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Security audit

提示词美学

Security checks for vulnerabilities and agentic risk

Overview

This is a prompt-writing skill for GPT-image2 with broad but disclosed routing behavior and no evidence of code execution, credential access, persistence, or data exfiltration.

Installers should know this skill may take over fairly general image-prompt requests and will usually produce both Chinese and English prompt text for GPT-image2. It does not appear to request sensitive access or modify the system.

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 (3)

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
94% confidence
Finding

The trigger conditions are broad enough to match generic image-generation requests such as '生成一张海报' or '写个提示词', which can cause this skill to activate when the user did not explicitly ask for this specific framework. In a multi-skill environment, that can lead to unintended routing, overriding more appropriate skills, and surprising the user with constrained output behavior tied to GPT-image2 only.

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Low
Category
Not specified by scanner
Confidence
79% confidence
Finding

The file states that output should include both Chinese and English and that the English version is used for actual GPT-image2 input, making a language choice on the user's behalf. This is a natural-language policy concern because the skill does not clearly frame English output as optional or user-selected.

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Low
Category
Not specified by scanner
Confidence
84% confidence
Finding

This markdown template library is predominantly written in Chinese, but several templates switch to imperative English prompt content such as 'Create a premium...' and 'Premium product shot...' without indicating that users may choose their preferred language. That can conflict with a language/locale policy requiring user opt-in before forcing a specific language.

Content

No source excerpt is available for this finding.

Static analysis

No suspicious patterns detected.