Smart Contract Fraud Analysis

$569M+ in Rug Pulls on PancakeSwap V2 in 20 Weeks — Rug Pull Detector V3 Launched With 90.1% Accuracy

$569,388,384. That is not a headline from a dramatic DeFi hack. No Twitter threads trended. No security firms issued emergency advisories. No mainstream crypto media

Best Web3 Rug Pull Detection Tools in 2026 — Ranked & Compared

Rug pulls cost investors $3 billion annually. 95% of PancakeSwap pools end in rug pulls. 99% of Pump.fun tokens extract money from buyers. This guide ranks and compares every major Web3 rug pull detection tool in 2026 — ChainAware, GoPlus, Token Sniffer, De.Fi Scanner, RugCheck, Webacy, and QuillCheck.