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ai-security-analyst

Analyze AI and ML systems for threats, prompt injection, and hallucination risks.

6|1|Updated Feb 20, 2026
Search Tags:#hallucination#ai security#prompt injection#llm security#model security#agentic security
One-click install
npx skills add https://github.com/aviskaar/open-org --skill ai-security-analyst
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ai-security-analyst
Source: https://github.com/aviskaar/open-org/tree/main/skills/ai-security-analyst
Command: npx skills add https://github.com/aviskaar/open-org --skill ai-security-analyst

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill addresses the critical need to secure AI and ML systems against a growing landscape of AI-specific threats, ensuring trustworthiness and preventing manipulation.

Core Features & Use Cases

  • AI System Threat Modeling: Proactively identify and assess vulnerabilities in AI deployments.
  • Prompt Injection Defense: Detect and mitigate attacks aimed at hijacking AI behavior.
  • Hallucination Risk Assessment: Evaluate and reduce the likelihood of AI generating false or misleading information.
  • Agentic Workflow Security: Secure complex, multi-agent AI systems.
  • Use Case: Before deploying a new AI-powered customer service chatbot, use this Skill to perform a full security assessment, including prompt injection tests and hallucination risk analysis, to ensure it operates safely and reliably.

Quick Start

Use the ai-security-analyst skill to perform a security assessment for a new AI system deployment.

Frequently Asked Questions about ai-security-analyst

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I perform an AI security assessment for a new LLM deployment?▼

To perform an AI security assessment, use this Skill to conduct threat modeling, detect prompt injection vulnerabilities, and evaluate hallucination risks before deployment. It identifies system-specific threats to ensure your AI deployment is secure and trustworthy.

What is prompt injection and how can I secure my LLM against it?▼

Prompt injection is an attack where malicious inputs hijack AI behavior. This Skill secures your LLM by proactively detecting and mitigating prompt injection attempts, ensuring the system resists manipulation and maintains operational integrity.

How do I assess hallucination risks in my AI system?▼

To assess hallucination risks, this Skill evaluates your AI and ML systems to determine the likelihood of generating false or misleading information. It provides comprehensive risk analysis to help reduce and mitigate these specific vulnerabilities.

Can I use this to secure complex agentic workflows with multiple AI agents?▼

Yes, this Skill provides agentic security by analyzing and securing complex, multi-agent AI workflows. It assesses the interactions between agents to identify and mitigate manipulation risks unique to autonomous systems.

What is the best way to identify threats in an AI model before production?▼

The best way to identify threats is through proactive AI threat modeling. This Skill assesses vulnerabilities in your AI systems before production, targeting AI-specific threats to ensure your models are secure and resistant to manipulation.

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