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ai-mcp-security

Assess AI agents and MCP tools for malicious instructions, tool misuse, permission violations, and data leaks. The skill organizes checks across applications, identity, data, deployment, and models, with references for each risk area.

中文简介正在准备中。当前显示英语简介。

原文查看原文说明

AI与MCP安全评估 — Prompt注入、工具滥用、MCP信任边界、Agent权限逃逸、数据泄露、模型风险、GAARM风险矩阵

查看安装方法

适用场景

  • Review prompt injection risks in AI applications
  • Check MCP tool misuse and trust boundaries
  • Assess agent permissions and credential misuse
  • Review data leaks and deployment isolation

包含的文件(8)

  • SKILL.md2.4 KB
  • references/04-ai-and-mcp-security-integrated.md335.7 KB
  • references/ai-app-security.md71.0 KB
  • references/ai-baseline-security.md41.2 KB
  • references/ai-data-security.md61.6 KB
  • references/ai-identity-security.md44.6 KB
  • references/ai-model-security.md96.4 KB
  • references/gaarm-risk-matrix.md14.5 KB

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

AI 与 MCP 安全评估 Skill

当目标包含 LLM、Agent、MCP 工具、Skills、RAG、Memory、Plugin 或模型服务组件时使用本 Skill。

前置条件:如果 AI 表面只是展示层,真正的阻塞仍是客户端签名或加密协议,先回到 client-reverse Skill。

场景路由

风险类型首选参考
Prompt 注入 / 间接注入 / CoT 干扰references/ai-app-security.md
工具滥用 / MCP 投毒 / Skills 供应链references/04-ai-and-mcp-security-integrated.md MCP 章节
权限逃逸 / 角色越界 / 凭据滥用references/ai-identity-security.md
数据泄露 / Prompt 泄漏 / 模型逆推references/ai-data-security.md
容器逃逸 / CI-CD / 沙箱失败references/ai-baseline-security.md
模型风险 / 对抗样本 / 后门references/ai-model-security.md
影响分类与覆盖评估references/gaarm-risk-matrix.md

测试流程

1. 应用层攻击

  • 直接 Prompt 注入
  • 间接注入(通过外部数据源)
  • CoT 干扰与指令覆盖
  • Agent 滥用(未授权操作)
  • 代码执行突破
  • Memory 投毒

2. MCP 与 Agent 风险

  • 工具描述投毒
  • 指令覆盖
  • 隐藏指令注入
  • 未授权资源访问
  • Skills/Rules 供应链问题

3. 身份与授权

  • 动作滥用
  • 角色逃逸
  • 权限漂移
  • 云凭据滥用

4. 数据与隐私

  • Prompt 泄漏
  • 敏感数据暴露
  • 训练数据问题
  • 模型逆推
  • API 数据窃取

5. 基线与部署

  • CI/CD 缺陷
  • 容器逃逸
  • 向量数据库安全
  • 沙箱失效
  • 环境隔离缺陷
  • 模型服务缺陷

参考文档

  • references/04-ai-and-mcp-security-integrated.md — AI 与 MCP 安全整合参考
  • references/ai-app-security.md — AI 应用安全
  • references/ai-identity-security.md — AI 身份安全
  • references/ai-data-security.md — AI 数据安全
  • references/ai-baseline-security.md — AI 基线安全
  • references/ai-model-security.md — AI 模型安全
  • references/gaarm-risk-matrix.md — GAARM 风险矩阵

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