vulnerability-assessment
Vulnerability Assessment
📂 ai-red-teaming
AI RED TEAMING TECHNIQUES#
Vulnerability Assessment
CVE analysis and security testing of AI systems and frameworks
Available Techniques#
MCP DNS Rebinding Attack#
Critical vulnerability (CVE-2025-49596) in Anthropic's Model Context Protocol allowing remote code execution via DNS rebinding attacks.
KEY FEATURES
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• DNS rebinding exploitation
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• Localhost port targeting
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• Authentication bypass
PRIMARY DEFENSES
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• Session token implementation
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• Origin and Host header validation
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• CSRF protection mechanisms
KEY RISKS
AI Framework CVE Scanning#
Systematic identification and assessment of known CVEs in AI/ML frameworks, libraries, and dependencies used in AI systems.
KEY FEATURES
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• Automated vulnerability scanning
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• Dependency tree analysis
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• CVSS score assessment
PRIMARY DEFENSES
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• Regular dependency updates
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• Automated vulnerability scanning
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• Software composition analysis (SCA)
KEY RISKS
LLM API Security Testing#
Comprehensive security testing of LLM APIs for authentication bypasses, injection vulnerabilities, and access control issues.
KEY FEATURES
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• Authentication mechanism testing
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• API endpoint enumeration
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• Rate limiting validation
PRIMARY DEFENSES
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• Strong authentication mechanisms
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• Proper authorization checks
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• Input validation and sanitization
KEY RISKS
AI Model Backdoor Detection#
Detection and analysis of backdoor vulnerabilities in AI models that activate malicious behavior when specific triggers are encountered.
KEY FEATURES
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• Trigger pattern analysis
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• Model behavior monitoring
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• Statistical anomaly detection
PRIMARY DEFENSES
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• Model provenance verification
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• Behavioral analysis during training
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• Statistical testing for anomalies
KEY RISKS
Ethical Guidelines for Vulnerability Assessment#
When working with vulnerability assessment techniques, always follow these ethical guidelines:
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• Only test on systems you own or have explicit written permission to test
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• Focus on building better defenses, not conducting attacks
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• Follow responsible disclosure practices for any vulnerabilities found
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• Document and report findings to improve security for everyone
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• Consider the potential impact on users and society
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• Ensure compliance with all applicable laws and regulations
FROM THE ENGINEER BEHIND THIS CATALOG
Get your agent system red-teamed#
The attacks documented here work on production agent systems every day. Have yours tested before someone else does: prompt injection, jailbreaks, tool misuse and data exfiltration, with every finding written up next to its fix.
€750 instead of €1,500, one week, written report and walkthrough call, until 30 September