GitHub Pages edition. Scoring, character attacks, normalization, and bounded email preview run entirely in this tab. Run the full local API for RFC-complete triage, semantic attacks, and strict LureProof evidence.

Defensive AI engineering / live workbench

Break the detector before they do.

Score a suspicious message, mutate it like an attacker, then verify whether your defense earns the catch back.

01 / Input

Message under review

Processed locally
02 / Readout

Detection signal

Awaiting analysis

Run the message through a detector
to reveal its fraud signal.

—%
BENIGN / 0THRESHOLD / 50FRAUD / 100
Detector—
Threshold source—
—
——
—

No message content or addresses are written to the proof.
03 / Stress test

Run the adversarial sequence

No external calls for character attacks
01 / Original—
02 / Attacked—
03 / Defended—