My AI Agent Exploited a CVE That Metasploit Couldn't — RedAmon Full Demo
I wanted to stress-test RedAmon — our autonomous security assessment agent — under the worst possible conditions. So I set up a deliberately vulnerable Node.js server running node-serialize 0.0.4 (CVE-2017-5941, CVSS 9.8) and gave the agent a single instruction:
"Find a CVE and exploit it."
Here's what made this brutally hard: 👇
❌ The recon database had zero CVEs — no vulnerability data at all
❌ Metasploit had no module for this CVE — search CVE-2017-5941 returned nothing
❌ The agent had to go from zero knowledge to full RCE completely on its own
🤖 Powered by Claude Opus 4.6, here's the autonomous attack chain RedAmon executed in ~20 steps:
[1] Queried the knowledge graph for known vulnerabilities — found nothing
[2] Queried for hosts, IPs, services — only a bare subdomain, no ports, no tech stack
[3] Launched a port scan (naabu) — discovered ports 22 (SSH) and 8080 (HTTP)
[4] Fingerprinted port 8080 via HTTP headers — identified Express/Node.js
[5] Fetched the full page source — spotted "Node.js 8.x" and "cookie-based serialization with Base64 encoding"
[6] Connected the dots: old Node.js + serialized cookies = classic deserialization attack surface
[7] Searched the web for CVE-2017-5941 exploit techniques and payloads
[8] Found multiple PoCs on Exploit-DB and PayloadsAllTheThings confirming the IIFE-based RCE vector
[9] Probed /profile endpoint — confirmed the server sets a Base64-encoded profile cookie
[10] Decoded the cookie: {"username":"guest","email":"guest@example.com","role":"viewer"}
[11] Understood the full kill chain: cookie → Base64 decode → unserialize() → IIFE execution → RCE
[12] Requested phase transition from reconnaissance to exploitation — with a full risk assessment
[13] Searched Metasploit for a module — no results
[14] Pivoted to manual exploitation (no-module fallback)
[15] Crafted a malicious serialized payload with $$ND_FUNC$$ prefix and IIFE
[16] First attempt: async exec() — RCE fired server-side but output went to stdout, not HTTP
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