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Security audit

小说创作框架

Security checks for vulnerabilities and agentic risk

Overview

This is a text-only novel-writing helper with minor scope and language ambiguity but no evident security-impacting behavior.

Install this if you want a Chinese-oriented fiction planning assistant. Users who expect strict activation boundaries or non-Chinese output may want clearer language preferences, but there is no artifact-backed indication of malicious behavior.

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 (4)

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
91% confidence
Finding

The skill description is broadly triggered by generic novel-writing requests, which can cause the agent to invoke this skill in many loosely related contexts. Over-broad routing increases the chance of unintended activation, response hijacking, or bypass of more appropriate specialized skills, reducing predictability and safety controls.

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Medium
Category
Not specified by scanner
Confidence
95% confidence
Finding

The file mixes English metadata with predominantly Chinese instructional content and presents the skill as a Chinese-language experience by default. There is no statement that users may choose another language, nor any justification that the skill is intentionally limited to a Chinese-language audience or region.

Content

No source excerpt is available for this finding.

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
94% confidence
Finding

The manifest description uses very broad trigger phrases such as requests to write novels, create plots, design characters, or develop fiction narratives. This can cause the skill to activate for a wide range of generic writing requests, leading to over-broad routing, unexpected invocation, and possible interception of user prompts better handled by other skills or base assistants.

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Low
Category
Not specified by scanner
Confidence
81% confidence
Finding

The description begins in Chinese and then switches to English for invocation guidance, but it does not state whether the skill should operate in a specific language or let the user choose. This can create an implicit language/locale constraint without user opt-in, which is a natural-language policy concern.

Content

No source excerpt is available for this finding.

Static analysis

No suspicious patterns detected.