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Security audit

Paper Summary

Security checks for vulnerabilities and agentic risk

Overview

This skill is a straightforward paper-summarization helper with no executable code, persistence, credential handling, or hidden data movement.

Install this if you want Chinese-language help summarizing papers. Be aware it may activate for broad article-summary requests, and confirm before asking it to fetch or process sensitive unpublished papers or private PDFs.

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
  • Prompt InjectionInstruction Override, Hidden Instructions, Exfiltration Commands
  • Trigger AbuseOverly Broad Trigger, Shadow Command Trigger, Keyword Baiting Trigger
  • 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 (2)

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
92% confidence
Finding

The trigger list includes broad natural-language phrases such as '文章总结' and '帮我理解这篇论文', which can match common user requests and cause the skill to auto-activate in contexts broader than intended. Over-broad activation can route unrelated content into PDF/URL/text ingestion and summarization flows, increasing the chance of unintended tool use, confusing behavior, or processing of untrusted external resources without clear user intent.

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Medium
Category
Not specified by scanner
Confidence
88% confidence
Finding

The skill content is written to operate in Chinese and presents output requirements entirely in Chinese without indicating adaptation to the user's language preference. This can override user expectations, reduce transparency, and create safety/usability issues if users misinterpret summaries or instructions, especially in multilingual workflows involving academic material.

Content

No source excerpt is available for this finding.

Static analysis

No suspicious patterns detected.