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ai-mcp-security

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

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Files included (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 (original)

Review the instructions the agent will receive before you install.

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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