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Security audit

Shopee-类目蓝海挖掘专家 | 青虎AI

Security checks for vulnerabilities and agentic risk

Overview

This Shopee category research skill is purpose-aligned and disclosed, but users should understand it uses a Qinghu API token and may consume Qinghu credits after approval.

Install this only if you intend to use Qinghu's Shopee data API. Review which Qinghu token is available in your environment, confirm calls before they are made, and expect possible Qinghu credit usage as described by the skill.

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
  • Excessive AgencyUnrestricted Tool Access, Autonomous Decision Making, Scope Creep
  • 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
Findings (3)

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
90% confidence
Finding

The manifest says the skill 'must trigger' for broad Shopee/category-selection topics and includes a long keyword list, which can cause over-broad activation in ordinary conversations. Over-triggering can route users into a skill that solicits credentials, seeks paid-tool authorization, and initiates external API workflows when the user did not intend that level of access or cost.

Content

No source excerpt is available for this finding.

Context-Inappropriate Capability

Medium
Category
Not specified by scanner
Confidence
95% confidence
Finding

The skill explicitly instructs the agent to obtain credentials from environment variables (QINGHU_TOKEN / QHKIT_TOKEN) for a third-party HTTP API. That expands the skill’s access to ambient secrets beyond what the user may have explicitly provided in-chat, creating a risk of unauthorized secret use and unintended data access or billing against the user’s account.

Content

No source excerpt is available for this finding.

Vague Triggers

Low
Category
Not specified by scanner
Confidence
80% confidence
Finding

The trigger examples are understandable, but they are open-ended and lack constraints or negative examples distinguishing this skill from broader Shopee advice. Without explicit non-trigger cases, requests like general category questions may collide with this skill unintentionally.

Content

No source excerpt is available for this finding.