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Security audit

德雷福斯模型 × AI 评估

Security checks for vulnerabilities and agentic risk

Overview

This skill is a text-only coaching aid for assessing a skill level and AI replacement risk, with no code execution, persistence, credential access, or hidden data handling.

Install this if you are comfortable using a Chinese-language skill that asks you to describe a specific ability and recent real projects. Do not include sensitive employer, client, or personal details unless they are necessary for the assessment.

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
  • 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 (4)

Natural-Language Policy Violations

Medium
Category
Not specified by scanner
Confidence
92% confidence
Finding

The manifest description is written entirely in Chinese and frames the skill's invocation phrases and purpose only in that language. Under the policy, forcing a specific language without user opt-in is a natural-language policy violation unless the locale limitation is explicitly justified, which is not present here.

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Medium
Category
Not specified by scanner
Confidence
95% confidence
Finding

The display name and short description are entirely in Chinese, while the file does not indicate that language selection is optional or that the skill is intended only for a Chinese-language audience. This can violate language/locale policy expectations when a skill imposes a specific language without user opt-in.

Content

No source excerpt is available for this finding.

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
85% confidence
Finding

The default prompt is a broad, natural-language request that can be triggered in ordinary conversation without strong invocation boundaries. In agent systems that auto-route or infer tool/skill use from user phrasing, this can cause unintended activation, privacy leakage through over-broad context use, or misuse of the skill outside the user's explicit intent.

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Low
Category
Not specified by scanner
Confidence
87% confidence
Finding

The file presents all instructional content in Chinese and does not indicate that language selection is optional or that the skill is intentionally limited to a Chinese-speaking audience. Under the stated policy, forcing a specific language without user opt-in is a natural-language policy concern.

Content

No source excerpt is available for this finding.