Best Anamorpher Alternatives

garak is NVIDIA's open-source LLM vulnerability scanner for red-teaming AI models and applications. Probes for prompt injection, data leakage, hallucination, toxicity, encoding-based attacks, and dozens of other vulnerability categories. Runs automated attack sequences against any LLM endpoint and generates detailed vulnerability reports. Features a modular probe/detector architecture that is extensible with custom attack patterns. Named after the Star Trek character known for deception.

PurpleLlama is Meta's open-source suite of tools for evaluating and improving LLM safety. It includes Llama Guard models for input/output content safety classification, LlamaFirewall for multi-layer defense, CodeShield for insecure code detection, and CyberSecEval benchmarks for measuring LLM security. Llama Guard 4 supports multimodal safety across text and images. 4,100+ GitHub stars, backed by Meta AI with 44+ contributors.

DeepTeam is an open-source red-teaming framework for systematically testing LLM applications against 40+ adversarial attack types. It covers OWASP Top 10 for LLMs including jailbreaks, prompt injection, PII leakage, and hallucination attacks. Built as the sister project of DeepEval for security testing alongside evaluation. Apache-2.0 licensed.