MassAudit_Pro — DeepSeek AI Agent
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    MassAudit_Pro

    MassAudit_Pro

    atreasureboy January 30, 2026
    1 copies 0 downloads

    MassAudit Pro: Next-Gen Agentic Security Auditor. Combines CodeQL's precision with LLM (DeepSeek) reasoning. Features an automated "Context-Retrieval Loop" that fetches missing function definitions to eliminate false positives. The future of SAST.

    🛡️ MassAudit Pro: Intelligent Code Security Audit System

    Automated Static Analysis & AI-Assisted Verification Tool 基于 CodeQL 与大模型的自动化静态代码审计与验证系统

    Python CodeQL DeepSeek License

    MassAudit Pro 是一款面向企业安全建设与 DevSecOps 流程的下一代自动化代码审计工具。它致力于解决传统静态应用程序安全测试 (SAST) 工具误报率高、验证成本大、上下文缺失的问题。

    系统深度整合了 CodeQL 的精准代码检索能力与 DeepSeek LLM 的深度逻辑分析能力,不仅能发现深层逻辑漏洞,还能自动编写、修复并执行单元测试级别的验证脚本 (PoC),最终通过 AI 裁判 对验证日志进行智能定性,实现从发现到验证的全闭环。


    🌟 核心特性 (Key Features)

    1. 🧠 智能上下文循环 (Agentic Context Loop)

    • 消除幻觉:当 AI 认为代码片段不足以判断风险时(例如看到未定义的函数调用),会主动要求系统在源码中检索该函数的完整定义。
    • 精准研判:系统会自动递归提取相关变量、结构体和函数定义,大幅降低因“看不见过滤逻辑”导致的误报。

    2. ⚡ 自动化验证与自愈 (Auto-Verification & Self-Healing)

    • PoC 草稿生成:针对逻辑型漏洞(如边界溢出、Panic、正则绕过),系统会尝试编写 Go/Python 单元测试脚本。
    • 代码自愈:如果生成的测试脚本因缺包、语法错误导致编译失败,自愈模块会将报错信息回传给 AI,自动修正代码并重试(支持多轮自动修复)。

    3. ⚖️ AI 智能裁判 (AI Judge)

    • 智能定性:AI 会阅读测试日志,区分“程序崩溃”、“被捕获的异常”和“安全防御”。
    • 去伪存真:如果测试脚本运行通过且未触发异常,AI 会将其标记为 SAFE_PASS(已防御),有效过滤误报。

    ⚠️ 重要说明 (Important Note)

    无法单元测试的漏洞,需手动完成测试。

    AI 虽然强大,但并非万能。对于依赖复杂外部环境(如数据库特定状态、中间件配置、第三方 API)的漏洞,自动化脚本可能无法完美复现。

    建议流程:

    python3 main.py -> 查看生成的 .md 报告 -> 针对未验证项进行手动复现


    🔄 工作流水线 (Workflow)

    1. [环境初始化] 加载项目列表,建立 SQLite 索引。
    2. [静态扫描] CodeQL 引擎构建数据库并执行查询,生成 SARIF 原生数据。
    3. [预处理] 过滤测试文件与低风险干扰项。
    4. [智能研判]
      • 提取漏洞片段。
      • Context Resolver 动态补全缺失的函数/变量定义。
      • AI 判定风险等级。
      • Code Generator 尝试编写验证脚本 (PoC)。
    5. [验证与归档]
      • 执行 PoC 脚本(含编译错误自愈)。
      • AI Judge 分析控制台输出,判定验证结果(崩溃/通过/异常)。
      • 生成 Markdown 报告,保存 PoC 文件,写入数据库。

    🛠️ 快速开始 (Quick Start)

    1. 环境准备

    • Python 3.10+
    • CodeQL CLI (需配置到系统 PATH)
    • Golang (用于运行验证脚本)
    • 目标语言的 CodeQL 规则包 (Standard Libraries)

    2. 安装

    git clone [https://github.com/Y
    

    Tags

    agentic-workflowautomated-securitycodeqlcybersecuritydeepseekllm-agentpythonred-teamingsastsecurity-audit

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