Blockchain explorers have evolved from simple data viewing tools into proactive security centers embedded with real-time risk alerts to combat the increasingly rampant on-chain crypto scams. In 2024, illegal cryptocurrency transactions reached a record $51 billion, and stablecoin flows to high-risk addresses exceeded $649 billion. Scam techniques have become increasingly sophisticated, such as address poisoning attacks, which once caused a crypto whale to lose $68 million. Traditional blockchain explorers like Etherscan only provide neutral data without assessing potential risks, making them vulnerable to exploitation by scammers. In response, the industry has strengthened security measures, and blockchain explorers have gradually integrated risk analysis functions. Multi-chain explorer Blockchair launched the dApp Gallery, embedding third-party security tools on address pages, offering services such as AML risk analysis, airdrop alerts, and printable reports. Blockchair partnered with Web3 Antivirus to integrate its wallet risk scoring system (Toxic Score), displaying address risk levels in real-time to help users identify scams and malicious activities. This integration has successfully prevented multiple potential losses and improved user transaction security. This marks a shift of blockchain explorers from passive information display to active security warnings. In the future, more explorers and wallets will adopt similar security features to enhance user trust and ecosystem resilience. Cointelegraph offers a real-time wallet risk detection tool based on Web3 Antivirus, enabling users to instantly check address risks.