ComfyUI Extension
comfyui_pt_security_scanner
A ComfyUI custom node that scans PyTorch model files for potential security vulnerabilities without executing them.
aliabougazia/comfyui_pt_security_scanner
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Updated7 months ago
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ComfyUI PT Security Scanner
A ComfyUI custom node that scans PyTorch model files (.pt, .pth, .ptc) for potential security vulnerabilities without executing them.
🔒 Features
- Safe Analysis: Examines pickle files WITHOUT loading or executing them
- Directory Scanning: Recursively scan entire directories for model files
- Risk Detection: Identifies dangerous imports (os, sys, subprocess, eval, exec, etc.)
- Detailed Reports: Human-readable reports plus JSON output for automation
- Multiple Risk Levels: LOW, HIGH, CRITICAL classifications
📦 Installation
- Navigate to your ComfyUI custom nodes directory:
cd ComfyUI/custom_nodes/
- Clone this repository:
git clone https://github.com/YOUR_USERNAME/comfyui-pt-security-scanner.git
- Restart ComfyUI
🚀 Usage
- Add the "PT Security Scanner 🔒" node to your workflow (found in
utils/securitycategory) - Enter a directory path:
- Relative:
models/(from ComfyUI root) - Absolute:
/home/user/models/
- Relative:
- Enable/disable recursive scanning
- Run to get a security report
📊 Outputs
- report: Human-readable security report
- json_results: Structured JSON data for automation
- total_files: Number of files scanned
- low_risk: Count of safe files (only standard PyTorch operations)
- high_risk: Count of suspicious files (unknown imports)
- critical_risk: Count of dangerous files (os, sys, subprocess, etc.)
⚠️ Risk Levels
- LOW: Only standard PyTorch operations detected (✓ Safe)
- HIGH: Unknown or suspicious module imports detected
- CRITICAL: Dangerous imports detected (os, sys, subprocess, eval, exec)
🛡️ How It Works
The scanner uses a custom SafeUnpickler that:
- Intercepts all module imports during pickle loading
- Never actually executes the loaded code
- Compares imports against a whitelist of known safe PyTorch operations
- Flags any suspicious or dangerous imports
📋 Example Output
================================================================================
PYTORCH MODEL SECURITY SCAN REPORT
================================================================================
Scanned Directory: /home/user/ComfyUI/models
Recursive: True
Total Files Scanned: 4
✓ LOW Risk: 4
⚠ HIGH Risk: 0
🚨 CRITICAL Risk: 0
❌ Errors: 0
================================================================================
✓ All files appear safe - only standard PyTorch operations detected.
================================================================================
📋 ALL SCANNED FILES:
================================================================================
✓ [LOW ] upscale_models/RealESRGAN_x2.pth
✓ [LOW ] sam/sam3.pt
✓ [LOW ] checkpoints/model.pth
🤝 Contributing
Contributions are welcome! Please feel free to submit a Pull Request.
📄 License
MIT License - feel free to use in your own projects!
⚠️ Disclaimer
This tool provides a security analysis but is not a guarantee of complete safety. Always:
- Download models only from trusted sources
- Review model source code when available
- Keep your ComfyUI and dependencies updated