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Security audit

Title Style Recommender - 标题风格推荐

Security checks for vulnerabilities and agentic risk

Overview

This skill only provides academic paper title templates and does not request dangerous access or perform hidden actions.

Safe to install for academic title help. Be aware it may activate for some general title requests, so users may need to clarify when they want non-academic title brainstorming.

A.I.G

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

SkillSpector

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 (1)

Vague Triggers

Medium
Confidence
91% confidence
Finding
The trigger phrases are broad natural-language requests such as '推荐标题风格' and '帮我起个标题', which can plausibly appear in ordinary writing-assistance conversations. This can cause unintended activation of the skill, leading to irrelevant behavior injection or unexpected tool routing, though the skill itself is low-risk because it only recommends paper title styles.

Static analysis

No suspicious patterns detected.