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AI Agent Security Audit

对指定 Agent 配置目录或已安装 Skill 进行安全审计,流程覆盖权限检查、提示注入测试、可疑模式扫描、凭证泄露检查和运行时行为监控,最终生成含风险评分、发现项与整改建议的 Markdown 报告。材料仅提供流程说明,未包含实际扫描脚本或规则库。

ai-gaoqian
ai-gaoqian
热度 16.50
最近更新 2026-06-12 18:20:43
分类:安全依赖:代码执行 / 读写文件应用场景:代码审查 / 报告撰写 / DevOps

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add gaoqian-ai-security-audit
Metadata
name
AI Agent Security Audit
slug
ai-security-audit
description
Comprehensive AI agent security auditing skill covering prompt injection detection, permission boundary analysis, malicious skill scanning, credential leak detection, and runtime behavior monitoring. Produces audit reports with risk scoring and remediation recommendations.
version
1.0.0
author
ai-gaoqian
tags
["security","audit","compliance","agent-safety","vulnerability-scanning"]
metadata
{"openclaw":{"requires":"python>=3.10, openclaw>=0.9.0"}}

AI Agent Security Audit

Comprehensive security auditing for AI agent deployments. Detects vulnerabilities across prompt handling, tool permissions, skill behavior, credential management, and runtime operations.

Usage

Invoke with a target agent configuration path or skill directory to scan:

audit: scan /path/to/agent/config
audit: review installed skills
audit: monitor runtime behavior for 30 minutes

Execution Flow

  1. Configuration Audit — Parse agent config YAML, enumerate permissions, identify over-privileged tool access
  2. Prompt Injection Test — Run 12 injection patterns (DAN, encoding bypass, role confusion, token smuggling) and score resilience
  3. Skill Scan — Analyze each installed skill's SKILL.md for suspicious patterns (eval(), shell_exec, credential references, network requests)
  4. Credential Hygiene — Scan workspace for hardcoded tokens, API keys, private keys in plaintext files
  5. Runtime Monitor — Observe agent behavior for N minutes, flag any unexpected tool calls, network connections, or file access patterns
  6. Generate Report — Risk score 0-100, criticality matrix, prioritized remediation steps

Output Format

# Security Audit Report
- **Audit Date**: YYYY-MM-DD HH:MM
- **Audit Scope**: [target]
- **Overall Risk Score**: 67/100 (MEDIUM)

## Critical Findings (2)
- [CRITICAL] Unrestricted shell_executor access allows arbitrary command execution
- [CRITICAL] Skill "data-export" sends data to external endpoint without user consent

## High Findings (3)
- ...

## Recommendations
1. Add allowlist for shell_executor commands
2. Sandbox "data-export" skill network calls
3. ...

Notes

  • Requires read access to agent config directory and installed skills path
  • Runtime monitoring requires agent process access
  • All findings include file paths and line numbers for traceability
  • Recommended for any production agent deployment, especially those handling user data or financial operations