JA4 Fingerprinting for AI Scraper Detection
Build a JA4 collection and detection pipeline for AI scrapers. Covers ClientHello signals, observed corpora, client mismatches, evasion, and layered rules.
securityInsights and updates on AI bot detection, web security, and digital threat mitigation. Discover best practices for protecting your online properties from automated threats and malicious bots.
Post 49 through 54 of 73 total posts
Build a JA4 collection and detection pipeline for AI scrapers. Covers ClientHello signals, observed corpora, client mismatches, evasion, and layered rules.
securityOpen source CAPTCHA with 40+ behavioral signals, proof of work, and vision AI detection. Self-hosted servers in Go, Python, Node.js.
bot-detectionDetect Claude Computer Use and OpenAI Operator through timing analysis, cursor patterns, and prompt injection honeypots.
bot-detectionDOM injection patterns, global variables, and shadow DOM inspection techniques for detecting Claude, ChatGPT, Copilot extensions.
bot-detectionTechnical guide to detecting Browserbase, Skyvern, and stealth AI agents. TLS fingerprinting, behavioral analysis, and honeypots beat evasion tactics.
bot-detectionHow WebDecoy provides actionable bot detection signals for SOCs, red team exercises, and purple team collaboration.
security