garak

LLM vulnerability scanner for robust model evaluation

EstablishedOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Rising

License

Open Source

Data freshness

Verified · Jul 16, 2026

Overview

What is garak?

Garak is an open-source tool designed to scan and identify vulnerabilities in large language models. It helps developers ensure the security and reliability of their AI systems by providing comprehensive testing capabilities.

Key differentiator

Garak stands out as an open-source, comprehensive LLM vulnerability scanner backed by NVIDIA, offering developers and data scientists a powerful tool to ensure their AI systems are secure and reliable.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Comprehensive vulnerability scanning for LLMsmedium

Open-source and extensible frameworkmedium

Support from NVIDIA, ensuring robust development and maintenancemedium

↓ Weaknesses

Steep learning curve for non-Python developershigh

API requires Python-specific patterns, TypeScript SDK is community-maintained

Frequent breaking changes between versionsmedium

v0.1 to v0.2 migration required rewriting chain definitions

Limited integrations with non-Python environmentshigh

Primary support is for Python, limited official support for other languages

Documentation lacks depth and examples for advanced use casesmedium

Core documentation focuses on basic usage; advanced topics are sparse or missing

Fit analysis

Who is it for?

✓ Best for

Teams developing LLMs who need a robust vulnerability scanner to ensure model security and reliability.

Organizations that require comprehensive testing capabilities for their AI systems.

✕ Not a fit for

Projects with limited resources or expertise in setting up self-hosted tools

Users looking for a fully managed service without the need for local setup

Cost structure

Pricing

Free Tier

Available

Open source — free to use

Starts at

$0

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with garak

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →