Scan Details
Project Name
Scan Timestamp
Agentic Framework
05/20/25 13:53:45
openai-agents
Dependency Check
Agentic Workflow Graph
Legend
Agent
Tool
Tool Category
CustomTool
Basic
MCP Server
Findings
Vulnerabilities
0
Agents
4
Tools
2
Nodes Overview
Agents
| Agent Name | LLM Model | System Prompt |
|---|---|---|
| Image Analyzer | o3 | You are an expert image analyst. Analyze the provided image URL. Describe the main subject and scene concisely. If a specific location is identifiable (city, landmark, country), state it clearly. If the URL is not an image or an error occurs, indicate that. Respond ONLY with the JSON object matching the ImageAnalysis schema. |
| TriageAgent | gpt-4o | |
| InstagramImagesExtractor | gpt-4o | |
| PlanningAgent | gpt-4o |
Tools
| Tool Name | Tool Category | Tool Description | Number of Vulnerabilities |
|---|---|---|---|
| describe_instagram_profile | default | Fetches Instagram images for a given username or profile URL and uses a vision model to describe them. Args: username_or_url: Instagram username or profile URL to fetch images from | 0 |
| describe_instagram_profile | default | Fetches Instagram images for a given username or profile URL and uses a vision model to describe them. Args: username_or_url: Instagram username or profile URL to fetch images from | 0 |
Agent Vulnerability Mitigations
| Agent Name | Vulnerability | Mitigation Level* | Explanation |
|---|---|---|---|
| Image Analyzer | Input Length Limit | None | There are no guardrails in place to mitigate this vulnerability. |
| Personally Identifiable Information (PII) Leakage | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to prevent the handling of PII in the conversation as the focus is solely on image analysis. | |
| Harmful/Toxic/Profane Content | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to filter or handle harmful, toxic, or profane content that might be described in an image. | |
| Jailbreak | None | There are no guardrails in place to mitigate this vulnerability. There are no specific instructions to prevent the AI from acting outside its guidelines, as it only outlines how to handle image URLs. | |
| Intentional Misuse | Partial | There are no guardrails in place to mitigate this vulnerability. The instruction indirectly mitigates misuse by specifying that the response should only be a JSON object matching the ImageAnalysis schema. | |
| System Prompt Leakage | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions preventing the user from extracting the system prompt or instructions. | |
| TriageAgent | Input Length Limit | None | There are no guardrails in place to mitigate this vulnerability. |
| Personally Identifiable Information (PII) Leakage | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. | |
| Harmful/Toxic/Profane Content | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. | |
| Jailbreak | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. | |
| Intentional Misuse | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. | |
| System Prompt Leakage | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. | |
| InstagramImagesExtractor | Input Length Limit | None | There are no guardrails in place to mitigate this vulnerability. |
| Personally Identifiable Information (PII) Leakage | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. | |
| Harmful/Toxic/Profane Content | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. | |
| Jailbreak | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. | |
| Intentional Misuse | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. | |
| System Prompt Leakage | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. | |
| PlanningAgent | Input Length Limit | None | There are no guardrails in place to mitigate this vulnerability. |
| Personally Identifiable Information (PII) Leakage | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. | |
| Harmful/Toxic/Profane Content | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. | |
| Jailbreak | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. | |
| Intentional Misuse | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. | |
| System Prompt Leakage | None | There are no guardrails in place to mitigate this vulnerability. There are no instructions in place to mitigate this vulnerability. |
*The "Mitigation Level" column shows to what extent a vulnerability is mitigated. "Full" indicates that both a system prompt instruction and a guardrail are in place.
"Partial" indicates that one of the two is in place. "None" indicates that neither one is in place. (This applies to all vulnerabilities except for the "Input Length Limit", in which case only the guardrail is taken into account).
Agent Vulnerability Explanations
| Agent Vulnerability | Framework Mapping | Description |
|---|---|---|
| Input Length Limit |
OWASP LLM Top 10:
LLM01 - Prompt Injection LLM10 - Unbounded Consumption OWASP Agentic:
T2 - Tool Misuse T4 - Resource Overload T6 - Intent Breaking & Goal Manipulation T7 - Misaligned & Deceptive Behaviors |
An attacker can overwhelm the LLM's context with a very long message and cause it to ignore previous instructions or produce undesired actions. Mitigation: - add a Guardrail that checks if the user message contains more than the maximum allowed number of characters (200-500 will suffice in most cases). |
| Personally Identifiable Information (PII) Leakage |
OWASP LLM Top 10:
LLM02 - Sensitive Information Disclosure LLM05 - Improper Output Handling OWASP Agentic:
T7 - Misaligned & Deceptive Behaviors T9 - Identity Spoofing & Impersonation T15 - Human Manipulation |
An attacker can manipulate the LLM into exfiltrating PII, or requesting users to disclose PII. Mitigation: - add a Guardrail that checks user and agent messages for PII and anonymizes them or flags them - include agent instructions that clearly state that it should not handle PII. |
| Harmful/Toxic/Profane Content |
OWASP LLM Top 10:
LLM05 - Improper Output Handling OWASP Agentic:
T7 - Misaligned & Deceptive Behaviors T11 - Unexpected RCE and Code Attacks |
An attacker can use the LLM to generate harmful, toxic, or profane content, or engage in conversations about such topics. Mitigation: - add a Guardrail that checks user and agent messages for toxic, harmful, and profane content - include agent instructions that prohibit the agent from engaging in conversation about, or creating, harmful, toxic, or profane content. |
| Jailbreak |
OWASP LLM Top 10:
LLM01 - Prompt Injection LLM02 - Sensitive Information Disclosure LLM05 - Improper Output Handling LLM09 - Misinformation LLM10 - Unbounded Consumption OWASP Agentic:
T1 - Memory Poisoning T2 - Tool Misuse T3 - Privilege Compromise T4 - Resource Overload T6 - Intent Breaking & Goal Manipulation T7 - Misaligned & Deceptive Behaviors T9 - Identity Spoofing & Impersonation T11 - Unexpected RCE and Code Attacks T13 - Rogue Agents in Multi-Agent Systems T15 - Human Manipulation |
An attacker can try to craft their messages in a way that makes the LLM forget all previous instructions and be used for any task the attacker wants. Mitigation: - add a Guardrail that checks user messages for attempts at circumventing the LLM's instructions - include agent instructions that state that the agent should not alter its instructions, and ignore user messages that try to convince it otherwise. |
| Intentional Misuse |
OWASP LLM Top 10:
LLM01 - Prompt Injection LLM10 - Unbounded Consumption OWASP Agentic:
T2 - Tool Misuse T4 - Resource Overload T6 - Intent Breaking & Goal Manipulation |
An attacker can try to use the instance of the LLM for tasks other than the LLM's intended usage to drain resources or for personal gain. Mitigation: - add a Guardrail that checks user messages for tasks that are not the agent's intended usage - include agent instructions that prohibit the agent from engaging in any tasks that are not its intended usage |
| System Prompt Leakage |
OWASP LLM Top 10:
LLM01 - Prompt Injection LLM02 - Sensitive Information Disclosure LLM07 - System Prompt Leakage OWASP Agentic:
T2 - Tool Misuse T3 - Privilege Compromise T6 - Intent Breaking & Goal Manipulation T7 - Misaligned & Deceptive Behaviors |
An attacker can make the LLM reveal the system prompt/instructions so that he can leak sensitive business logic or craft other attacks that are better suited for this LLM. Mitigation: - add a Guardrail that checks agent messages for the exact text of the agent's system prompt - include agent instructions that highlight that the system prompt/instructions are confidential and should not be shared. |