XSS and Encoded Script Injection via HTML/JavaScript Payload
Someone submits web-attack payloads — hidden scripts, javascript: links, encoded JavaScript — as normal-looking input to an AI agent. If the agent later displays or echoes that input in a web page or rendered markdown, the malicious code can run in whoever's browser views it.
How the attack works
An attacker crafts input containing HTML/JavaScript attack patterns: inline <script> tags, javascript: URIs inside img/a tags, onerror/onload event handlers, external script sources, or data: URIs. To dodge simple keyword filters, the payload may be encoded, e.g. using String.fromCharCode or HTML entities to hide the word 'script' or 'javascript'. The attacker sends this as a normal prompt or message to the agent. If the agent renders the input back out (in a browser-based UI, a rendered markdown view, or a generated web page) without sanitising it, the injected script executes in that context.
Netzilo detection
Netzilo reports this behaviour when it is observed.
- Signature ID
- 7ba8ff94-8edb-49c5-96d6-bfa7c5d36b4f
- Severity
- High
Why it matters
If the payload executes, an attacker can run arbitrary JavaScript in the context of whoever views the agent's output — enabling session hijacking, credential theft, or further malicious redirects. This rule only flags the injection attempt itself, not confirmation that rendering or execution actually occurred.
What you can do
- →Sanitise or strip HTML/JavaScript from any user input before it is rendered, echoed, or displayed by the agent or downstream UI.
- →Render agent output as plain text or through a markdown renderer that escapes script tags and event handlers by default.
- →Apply a strict Content Security Policy on any web surface that displays agent-generated content.
- →Review flagged inputs manually — expect false positives from security training material, CTF write-ups, and legitimate discussions of HTML/JS attributes.
Known benign look-alikes
- Security education content discussing XSS techniques with sanitised examples
- CTF write-ups or penetration testing reports containing example payloads
- Web development discussions about HTML attributes in legitimate code context