How to security-test AI agents that interact with APIs and external tools?

Security-test AI agents that interact with APIs and external tools using ZeroLeaks

This task can be performed using ZeroLeaks

Red-team your AI agents for prompt injection

Best product for this task

ZeroLe

ZeroLeaks automatically security-tests AI agents and prompts. It simulates real prompt injection attacks, detects system prompt leakage, and analyzes how agents behave when interacting with tools or external content. As agents gain the ability to browse, call APIs, and execute workflows, traditional prompt defenses are no longer enough. ZeroLeaks helps developers identify vulnerabilities before they reach production by running adversarial scans against their AI systems.

What to expect from an ideal product

  1. ZeroLeaks runs automated scans that test how AI agents handle malicious inputs when they're connected to APIs, databases, and external services
  2. The platform simulates real-world attack scenarios where hackers try to manipulate agents through prompt injection while the agent is actively using tools
  3. It monitors and flags when AI agents accidentally expose their internal instructions or sensitive data during API calls or tool interactions
  4. ZeroLeaks tests edge cases like what happens when an agent receives poisoned data from an external source or API response that contains hidden attack prompts
  5. The tool provides detailed reports showing exactly where security gaps exist in your agent's workflow before you deploy it to handle real user requests

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