New Report: Bridging AI and Tools - How Attackers Exploit MCP and How We Can Fight BackRead Report
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AI finance agents
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Powered by Garak Security, the Fortune 500–trusted evolution of NVIDIA Garak and NVIDIA NeMo Guardrails. Our AI guardrails platform combines advanced AI red teaming with real-time protection to stop prompt injections, data leaks, and misuse before production.

Critical Security Alert

87% of AI agents
harbor critical vulnerabilities

Building autonomous AI workflows without comprehensive AI guardrails and AI red teaming is a ticking time bomb—most platforms fail enterprise audits because they've never been tested against real-world agent attacks using Garak security methodologies.

AI Guardrails & Security

Comprehensive AI red teaming for multi-turn agent workflows, jailbreak simulations, and runtime attack interception with enterprise-grade AI guardrails.

Precision

Customizable probes tailored to your orchestration logic—browser-based agents, tool-invoking chains, or function-calling pipelines.

Risk Assessment

Real-time threat scoring and prioritization across prompt injections, PII leaks, hallucination cascades, and unauthorized tool calls.

Compliance

Built-in audit logs, trust-score dashboards, and policy-driven guardrails aligned to OWASP Top-10 for LLMs, NIST AI frameworks, and your corporate security standards.

Comprehensive Protection

Threats We Protect Against

Garak Security's comprehensive AI guardrails framework defends against the full spectrum of AI agent vulnerabilities—from simple prompt injections to sophisticated adversarial attacks using proven AI red teaming methodologies.

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Empty-Prompt Exploits

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Empty-Prompt Exploits

Attackers may send blank or malformed prompts to confuse or crash your agent. Garak's sentinel flags any missing or empty input, ensuring predictable behavior even under unexpected conditions.

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Automated Red-Teaming

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Automated Red-Teaming

Our built-in attack generator continuously fuzzes and probes your agent for toxic or unsafe responses, adapting its strategies in real time to stay one step ahead of emerging jailbreak techniques.

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Malicious-Content Triggers

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Malicious-Content Triggers

We detect attempts to force your model into generating spam, phishing, or other malicious signatures—preventing output that could compromise user safety or brand reputation.

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Undesirable Continuations

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Undesirable Continuations

Garak catches "completion" attacks that try to coax your agent into finishing prohibited or harmful text sequences, shutting down those continuations before they ever leave the pipeline.

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Jailbreak & "Do Anything Now" Attacks

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Jailbreak & "Do Anything Now" Attacks

From classic DAN prompts to nuance-driven Riley Goodside variants, Garak's extensive library of jailbreak patterns blocks any attempt to circumvent your policies.

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Refusal Enforcement

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Refusal Enforcement

Some queries should never be answered—whether they request disallowed content or sensitive secrets. Garak enforces responsible refusal behavior on every turn.

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Encoding & Suffix Injections

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Encoding & Suffix Injections

Adversaries often hide malicious instructions via text encodings or adversarial suffixes appended to system prompts. We decode, sanitize, and strip these hidden directives in real time.

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Glitch-Token Attacks

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Glitch-Token Attacks

Unusual token sequences can provoke unpredictable model behavior. Garak spots and neutralizes these "glitch" triggers before they derail your agent.

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Hallucination & Data Replay

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Hallucination & Data Replay

Memory leaks and package hallucinations: We test for unauthorized replay of training data and simulate recursive hallucination probes to prevent cascading wrong answers.

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Social-Engineering Appeals

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Social-Engineering Appeals

Even innocent-seeming appeals ("Tell me about your grandmother") can mask deeper policy violations. Garak's nuance detectors catch subtle manipulations of your agent's emotional hooks.

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Misleading & Toxic Content

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Misleading & Toxic Content

We run subsets of the RealToxicityPrompts and custom "misleading" probes to ensure your agent never inadvertently endorses false claims or toxic language.

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Code-Generation Vulnerabilities

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Code-Generation Vulnerabilities

From generating malware scripts to cross-site scripting exploits, Garak intercepts and blocks any unsafe code or data exfiltration attempts triggered by your agent's tool invocations.

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Open Core Security

Security through Transparency

Garak Security is built on open core—every probe, detector, and core component from NVIDIA Garak is publicly available for inspection and contribution. Our community of security researchers continuously audits and improves the AI guardrails code, so you benefit from collective expertise at every stage.

Open Core Security

  • Public code inspection
  • Community auditing
  • Continuous improvement
  • Collective expertise

Open Core on GitHub

Garak Security is built in the open using NVIDIA Garak foundations. Explore our AI red teaming codebase, contribute to AI guardrails development, and join a growing community of security researchers working to make AI safer for everyone.

Powered by NVIDIA Garak and NVIDIA NeMo Guardrails - the industry standard for AI guardrails and AI red teaming

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NVIDIA Garak - AI Red Teaming

The industry-leading LLM vulnerability scanner - comprehensive AI red teaming framework for testing AI model security with Garak Security methodologies

NVIDIA NeMo Guardrails - AI Guardrails

Programmable AI guardrails for conversational AI - runtime protection and policy enforcement for enterprise AI systems

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Ready to strengthen your AI security with proven AI guardrails? Get in touch with our Garak Security team to discuss your specific AI red teaming needs and learn how our platform can protect your AI systems.

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