# Test AI the Way Attackers Do

Knostic gives you the tools to simulate adversarial techniques and uncover risks before they become breaches.

## How Knostic Takes Your Red Team to the Next Level

### Simulate prompt injections

and jailbreaks to test how copilots and agents handle adversarial input.

### Uncover oversharing

by mapping what AI assistants can actually surface across files, sites, and RAG systems.

### Probe MCP servers and agents

for weak connectors, unsafe defaults, and excessive permissions.

### Prioritized findings

with remediation guidance so testing translates into measurable security improvements.

## Explore our latest Security Tools

### Test your LLM for oversharing

Ever wonder what your Copilot or internal LLM might accidentally reveal? We help you test for real-world oversharing risks with role-specific prompts that mimic real workplace questions.

### RAG Security Training Simulator

RAG Security Training Simulator is a free, interactive web app that teaches you how to defend AI systems — especially those using Retrieval-Augmented Generation (RAG) — from prompt injection attacks.

## Made for Red Teams & Pen Testers

Surface hidden AI threats before adversaries do. Turn findings into additional funding for fixes.

### Latest research and news

## [SaassyCode Repackaged: Four New VS Code Extensions and a New ...](/content/blog/saassycode-repackaged-four-new-vs-code-extensions-and-a-new-delivery-chain?hsLang=en/index.html)

Knostic identified four VS Code extensions that reuse malicious code from the SaassyCode family. They reveal two distinct forms of reuse: one package was republished almost ...

## [CodeRelay: 12 VS Code Extensions Disguised as Developer Tools](/content/blog/coderelay-12-vs-code-extensions-disguised-as-developer-tools?hsLang=en/index.html)

CodeRelay is the name we gave to a coordinated campaign involving 13 malicious VSIX packages across 12 VS Code extensions. Most look like compiler, code-runner, or “timeline” ...

### What’s next?

#### Want to automatically test AI systems the way attackers do?  Let's talk.

Knostic helps red teams uncover vulnerabilities so organizations can harden defenses before real attacks hit.