Back to skill

Security audit

主动代理 Lite

Security checks for vulnerabilities and agentic risk

Overview

This is a markdown-only skill that mainly encourages proactive suggestions and continuity, with no install commands, code execution, external network behavior, or credential handling.

Install only if you want your agent to make more unsolicited suggestions and maintain more continuity. Review your agent platform's memory settings and any configuration for proactive behavior, since the skill text is broad about when it activates.

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
  • System Prompt LeakageDirect Leakage, Indirect Extraction, Tool-Based Exfiltration
  • 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 (5)

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
94% confidence
Finding

The README states that once installed, the agent will 'automatically begin exhibiting proactive behavior' with no additional configuration, but it does not define what situations trigger this behavior or where its boundaries are. Because this is a markdown file, the vague activation scope can lead to unintended invocation or user surprise about when the skill acts proactively.

Content

No source excerpt is available for this finding.

Indirect Prompt Extraction

Medium
Category
System Prompt Leakage
Confidence
85% confidence
Finding

Skill contains patterns that could indirectly extract system prompts through rephrasing, translation, summarization, or side-channel techniques.

Content

Scanner excerpt · SKILL.md (reported line 3)May include surrounding context.

md
---
name: proactive-agent-lite
description: Transform AI agents from task-followers into proactive partners with memory architecture, reverse prompting, and self-healing patterns. Lightweight version focused on core proactive capabilities.
metadata:
  {
    "openclaw":

Indirect Prompt Extraction

Medium
Category
System Prompt Leakage
Confidence
85% confidence
Finding

Skill contains patterns that could indirectly extract system prompts through rephrasing, translation, summarization, or side-channel techniques.

Content

Scanner excerpt · README.md (reported line 27)May include surrounding context.

md
## Core Features

- **Memory Architecture**: Pre-compaction flush ensures context survives when window fills
- **Reverse Prompting**: Surfaces ideas you didn't know to ask for
- **Security Hardening**: Built-in security considerations and safe defaults
- **Self-Healing Patterns**: Diagnoses and fixes its own issues automatically
- **Alignment Systems**: Stays on mission and remembers who it serves

Indirect Prompt Extraction

Medium
Category
System Prompt Leakage
Confidence
85% confidence
Finding

Skill contains patterns that could indirectly extract system prompts through rephrasing, translation, summarization, or side-channel techniques.

Content

Scanner excerpt · SKILL.md (reported line 21)May include surrounding context.

md
## Core Features

- **Memory Architecture**: Pre-compaction flush ensures context survives when window fills
- **Reverse Prompting**: Surfaces ideas you didn't know to ask for
- **Security Hardening**: Built-in security considerations and safe defaults
- **Self-Healing Patterns**: Diagnoses and fixes its own issues automatically
- **Alignment Systems**: Stays on mission and remembers who it serves

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
93% confidence
Finding

The usage text says the skill enhances any agent and will 'automatically begin exhibiting proactive characteristics' without defining activation boundaries, triggers, or guardrails. In an agent skill, broad always-on behavior can cause unscoped autonomy, unexpected actions, or security-relevant behavior to be applied in contexts where it was not intended.

Content

No source excerpt is available for this finding.

Static analysis

No suspicious patterns detected.