Security audit

Paper Title Generator

Security checks for vulnerabilities and agentic risk

Overview

This skill only provides guidance for generating academic paper title options and does not ask for execution, credentials, network access, persistence, or system changes.

Installers should be aware that paper drafts or abstracts may contain unpublished research, so use the skill only with content you are comfortable giving to your agent; no additional system or account permissions are indicated by the artifact.

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: 97% confidence
Finding: The manifest description says the skill is used when the user is "struggling to name a paper" and when Chopin asks "help me name this paper." That trigger language is broad and lacks explicit boundaries or negative examples, creating a risk of unintended invocation from common conversational phrasing.
Content: No source excerpt is available for this finding.

Static analysis

No suspicious patterns detected.