Data as of Aug 16, 2026 · Based on 3,131,739 AI responses across 10,525 prompts · See how Parse measures this
NVIDIA Garakgarak.aigarak is an open-source LLM vulnerability scanner and generative AI red-teaming and assessment kit used to evaluate the security of a model or system. It is actively maintained by NVIDIA and the community, with extensive documentation, guides, and support channels (GitHub, Discord, email). Published under Apache 2.0, garak is widely adopted by companies to harden AI systems and is considered an industry-standard tool.
Tone of voice
63% of how AI describes NVIDIA Garak reads positive.
Words AI uses
AI reaches for open-source · nmap for llms · specialized when it describes NVIDIA Garak.
Rivals
PyRIT is the brand AI weighs against NVIDIA Garak most.
Sources
en.wikipedia.org shapes more of what AI says about NVIDIA Garak than any other source, at 28% of its citations.
youtube.com · github.com · arxiv.org · appsecsanta.com
The market map
AI Red Teaming & Pen Testing →Where AI ranks NVIDIA Garak
+ 2 more markets
Excerpts where NVIDIA Garak appeared in the AI's answer
Nvidia Garak: Often described as the "Nmap for LLMs," this is a fast, practitioner-friendly open-source scanner
NVIDIA Garak (Generative AI Red-teaming & Assessment Kit): Often described as the "Nmap for LLMs"
Excerpts where NVIDIA Garak appeared in the AI's answer
NVIDIA Garak : Often described as the "Nmap for LLMs," this is a rapid, developer-friendly open-source tool
NVIDIA Garak: Widely regarded as the gold standard open-source vulnerability scanner for LLMs
