Link Scanner
Run quick heuristics locally. Nothing leaves your browser.
Neon samples
Tap a preset link to feel the risk telemetry in action.
Dataset benchmark
Blend Maliha's curated phishing intel with NightWatch heuristics and auto-tune weights.
Precision
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Recall
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False positives
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False negatives
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High-risk keywords
Automatically surfaced from phishing vs. legitimate differentials.
High-risk TLDs
Domains that skew heavily toward malicious usage.