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Security audit

高校学位论文智能评审 v2.0

Security checks for vulnerabilities and agentic risk

Overview

This thesis-review skill is coherent and purpose-aligned, with privacy cautions around thesis PDFs and broad trigger phrases but no evidence of hidden, destructive, or deceptive behavior.

Install only if you intend the agent to review thesis documents. Use it with theses you are authorized to process, be careful with unpublished research and personal details, and review any generated .docx files before sharing them formally.

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
  • Data ExfiltrationExternal Transmission, Env Variable Harvesting, File System Enumeration
  • Trigger AbuseOverly Broad Trigger, Shadow Command Trigger, Keyword Baiting Trigger
  • Prompt InjectionInstruction Override, Hidden Instructions, Exfiltration Commands
  • Privilege EscalationExcessive Permissions, Sudo/Root Execution, Credential Access
  • Supply ChainUnpinned Dependencies, External Script Fetching, Obfuscated Code
Findings (3)

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
92% confidence
Finding

The trigger phrases are generic academic terms such as '论文评审' and '评审意见', which can cause the skill to activate in ordinary academic conversations unrelated to formal thesis review. Over-broad invocation increases the chance that sensitive thesis content is processed unintentionally and that the skill generates structured outputs or follows its workflow in contexts the user did not intend.

Content

No source excerpt is available for this finding.

Missing User Warnings

Medium
Category
Not specified by scanner
Confidence
91% confidence
Finding

The skill instructs extraction of detailed data from PDF theses and later generation of Word review documents, but it does not warn users that theses may contain unpublished research, personal information, or confidential academic material. Without an explicit notice and consent boundary, users may unknowingly expose sensitive data to analysis steps, external search comparison, or local artifact creation.

Content

No source excerpt is available for this finding.

Skill Enumeration

Medium
Category
Agent Snooping
Confidence
80% confidence
Finding

The related-files section discloses internal-looking paths and artifact names, including a memory record and archived review documents. While not directly exploitable by itself, this kind of enumeration reveals the skill's internal structure and suggests the existence of historical records that may contain sensitive academic evaluations, which can aid follow-on probing or social engineering.

Content

Scanner excerpt · SKILL.md (reported line 240)May include surrounding context.

md
| 文件 | 说明 |
|------|------|
| `skills/thesis-review-pro/SKILL.md` | 本技能文档 |
| `memory/2026-05-21.md` | 13篇论文评审记录 |
| `评审意见_*.docx` | 历史评审意见存档 |

Static analysis

No suspicious patterns detected.