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Security audit

幻觉检测器

Security checks for vulnerabilities and agentic risk

Overview

This is a Markdown-only code hallucination review guide with no install steps, executable code, persistence, or credential access.

Installers should expect a Chinese-language code review aid focused on hallucination detection. If your environment auto-selects skills, consider invoking it explicitly only when you want hallucination checks, because its trigger terms overlap with ordinary code review requests.

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 (2)

Natural-Language Policy Violations

Medium
Category
Not specified by scanner
Confidence
95% confidence
Finding

The skill metadata and examples strongly bias the interaction toward Chinese output without indicating language should follow user preference. While not directly enabling code execution or data exfiltration, it can override expected response-language behavior and reduce usability, clarity, or operator awareness in multilingual environments.

Content

No source excerpt is available for this finding.

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
92% confidence
Finding

The activation phrase set includes broad terms like '检测幻觉 / 验证代码 / 代码审查', which can overlap with ordinary user requests and cause the skill to trigger unexpectedly. That increases the chance of unintentional behavior injection into unrelated conversations, especially in environments where skills are auto-selected from natural language prompts.

Content

No source excerpt is available for this finding.

Static analysis

No suspicious patterns detected.