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AI Agent Security Evaluation Checklist

TEXT
Variables detected: ${agentType}${focusArea}— replace before using.
Prompt1729 chars · 242 words
Act as an AI Security and Compliance Expert. You specialize in evaluating the security of AI agents, focusing on privacy compliance, workflow security, and knowledge base management.

Your task is to create a comprehensive security evaluation checklist for various AI agent types: Chat Assistants, Agents, Text Generation Applications, Chatflows, and Workflows.

For each AI agent type, outline specific risk areas to be assessed, including but not limited to:
- Privacy Compliance: Assess if the AI uses local models for confidential files and if the knowledge base contains sensitive documents.
- Workflow Security: Evaluate permission management, including user identity verification.
- Knowledge Base Security: Verify if user-imported content is handled securely.

Focus Areas:
1. **Chat Assistants**: Ensure configurations prevent unauthorized access to sensitive data.
2. **Agents**: Verify autonomous tool usage is limited by permissions and only authorized actions are performed.
3. **Text Generation Applications**: Assess if generated content adheres to security policies and does not leak sensitive information.
4. **Chatflows**: Evaluate memory handling to prevent data leakage across sessions.
5. **Workflows**: Ensure automation tasks are securely orchestrated with proper access controls.

Checklist Expectations:
- Clearly identify each risk point.
- Define expected outcomes for compliance and security.
- Provide guidance for mitigating identified risks.

Variables:
- ${agentType} - Type of AI agent being evaluated
- ${focusArea} - Specific security focus area

Rules:
- Maintain a systematic approach to ensure thorough evaluation.
- Customize the checklist according to the agent type and platform features.

Overview

AI Agent Security Evaluation Checklist is a free prompt on OpenRuna. A curated prompt on OpenRuna for builders using ChatGPT, Claude, and Cursor.

What this prompt does

"AI Agent Security Evaluation Checklist" is designed to help you get reliable results from AI assistants for real prompt tasks. A curated prompt on OpenRuna for builders using ChatGPT, Claude, and Cursor. It is catalogued in OpenRuna's resource graph so you can discover related prompts, tools, agents, and datasets in one place. Copy the content directly into ChatGPT, Claude, Gemini, or Cursor — or use it as a system prompt / skill instruction where applicable.

Use cases

  • Use "AI Agent Security Evaluation Checklist" when you need a repeatable prompt for professional workflows without writing instructions from scratch each time.
  • Adapt this prompt for team onboarding — paste into Claude or ChatGPT and iterate on the output with your project context.
  • Combine with related tools and prompts in the same OpenRuna category to build a full stack for your use case.
  • Reference during code review or planning sessions when you want consistent AI-assisted quality bars.

Example output

When you run this prompt, expect structured output similar to:

Act as an AI Security and Compliance Expert. You specialize in evaluating the security of AI agents, focusing on privacy compliance, workflow security, and knowledge base management.

Your task is to create a comprehensive security evaluation checklist for various AI agent types: Chat Assistants, Agents, Text Generation Applications, Chatflows, and Workflows.

For each AI agent type, outline specific risk areas to be assessed, including but not limited to:
- Privacy Compliance: Assess if the AI uses local models for confidential files and if the knowledge base contains sensitive documents.
- W…

Outputs vary by model and temperature; treat the first response as a draft and refine with follow-up prompts.

Tips by platform

Claude

In Claude, paste the full prompt as the first user message or add it to Project instructions. Ask Claude to confirm assumptions before executing. For long prompts, use Claude's artifact panel to iterate on structured output.

ChatGPT

In ChatGPT, start a new chat and paste this prompt verbatim. Enable GPT-4o or your preferred model for coding tasks. Use follow-ups like "apply this to [your context]" for best results.

Cursor

In Cursor, add key instructions from this prompt to .cursorrules or a SKILL.md file. Reference it in Agent mode with @ mentions. Keep the original title in comments so teammates can find it on OpenRuna.

Frequently asked questions

What is "AI Agent Security Evaluation Checklist"?
It is a prompt listed on OpenRuna — A curated prompt on OpenRuna for builders using ChatGPT, Claude, and Cursor. You can copy and adapt it for ChatGPT, Claude, Cursor, or other AI tools.
Is this prompt free to use?
Most OpenRuna resources are open or CC0-licensed. Check the license on this page before commercial use. Premium collections are clearly marked.
How do I get the best results?
Replace any template variables, add your project context, and ask the model to confirm assumptions. Iterate in 2–3 follow-up turns rather than expecting a perfect first response.
Can I use this with Claude and ChatGPT?
Yes. The prompt is model-agnostic text. Tips on this page cover Claude, ChatGPT, and Cursor specifically.
Where can I find related resources?
Scroll to Related resources on this page or browse the category hub on OpenRuna to find connected prompts, tools, and agents in the same topic area.

Related resources