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awesome-llm-agent-security

All about llm-agents security,attack,vulnerabilities and how to do them for cybersecurity.
https://github.com/wearetyomsmnv/awesome-llm-agent-security

Last synced: 3 days ago
JSON representation

  • Security Landscape

  • 📚 Research & Publications

    • 🔒 OWASP Top 10 for AI Agents (Non official)

      • Security Concerns with AI Agents - 52.5% data leakage predicted by 2025<br>- Market growth to $7.41B<br>- PII exposure risks |
      • Beyond RCE: Autonomous Code Execution - Code execution risks<br>- Agent autonomy threats<br>- Security implications |
      • Exploiting Huggingface's Assistants - Data extraction vulnerabilities<br>- Assistant exploitation<br>- Security measures |
      • Key Challenges in AI Agent Security - Confidentiality risks<br>- Integrity concerns<br>- Availability threats |
      • HackSynth - Vulnerability assessment<br>- Attack simulation<br>- Security validation |
      • OsintAGI - Intelligence gathering<br>- Data analysis<br>- Automated research |
      • Agent-Smith - Behavior analysis<br>- Vulnerability detection<br>- Security assessment |
      • AI-OPS - Threat detection<br>- Response automation<br>- Security monitoring |
      • Agent-Attack - Attack vectors<br>- Defense evaluation<br>- Risk assessment |
      • Auto-Pen-Bench - Automated testing<br>- Performance metrics<br>- Security scoring |
      • ASB - Security metrics<br>- Performance analysis<br>- Vulnerability testing |
      • LLM-Agent-Benchmark - Security testing<br>- Performance metrics<br>- Benchmark collection |
      • Multi-Agent-SecOps - based security | - Threat detection<br>- Response automation<br>- Security monitoring |
      • Cyber-Security-LLM-Agents - based security | - Security automation<br>- Threat analysis<br>- Response coordination |
      • Ridge Security - Vulnerability assessment<br>- Security testing<br>- Risk management |
      • Security Concerns with AI Agents - 52.5% data leakage predicted by 2025<br>- Market growth to $7.41B<br>- PII exposure risks |
      • Key Challenges in AI Agent Security - Confidentiality risks<br>- Integrity concerns<br>- Availability threats |
      • Beyond RCE: Autonomous Code Execution - Code execution risks<br>- Agent autonomy threats<br>- Security implications |
      • Exploiting Huggingface's Assistants - Data extraction vulnerabilities<br>- Assistant exploitation<br>- Security measures |
      • HackSynth - Vulnerability assessment<br>- Attack simulation<br>- Security validation |
      • OsintAGI - Intelligence gathering<br>- Data analysis<br>- Automated research |
      • Agent-Smith - Behavior analysis<br>- Vulnerability detection<br>- Security assessment |
      • AI-OPS - Threat detection<br>- Response automation<br>- Security monitoring |
      • Agent-Attack - Attack vectors<br>- Defense evaluation<br>- Risk assessment |
      • Auto-Pen-Bench - Automated testing<br>- Performance metrics<br>- Security scoring |
      • ASB - Security metrics<br>- Performance analysis<br>- Vulnerability testing |
      • LLM-Agent-Benchmark - Security testing<br>- Performance metrics<br>- Benchmark collection |
      • Multi-Agent-SecOps - based security | - Threat detection<br>- Response automation<br>- Security monitoring |
      • Cyber-Security-LLM-Agents - based security | - Security automation<br>- Threat analysis<br>- Response coordination |
      • Ridge Security - Vulnerability assessment<br>- Security testing<br>- Risk management |
      • The Double AI Agent - Agent manipulation techniques<br>- Double agent scenarios<br>- Defense strategies |
Programming Languages
Python 14
Categories
📚 Research & Publications 31 Security Landscape 24
Sub Categories
🔒 OWASP Top 10 for AI Agents (Non official) 55
Keywords
llm 6 ai 4 penetration-testing 4 agent 4 benchmark 4 ctf 2 ctf-tools 2 cybersecurity 2 llms 2 adversarial-attacks 2 multimodal 2 safety 2 generative-agents 2 generative-ai 2 large-language-models 2 survey 2 local 2 localllm 2 ollama 2 secops 2 security 2