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Alternatives / AI Tools

Garak alternatives

4 comparable AI tools to garak— each with what actually sets it apart, reviewed on Stork.

The best alternatives to Garak are PyRIT (Python Risk Identification Toolkit), Promptfoo, Augustus and OpenAnt. Each is an AI tool with a distinct edge — pricing, output quality, or workflow — detailed below and reviewed on Stork.

  • Focuses on systematic, repeatable red teaming of generative AI systems with automation support, allowing for custom, adaptive, multi-turn attack campaigns.

  • Provides an open-source command-line workflow for generating and evaluating broad red-team scans, with a strong focus on customizing vulnerability probes specifically for your application.

  • Offers an extensive collection of over 210 adversarial probes across 47 attack categories, including various encoding attacks, jailbreaks, data extraction, and agent attacks.

  • An LLM-based vulnerability discovery tool that integrates static program analysis with LLM reasoning to actively attack code and identify vulnerabilities before reporting them.

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