PyRIT

What it does

Python Risk Identification Toolkit for generative AI. Orchestrates attack prompts against target endpoints, supports multi-turn scoring, and integrates with custom converters and scorers for systematic adversarial evaluation.

What it doesn't do

Does not ship with a turnkey UI or a curated attack-pattern library out of the box — you write the orchestrators. Does not include any reporting layer suitable for executive deliverables; expect to build that on top.

Best for

• Detection engineers and ML engineers who want a programmatic, scriptable harness
• Repeated regression-style evaluation in CI/CD
• Custom attack development against your own model endpoints

Not for

• Teams expecting a click-and-test commercial product
• First-week-of-an-AI-red-team-program proof of concept where you need a demo today

Pricing

Free (MIT license).

Integration effort

medium

Team skill required

Python proficient; comfortable building custom orchestrators and scorers.

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Last reviewed: 2026-05-01