garak
Garak is a robust vulnerability scanner designed specifically for large language models (LLMs). It identifies critical weaknesses such as hallucinations, data leakage, and prompt injection by employing a combination of static, dynamic, and adaptive probes. This command-line tool, available for free, is built to enhance LLM security through regular updates and community-driven enhancements.
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Top garak Features
- Comprehensive LLM vulnerability assessment
- Supports static and dynamic probes
- Command-line interface for flexibility
- Easily integrates with Hugging Face
- Free and open-source tool
- Regular dependency updates from PyPI
- Customizable probe selection options
- Detailed logging in .jsonl format
- Progress bar during evaluations
- Analyzes various LLM weaknesses
- Supports multiple model types
- Community-driven development and feedback
- Private endpoint compatibility
- Multi-platform support (Linux
- OSX)
- Extensive documentation and FAQs
- Plugin architecture for easy extensions
- Rapid iteration based on user feedback
- Generative AI-focused testing
- Built-in analysis script for results
- Active community on Discord and Twitter.
