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Security audit

Paper Club Pilot

Security checks for vulnerabilities and agentic risk

Overview

This skill is a disclosed meeting-prep and note-distillation workflow with sensitive meeting-data handling that fits its stated academic group-meeting purpose.

Before installing, confirm your group is comfortable with meeting transcripts, participant-linked action items, summaries, and topic profiles being used to update an academic knowledge base. Use the stated opt-out for local method-tag logging if you do not want usage-derived optimization data retained.

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
  • Data ExfiltrationExternal Transmission, Env Variable Harvesting, File System Enumeration
  • Prompt InjectionInstruction Override, Hidden Instructions, Exfiltration Commands
  • Privilege EscalationExcessive Permissions, Sudo/Root Execution, Credential Access
  • Supply ChainUnpinned Dependencies, External Script Fetching, Obfuscated Code
  • Excessive AgencyUnrestricted Tool Access, Autonomous Decision Making, Scope Creep
Findings (1)

Missing User Warnings

Medium
Category
Not specified by scanner
Confidence
95% confidence
Finding

The skill explicitly describes pulling Tencent Meeting transcripts, participant information, action items, and post-meeting distillation into an academic knowledge base, but it does not present a prominent, specific warning that this discussion-derived content may be retained and reused across sessions. In an academic meeting context, transcripts and attendee-linked action items can contain sensitive unpublished research, internal decisions, or personal data, so insufficient disclosure can lead to unexpected persistence and secondary use of sensitive information.

Content

No source excerpt is available for this finding.