-reviewed security research. Free forever. No tracking. No ads.

• May 31, 2026
  description

  Phishy detects phishing links in real time using on-device AI — no data ever leaves your browser.
  
  Instant analysis on every link you hover over
  3-model ML ensemble running entirely on your device
  Works on navigation and link hover — no clicking required
  Plain language explanations of every risk detected
  No account required — works offline after install
  Zero browsing data sent to any server
  
  HOW IT WORKS
  Phishy runs a trained ensemble of three machine learning models directly in your browser. Every URL you visit or hover over is scored in under 100ms using 50 features extracted from the URL structure, domain reputation, and known phishing patterns.
  
  Developed through research at Florida Atlantic University.
  
  Free forever. No tracking. No ads. No account.

  Phishy detects phishing links in real time before you click.
  
  What's new in v1.0.2
  Upgraded detection model for improved accuracy and broader threat coverage.
  
  What it does Every link you hover over gets silently checked in under 100ms. If something looks suspicious, Phishy tells you before you click it protecting you from fake login pages, credential theft, and phishing scams.
  
  How it protects you
  - Checks every link instantly as you browse
  - Trained on hundreds of thousands of real phishing attacks
  - Gives you a plain-language verdict Safe, Caution, or Danger
  - No clicking required  works on hover
  
  Your privacy is guaranteed
  - Everything runs on your device nothing is ever sent to a server
  - No account required
  - Works offline after install
  - Zero browsing data collected or transmitted
  
  Who is this for?
  Anyone who browses the web. Whether you're checking emails, scrolling social media, or just clicking around phishing attacks target everyone. Phishy works silently in the background so you never have to think about it.
  
  Built on peer-reviewed security research. Free forever. No tracking. No ads.

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