Data as of Sep 9, 2026 · Based on 3,265,539 AI responses across 10,525 prompts · See how Parse measures this
garak 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.
The market map · 5 of 100 labelled
AI Red Teaming & Pen Testing →64%positive
Where NVIDIA Garak ranks in AI
open-sourcenmap for llmsvulnerability scannerspecializedexcellentllm vulnerability scannersystematicrobust
Excerpts where NVIDIA Garak appeared in the AI's answer

NVIDIA Garak: Often described as the "Nmap for LLMs"—great for fast, local, and automated vulnerability sweeps

NVIDIA Garak (LLM Vulnerability Scanner): 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," NVIDIA Garak is a premier open-source tool

NVIDIA Garak: Often styled as the "Nmap for LLMs," Garak is a fast, practitioner-friendly open-source command-line tool
Excerpts where NVIDIA Garak appeared in the AI's answer

NVIDIA Garak : Often described as the "Nmap for LLMs," this open-source vulnerability scanner

NVIDIA Garak : Often described as the "Nmap for LLMs," running modular probes to check for data leakage, jailbreaks, and prompt injections.
Excerpts where NVIDIA Garak appeared in the AI's answer

NVIDIA Garak — Often described as the "Nmap for LLMs," this is the premier open-source vulnerability scanner and red-teaming tool.
Excerpts where NVIDIA Garak appeared in the AI's answer

NVIDIA Garak (LLM Vulnerability Scanner) : A modular vulnerability scanner for large language models that systematically checks for prompt injection, data leakage, and toxic generation.

NVIDIA Garak (LLM Vulnerability Scanner) operates like a security scanner