{"slug":"pyrit","name":"PyRIT","domain":"github.io","verdict":"As of 2026-07-13, ChatGPT, Claude, Gemini, Grok collectively rank PyRIT #3 of 8 for ai red teaming and llm security testing tool. Source: https://modelsagree.com/product/pyrit (modelsagree.com, CC BY 4.0).","best_rank":3,"categories":1,"brief":{"category":"best-ai-red-teaming-tool","title":"Best AI red teaming and LLM security testing tool","rank":3,"of":8,"top":"Promptfoo","day":"2026-07-17","why":[{"t":"Multi-turn adversarial attack orchestration","m":["Claude","Grok","Gemini","ChatGPT"],"q":"orchestrating multi-turn and multimodal attacks"},{"t":"Flexible custom campaign framework","m":["Claude","Grok","ChatGPT"],"q":"flexible Python framework for custom campaigns"},{"t":"Extensible targets, converters, and scorers","m":["Claude","Grok","ChatGPT"],"q":"custom targets, converters, scorers"},{"t":"Built from Microsoft red team experience","m":["Claude","Grok","Gemini"],"q":"built and battle-tested by Microsoft's AI Red Team"}],"gap":[{"t":"Config-driven CI/CD integration","m":["ChatGPT","Gemini","Claude","Grok"],"q":"config-driven, drops into CI/CD"},{"t":"Continuous regression testing","m":["Claude","Grok"],"q":"provides continuous regression testing with a large plugin set"},{"t":"Accessible developer workflows","m":["ChatGPT","Gemini","Claude","Grok"],"q":"easy YAML/config-driven red teaming with auto-generated attacks"}],"fix":[{"t":"Add a polished turnkey interface","m":["ChatGPT","Claude","Gemini","Grok"],"q":"Add a polished turnkey interface"},{"t":"Simplify production CI/CD workflows","m":["ChatGPT","Grok"],"q":"simpler production CI workflow"},{"t":"Reduce engineering and scripting requirements","m":["Claude","Gemini","Grok"],"q":"Requires significant engineering effort and custom scripting"}]},"entries":[{"slug":"best-ai-red-teaming-tool","title":"Best AI red teaming and LLM security testing tool","rank":3,"of":8,"score":13,"appearances":4,"modelRanks":{"ChatGPT":4,"Claude":2,"Gemini":3,"Grok":2},"reason":"The strongest automation/orchestration framework for red teaming, built and battle-tested by Microsoft's AI Red Team; its target/converter/scorer architecture lets you script automated, multi-turn adversarial campaigns and extend to novel attacks, making it the tool of choice when you outgrow canned scanners and need custom offensive tooling at scale.","reasons":[{"model":"Claude","reason":"The strongest automation/orchestration framework for red teaming, built and battle-tested by Microsoft's AI Red Team; its target/converter/scorer architecture lets you script automated, multi-turn adversarial campaigns and extend to novel attacks, making it the tool of choice when you outgrow canned scanners and need custom offensive tooling at scale."},{"model":"Grok","reason":"Excellent for agentic/multi-turn/multi-modal attacks (Crescendo, TAP, 50+ datasets, 70+ converters, orchestrators); built from real Microsoft red team experience on Copilot-scale systems; flexible Python framework for custom campaigns with strong orchestration and scoring."},{"model":"Gemini","reason":"Microsoft-backed Python framework that automates complex, stateful, multi-turn \"AI-vs-AI\" adversarial attack strategies for deep security research."},{"model":"ChatGPT","reason":"Highly flexible, model-agnostic framework for orchestrating multi-turn and multimodal attacks, custom targets, converters, scorers, and human-led security research"}],"fixes":[{"model":"ChatGPT","fix":"Add a polished turnkey interface and simpler production CI workflow"},{"model":"Claude","fix":"It's a library, not a turnkey scanner — real Python and adversarial-ML skill are needed to get value, so it's the wrong pick for non-developers or anyone wanting one-click results."},{"model":"Gemini","fix":"Requires significant engineering effort and custom scripting, making it overkill and too complex for typical developers."},{"model":"Grok","fix":"Research-oriented library requiring significant engineering skill to wire into workflows/CI/CD; steeper curve for non-expert practitioners compared to more turnkey options."}],"updated":"2026-07-13","rank_history":{"days":["2026-07-12","2026-07-13"],"ranks":[2,2]},"reasoning_shift":[{"model":"Gemini","from":"2026-07-12","to":"2026-07-13","added":[{"t":"overkill for typical developers","q":"making it overkill and too complex for typical developers"}],"dropped":[{"t":"complex agent configurations","q":"across complex agent configurations"},{"t":"compared to CLI scanners","q":"compared to standard CLI scanners"}]}],"api":"https://modelsagree.com/api/v1/best/best-ai-red-teaming-tool.json"}],"page":"https://modelsagree.com/product/pyrit","check":"https://modelsagree.com/check?q=PyRIT","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}