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Security audit

geo-get-cited-by-ai

Security checks for vulnerabilities and agentic risk

Overview

This is a Chinese-language content strategy skill for GEO/AI citation optimization, with no executable code, installs, persistence, credential use, or hidden data access.

Install this if you want Chinese-language GEO and AI-citation content guidance. Treat its platform-source and citation-rate claims as marketing/content-strategy advice to verify, not guaranteed search or AI ranking outcomes.

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)

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
94% confidence
Finding

The trigger list includes broad, generic phrases such as 'AI推荐' and 'AI时代做内容' that can overlap with many ordinary content-strategy conversations. This can cause the skill to activate outside its intended GEO niche, leading to inappropriate routing, irrelevant guidance, or accidental influence over unrelated tasks.

Content

No source excerpt is available for this finding.

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
94% confidence
Finding

The activation conditions are framed very broadly—e.g., '需要生产 AI友好型 内容' and '需要制定GEO内容策略'—without exclusion criteria or checks for user intent. In an agent environment, this raises the risk of unintended invocation on adjacent marketing or writing tasks, which can misapply the skill's recommendations and interfere with safer or more appropriate workflows.

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Low
Category
Not specified by scanner
Confidence
87% confidence
Finding

The entire skill file is written exclusively in Chinese and presents its guidance as the default with no indication that users may choose another language or locale. 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.

Natural-Language Policy Violations

Low
Category
Not specified by scanner
Confidence
82% confidence
Finding

This markdown file is entirely framed as a Chinese-language report and provides guidance in Chinese without any indication that language is optional or user-selectable. Under the policy rule for language/locale constraints, forcing a specific language without opt-in can be a natural-language policy concern.

Content

No source excerpt is available for this finding.

Static analysis

No suspicious patterns detected.