CVE-2024-55241

8.8 HIGH

📋 TL;DR

This vulnerability allows remote attackers to execute arbitrary code on systems running vulnerable versions of deep-diver LLM-As-Chatbot. The issue exists in the modelsbyom.py component and affects all users who haven't updated to a version after commit 99c2c03. Attackers can potentially take full control of affected systems.

💻 Affected Systems

Products:
  • deep-diver LLM-As-Chatbot
Versions: All versions before commit 99c2c03
Operating Systems: All platforms running Python
Default Config Vulnerable: ⚠️ Yes
Notes: Any deployment using the modelsbyom.py component is vulnerable regardless of configuration.

⚠️ Manual Verification Required

This CVE does not have specific version information in our database, so automatic vulnerability detection cannot determine if your system is affected.

Why? The CVE database entry doesn't specify which versions are vulnerable (no version ranges provided by the vendor/NVD).

🔒 Custom verification scripts are available for registered users. Sign up free to download automated test scripts.

Recommended Actions:
  1. Review the CVE details at NVD
  2. Check vendor security advisories for your specific version
  3. Test if the vulnerability is exploitable in your environment
  4. Consider updating to the latest version as a precaution

⚠️ Risk & Real-World Impact

🔴

Worst Case

Complete system compromise with attacker gaining full control over the server, allowing data theft, lateral movement, and persistent backdoor installation.

🟠

Likely Case

Unauthorized code execution leading to data exfiltration, cryptocurrency mining, or use as part of a botnet.

🟢

If Mitigated

Limited impact if proper network segmentation and least privilege principles are implemented, potentially containing the breach to isolated environments.

🌐 Internet-Facing: HIGH
🏢 Internal Only: MEDIUM

🎯 Exploit Status

Public PoC: ✅ No
Weaponized: UNKNOWN
Unauthenticated Exploit: ✅ No
Complexity: MEDIUM

Exploitation requires understanding of the modelsbyom.py component and ability to trigger the vulnerable code path.

🛠️ Fix & Mitigation

✅ Official Fix

Patch Version: Version including commit 99c2c03 or later

Vendor Advisory: https://diamond-bath-fd4.notion.site/Remote-Code-Execution-vulnerability-in-load_model-in-deep-diver-LLM-As-Chatbot-14d4a5b4bb28806795e8e5e8ef9ae27b

Restart Required: No

Instructions:

1. Update to the latest version of deep-diver LLM-As-Chatbot that includes commit 99c2c03. 2. Verify the modelsbyom.py component has been patched. 3. Test functionality to ensure compatibility.

🔧 Temporary Workarounds

Disable modelsbyom.py component

all

Temporarily disable or remove the vulnerable modelsbyom.py component if not essential for operations.

mv modelsbyom.py modelsbyom.py.disabled

Network isolation

linux

Restrict network access to the vulnerable service using firewall rules.

iptables -A INPUT -p tcp --dport [PORT] -j DROP

🧯 If You Can't Patch

  • Implement strict network segmentation to isolate vulnerable systems
  • Apply principle of least privilege to service accounts and restrict file system permissions

🔍 How to Verify

Check if Vulnerable:

Check if your deep-diver LLM-As-Chatbot version predates commit 99c2c03 by examining git history or version metadata.

Check Version:

git log --oneline -1

Verify Fix Applied:

Verify that commit 99c2c03 is present in your git log: git log --oneline | grep 99c2c03

📡 Detection & Monitoring

Log Indicators:

  • Unusual process spawns from the LLM-As-Chatbot service
  • Unexpected network connections originating from the service
  • Errors or warnings related to modelsbyom.py execution

Network Indicators:

  • Outbound connections to suspicious IPs from the service
  • Unusual traffic patterns from the LLM-As-Chatbot port

SIEM Query:

source="deep-diver-logs" AND (process_name="python" AND parent_process="modelsbyom.py")

🔗 References

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