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Security audit

AI Prompt Optimizer

Security checks for vulnerabilities and agentic risk

Overview

This is a Chinese-language prompt-writing helper with no executable code, persistence, credential access, or hidden data movement.

Install this if you want a Chinese-first assistant for AI art and video prompt optimization. If you prefer another response language, you may need to override the skill's default Chinese reply instruction when using it.

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
  • 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
  • Excessive AgencyUnrestricted Tool Access, Autonomous Decision Making, Scope Creep
Findings (4)

Natural-Language Policy Violations

Medium
Confidence
94% confidence
Finding
The behavior rules explicitly require replies in Chinese: "使用中文回复". This imposes a specific language policy on all users without offering a language choice or opt-in, which matches the language/locale policy violation criteria.

Natural-Language Policy Violations

Medium
Confidence
92% confidence
Finding
The title and entire document prescribe prompt-writing guidance in Chinese, while also embedding English prompt fragments, but nowhere offers users a language/locale choice. Under the policy, forcing a specific language without opt-in is a natural-language policy violation unless the locale restriction is clearly documented and justified.

Natural-Language Policy Violations

Medium
Confidence
93% confidence
Finding
The entire guide is written in Chinese and does not indicate that users may choose another language or that the skill is intentionally limited to a Chinese-speaking context. Under the stated policy, forcing a specific language without user opt-in is a natural-language policy violation.

Natural-Language Policy Violations

Low
Confidence
81% confidence
Finding
This markdown file is written as a normative prompt-writing guide in Chinese and does not indicate that other languages are equally supported for users who prefer a different locale. Under the policy, forcing a specific language without opt-in can be a natural-language policy concern.

Static analysis

No suspicious patterns detected.