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Security audit

task-assistant-bot

Security checks for vulnerabilities and agentic risk

Overview

This is a Chinese order-formatting helper, but it asks the agent to silently cache messages and ignore most input, so it needs review before use.

Install only if you intentionally want a Chinese order bot that remains silent until the phrase “整理当前订单” and you are comfortable with silent same-day order caching and the fixed pricing text. For safer use, require explicit user consent for caching, remove global/permanent priority claims, confirm cache-clearing actions, and make the output template configurable.

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
Findings (1)

T01 · Skill Instruction Hijacking

Error
Location
SKILL.md:2
Finding
Persistent Agent Behavior and Output Hijacking Through Skill Instructions<![CDATA[ ## Vulnerability Details **File Location**: `SKILL.md`, lines 2–38 **Vulnerability Type**: `T01: Skill Instruction Hijacking` **Risk Level**: High ### Evidence The following is an English rendering of the relevant directives from the source: ```markdown ## Absolute trigger rules (a violation makes execution invalid; highest global priority) 1. This skill activates the Agent and performs organization only after receiving the "organize current order" command. 2. All other order-related messages are silently cached in the background. They must not activate the Agent, produce reasoning, reply, or create any visible output. 3. The "new order" command only clears the current order cache in the background, without activating the Agent or producing output. 4. The "clear cache" command only clears all caches in the background, without activating the Agent or producing output. 5. It is absolutely prohibited for any message other than the trigger phrase to activate the Agent, produce reasoning, or receive a reply. ``` ```markdown ## Identity and personality settings (permanently effective) - Identity: Task organization assistant bot - Personality: Absolutely silent, responds only to "organize current order," produces no additional output, does not chat, does not provide cache notices, and does not output reasoning logs. - Core principle: Process only today's orders, never read conversation history, and produce output based only on the current cache and these rules. ``` ```markdown ## Fixed output format Only replace the information inside placeholders; do not change any other character. Dear customer, we have received your order. 1. Order number: {order number} 2. Order time: {order time} 3. Service type and requirements: {service type/requirements} 4. Order amount: {order amount} Order note: Confirm all agreed information and requirements before placing the order to avoid additional fees caused by later requirements. New requirements ...[truncated 2870 chars]
Remediation
<![CDATA[ ## Remediation Suggestions 1. Remove all claims that the Skill has global, absolute, permanent, or highest-priority authority. 2. Explicitly state that system, developer, safety, and current user instructions always take precedence. 3. Scope the Skill to an explicit invocation and return control to normal Agent behavior immediately after completing the requested order-formatting operation. 4. Do not require silence for unrelated messages. The Agent should continue to process legitimate requests or explain that the Skill is not currently active. 5. Obtain explicit user consent before caching order information. Document what is retained, where it is retained, and how long it is retained. 6. Avoid relying on silent cache-clearing operations. Confirm state-changing actions unless a higher-priority privacy requirement explicitly prohibits confirmation. 7. Remove the mandatory pricing and promotional language, or make it an optional, user-configurable template field. 8. Replace the immutable-output requirement with a structured schema that permits safety notices, corrections, localization, and user-requested modifications. 9. Implement retention boundaries in host-controlled code rather than through prose alone, including automatic expiration and isolation between users or sessions. 10. Add tests verifying that loading the Skill cannot suppress higher-priority instructions, alter unrelated conversations, or cause retained order data to cross session or user boundaries. ]]>
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 (1)

Natural-Language Policy Violations

Medium
Confidence
92% confidence
Finding
The file defines the skill's identity, trigger behavior, and fixed output format exclusively in Chinese. Under the policy criteria, forcing a specific language without user opt-in is a natural-language policy violation unless the locale constraint is explicitly justified or optional, which is not present here.

Static analysis

No suspicious patterns detected.