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Security audit

Auto Dealer Marketing

Security checks for vulnerabilities and agentic risk

Overview

This is a dealership marketing guidance skill with some privacy-sensitive CRM marketing advice, but its behavior is disclosed, purpose-aligned, and non-executable.

Install only if you want automotive dealership marketing assistance. For CRM, DMS, equity-mining, SMS, email, or direct-mail workflows, avoid pasting unnecessary customer records into prompts and confirm you have authorization, channel consent, opt-out handling, and applicable advertising/privacy compliance in place.

Vulnerability Patterns
  • Skill Instruction HijackingAlters the agent's session goals or safety constraints when the skill loads
  • Agent Memory PoisoningWrites attacker-controlled rules into memory that affect later sessions
  • Remote Payload Retrieval and ExecutionFetches external code whose behavior can change after review
  • Embedded Malicious CodeShips malicious scripts inside the skill and executes them locally
  • Unauthorized Access and Privilege EscalationObtains permissions beyond the task's legitimate needs
Vulnerability Patterns
  • Trigger AbuseOverly Broad Trigger, Shadow Command Trigger, Keyword Baiting Trigger
  • Prompt InjectionInstruction Override, Hidden Instructions, Exfiltration Commands
  • Data ExfiltrationExternal Transmission, Env Variable Harvesting, File System Enumeration
  • Privilege EscalationExcessive Permissions, Sudo/Root Execution, Credential Access
  • Supply ChainUnpinned Dependencies, External Script Fetching, Obfuscated Code
Findings (2)

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
93% confidence
Finding

The manifest says to use the skill for 'any automotive retail marketing task,' which is a very broad activation condition without clear boundaries or exclusion criteria. This can cause unintended invocation for a wide range of ordinary dealership-related requests that may not specifically need this skill.

Content

No source excerpt is available for this finding.

Missing User Warnings

Medium
Category
Not specified by scanner
Confidence
88% confidence
Finding

The skill encourages CRM/database mining, equity mining, and personalized outreach using customer and vehicle data, but it does not require upfront privacy, consent, minimization, or authorization checks before handling that data. In a dealership context, this can lead users to generate campaigns or scripts based on regulated personal information without confirming TCPA/privacy compliance, increasing risk of unauthorized marketing, misuse of customer records, and compliance violations.

Content

No source excerpt is available for this finding.

Static analysis

No suspicious patterns detected.