Works with the AI tools you already use
AI Prompt Injection Defense Shield & LLM Jailbreak Security Auditor Code Review Agent
If so, your biggest invisible threat is prompt injection .
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🛡️ LLM Prompt Injection Defense Shield: Audit Complete
Vulnerability Found: High Severity in src/app/api/chat/route.ts. Analysis: You are directly concatenating the req.body.userMessage into the LLM context window without structural delimiters. An attacker can easily use a \n\nSystem Override: command to hijack the prompt.
Applying Patch... I have rewritten your route to isolate user inputs using XML tags and added a pre-flight sanitization regex.
Modified src/app/api/chat/route.ts (Lines 42-55):
Your agent does
About this skill
Malicious actors are constantly scraping the web, using adversarial inputs to "jailbreak" AI apps—forcing your expensive OpenAI or Anthropic API to leak proprietary instructions, output offensive content, or grant unauthorized free access.
The AI Prompt Injection Defense Shield is your automated, elite cybersecurity co-founder. Built specifically for solo developers, indie hackers, and lean SaaS teams, this intelligent agent integrates directly into your workflow to execute a comprehensive LLM security audit before you ship. It meticulously scans your prompt engineering templates, validates your user-input sanitization logic, and reinforces your system prompt boundaries. Instead of just giving you a generic warning, it delivers precise, copy-paste code replacements tailored to your specific framework (React, Next.js, FastAPI, or Node). Protect your intellectual property, prevent massive botnet billing attacks, and ship your next AI product with absolute, enterprise-grade confidence.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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