Security audit

Title Style Recommender - 标题风格推荐

Security checks for vulnerabilities and agentic risk

Overview

This is a simple academic title-style helper with no code execution, network access, persistence, or sensitive data handling.

This skill is safe to install for academic-paper title guidance. Users should be aware that broad Chinese trigger phrases may make it activate for general title requests, so clarify when a request is not about a paper or study.

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

Category: Not specified by scanner
Confidence: 95% confidence
Finding: The trigger phrases include broad requests such as '帮我起个标题' and '什么类型的标题好', which can match many generic writing or brainstorming interactions outside the narrowly intended academic-paper context. This can cause the skill to activate unexpectedly, creating prompt-routing confusion and increasing the chance that unrelated user requests are handled by this skill instead of a more appropriate one.
Content: No source excerpt is available for this finding.