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  • AILuminateHuman written prompts across harm categories, from MLCommons.Datasets and benchmarks · Open source
  • ALERTStandard and adversarial red teaming prompts, from Babelscape.Datasets and benchmarks · Open source
  • Arthur ShieldLLM firewall and evaluation from an ML observability vendor.AI guardrails · Enterprise
  • Aya Red-teamingMultilingual red teaming prompts across harm categories, from Cohere Labs.Datasets and benchmarks · Open source
  • AymaraAutomated evaluations for AI safety, accuracy and jailbreak vulnerability.Red teaming and evaluation · Open source
  • CounterfitAutomation for assessing the security and robustness of AI models.Red teaming and evaluation · Open source
  • DeepEvalOpen source LLM evaluation with pytest style tests and a red teaming module.Red teaming and evaluation · Open source
  • DEF CON Red Teaming DatasetResults from DEF CON's generative AI red teaming event.Datasets and benchmarks · Open source
  • Do Not AnswerQuestions across risk areas for testing safety and refusal behavior.Datasets and benchmarks · Open source
  • GarakFramework for adversarial testing and evaluation of language models.Red teaming and evaluation · Open source
  • Gemini API safety settingsConfigurable harm filters built into the Gemini API.AI guardrails · Free
  • GiskardOpen source testing for LLM and ML apps, with a scan for common vulnerabilities.Red teaming and evaluation · Open source
  • Granite GuardianOpen guardrail models for detecting harms in LLM traffic.AI guardrails · Open source
  • Guardrails AIPython framework for validating what goes into and comes out of a model.AI guardrails · Open source
  • HackAPrompt DatasetPrompt based jailbreak attempts, for testing model vulnerability.Datasets and benchmarks · Open source
  • HarmBenchEvaluation dataset for automated red teaming, from the Center for AI Safety.Datasets and benchmarks · Open source
  • InspectOpen evaluation framework for LLMs from the UK AI Security Institute, widely adopted.Red teaming and evaluation · Open source
  • JailbreakBenchHarmful behaviors used as a benchmark for jailbreaking evaluation.Datasets and benchmarks · Open source
  • Lakera GuardHosted detection of prompt injection, jailbreaks and data leakage for LLM apps.AI guardrails · Usage based
  • LangSmith EvaluationEvaluation and tracing for LLM apps built with or without LangChain.Red teaming and evaluation · Freemium

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