DeepTeam: Open-Source Framework for Red Teaming LLMs and AI Agents

tom_doerr · x · 2026-08-18

DeepTeam by Confident AI (2.5k GitHub stars) is an open-source red teaming framework for LLM systems — think penetration testing, but for LLMs:

Simulates jailbreaks, prompt injection, and multi-turn exploitation to uncover vulnerabilities like bias, PII leakage, and SQL injection in AI agents, RAG pipelines, and chatbots
Offers guardrails to prevent these issues in production
Runs locally and is built on DeepEval, the open-source LLM evaluation framework
Results can be managed on the Confident AI platform for risk assessment and monitoring

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