🛡 TL;DR: an open-source red teaming framework that calls itself "penetration testing, but for LLMs."
Title: confident-ai/deepteam
URL:
📌 Highlights
🎯 50+ vulnerabilities across 6 categories: data privacy, bias, authorization bypass, agent-specific risks and more
⚔️ 20+ attack methods, from prompt injection to multi-turn crescendo jailbreaks
📋 Aligned with OWASP Top 10 for LLMs/Agents, NIST AI RMF, MITRE ATLAS and other industry standards
🔒 Evaluation runs entirely locally, no data sent externally
🚦 Ships 7 real-time guardrails like ToxicityGuard for production use
⭐ 2.8k GitHub stars, 1,187+ commits and active ongoing development
Just `pip install` it and pass your model callback, that low barrier to entry makes it easy to actually adopt.
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LLMSecurity# #
RedTeaming#