Introduction to Garak
Garak is an open-source LLM vulnerability scanner developed by NVIDIA, designed to probe large language models (LLMs) for various vulnerabilities. It focuses on identifying weaknesses such as hallucination, data leakage, prompt injection, misinformation, and toxicity generation.
Key Features:
- Comprehensive Probing: Utilizes static, dynamic, and adaptive probes to explore LLM vulnerabilities.
- Multiple Model Support: Compatible with various LLMs including Hugging Face, OpenAI, and more.
- Command-Line Tool: Easy installation via pip and can be run on Linux and OSX.
- Detailed Reporting: Generates logs and reports for each probing attempt, allowing for thorough analysis of vulnerabilities.
- Community Driven: Open to contributions and enhancements from the community.
Benefits:
- Security Enhancement: Helps developers and researchers ensure the robustness of their LLM applications.
- User-Friendly: Simple command-line interface for ease of use.
- Active Community: Engage with other users and developers through Discord and GitHub for support and collaboration.
Highlights:
- Free to use and open-source.
- Regular updates and improvements based on community feedback.
- Extensive documentation available for users to get started quickly.
