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Security audit

Task Prism

Security checks for vulnerabilities and agentic risk

Overview

This is a disclosed Chinese-language project planning skill with no executable code, persistence, credential handling, or hidden data access.

Install this if you want a Chinese-language project planning and task decomposition workflow. Be aware it may activate on broad planning phrases and may answer in Chinese unless your agent adapts language to the conversation.

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 (5)

Vague Triggers

High
Category
Not specified by scanner
Confidence
98% confidence
Finding

The skill description contains very broad trigger phrases such as '帮我拆解任务', '做个项目计划', and '任务怎么分工', which can match a large share of ordinary planning-related prompts. In an agent environment, this can cause over-triggering and unintended routing, allowing the skill to intercept benign user requests and reshape the assistant's behavior even when the user did not explicitly ask for this workflow.

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Medium
Category
Not specified by scanner
Confidence
91% confidence
Finding

The skill metadata and content are Chinese-only and do not offer a user-language choice or justify a hard locale restriction. If auto-invoked for non-Chinese users, it may force output into an unexpected language, causing misunderstanding of planning decisions, constraints, or risk analysis and reducing user control over the interaction.

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Medium
Category
Not specified by scanner
Confidence
95% confidence
Finding

SQP-3 applies to all file types and covers language or locale policy violations. This markdown file begins with a Chinese title and all user-facing content is written in Chinese, but there is no indication that the skill is region-specific or that users can opt into another language.

Content

No source excerpt is available for this finding.

Ae4

Medium
Category
analysis-evasion
Confidence
80% confidence
Finding

Suspicious Unicode normalization or mixed-script content

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Medium
Category
Not specified by scanner
Confidence
93% confidence
Finding

This markdown file begins with and is primarily authored in Chinese, presenting the template as the default output format. Under the policy rule for language/locale, forcing a specific language without giving the user a choice can violate organizational language expectations.

Content

No source excerpt is available for this finding.

Static analysis

No suspicious patterns detected.