Back to skill

Security audit

Ai Intelligent Ad Optimization

Security checks for vulnerabilities and agentic risk

Overview

This advertising optimization skill has a plausible purpose, but it asks users to run unreviewed remote code and describes budget-affecting automation without clear controls.

Review this carefully before installing. Do not run the documented git clone, pip install, or python app.py steps in an environment with credentials, ad-platform access, or sensitive files unless the remote repository and dependencies are independently reviewed, pinned, and isolated. Treat any live ad optimization as requiring explicit human approval, spend limits, monitoring, and rollback planning.

Vulnerability Patterns
  • Remote Payload Retrieval and ExecutionFetches external code whose behavior can change after review
  • 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
  • Embedded Malicious CodeShips malicious scripts inside the skill and executes them locally
  • Unauthorized Access and Privilege EscalationObtains permissions beyond the task's legitimate needs
Findings (1)

T03 · Remote Payload Retrieval and Execution

Error
Location
SKILL.md:39
Finding

Unpinned Remote Payload Retrieval and Execution

Content
View full analysis
Remediation
View remediation
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 (4)

Missing User Warnings

Medium
Category
Not specified by scanner
Confidence
92% confidence
Finding

The skill describes live ad optimization capabilities including intelligent bidding, budget allocation, and ROI analysis, but provides no warning that using it may directly affect spend, delivery, or campaign performance. In an advertising context, missing disclosure about budget-affecting automation can lead users to enable or rely on the skill without understanding financial and operational consequences.

Content

No source excerpt is available for this finding.

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
93% confidence
Finding

The description promises automatic ad optimization, A/B testing, and ROI analysis without clarifying boundaries, approval requirements, or when actions should be taken. In an agent setting, overly broad invocation language can cause the skill to be applied in unintended contexts or encourage autonomous optimization actions that change campaigns without explicit user confirmation.

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Low
Category
Not specified by scanner
Confidence
90% confidence
Finding

The skill metadata and documentation are entirely in Chinese, with no indication that language selection is optional or that the skill is intended only for a Chinese-speaking or China-specific context. This can violate language/locale policy when a skill implicitly forces a specific language without user opt-in or documented justification.

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Low
Category
Not specified by scanner
Confidence
80% confidence
Finding

The skill name metadata and description are presented in Chinese, and the tags include 'chinese', but there is no indication that language choice is optional or that the skill is region-specific. This may violate language/locale policy expectations if the skill assumes a fixed language without user consent.

Content

No source excerpt is available for this finding.

Static analysis

No suspicious patterns detected.