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作者:admin 发布:2026-10-05

ExaAiAgent - ExaAiAgent — Advanced AI-powered penetration testi

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ExaAiAgent - ExaAiAgent — Advanced AI-powered penetration testi

项目说明

<p align="center">
<img src=".github/logo.png" width="150" alt="ExaAiAgent Logo">
</p>

<h1 align="center">ExaAiAgent</h1>

<h2 align="center">Ad AI-Powered Cybersecurity Agent for Comprehensi Testing</h2>

<di="center">

![Python]()
![PyPI]()
![License](LICENSE)
![]()

</div>

<br>

> [!TIP]
> 🚀 v2.3.2 Released! Focused on formatting Released standards, K8s scanner tooling execution enhancements, telemetry data persistence checks, and more accurate agent operation documentation.
>
> 🤖 Connect Your Agent: You can onboard another AI agent by pointing it to the repository skill:
>

---

🔥 What's New in v2.3.2

  • K8s Scanner Tool Registration: Fixed proper tool in flow for Kubernetes scanners (ensuring sandbox execution bypass requirements are strictly met).

  • Data Persistence: Accurately saves chat_messages.json, run_metadata.json, agents.json, and tool_executions.json inside the exaai_runs/<run-name> directory.

  • Improved Code Quality: Consistent formatting and rigorous linting across the codebase, eliminating missing/mutable-default and improving logging.

  • SKILL.md Re: Extensively updated onboarding procedures to accurately con o for LiteLLM dependencies.
  • 🔥 What's New in v2.2.5

    🧱 Runtime Reliability & De Workflow

    This release focuses on making ExaAiAgent much more predictable to operate and easier to integrate into agent-dri:

  • CI on Pull Requests: lint, type-check, unit tests, and smoke tests now run automatically

  • Legacy Cleanup: remo ExaAiAgnet references that broke tests and de

  • Import-Safe Tool Server: sandbox tool server no longer parses CLI arguments at import time

  • Dependency Compatibility Fixes: resolved websockets compatibility issues affecting installs
  • 🧠 Better Agent Orchestration

  • Impro Messaging: fixed agent resume/waiting behavior and sandbox readiness issues

  • Normalized Agent Statuses: cleaner status flow across graph, tracer, and UI

  • Multi-Tool LLM Responses: no longer truncates model output to the first tool call only

  • Prompt Module Merging: role defaults and user-selected modules now combine correctly
  • 💻 Better CLI/TUI Behavior

  • Interacti Submission: TUI can now queue a target and start scanning more cleanly

  • Impro Surfacing: clearer runtime errors in CLI/TUI instead of silent failures

  • Smarter Prompt Resolution: auto-detected prompt modules now wire into execution more reliably

  • Docker Requirement Made Explicit: first-run/runtime expectations are clearer during startup
  • 🤖 AI Agent Integration

  • Repository Skill Updated: SKILL.md now cleanly onboards other AI agents to use and operate ExaAiAgent

  • OpenClaw-Friendly Operation: better fit for external AI agents controlling scans or maintaining the tool
  • 🛡️ Smart Security Tools

    | Tool | Capability |
    |------|------------|
    | Smart Fuzzer | Thread-safe, context-aware fuzzing with rate limiting |
    | Response Analyzer | SQL errors, stack traces, sensitive data detection |
    | Vuln | PoC generation with false positi |
    | WAF Bypass | Multi-layer bypass for Cloudflare, Akamai, AWS WAF |

    ⚡ CLI & Stability

  • Thread-Safety: Fixed race conditions in async scans

  • Resource Management: Auto-shutdown and cleanup of background processes

  • Installation: Robust install.sh for Linux/macOS (bash/zsh/fish)
  • ---

    🔥 ExaAiAgent O

    ExaAiAgent is an elite AI-powered cybersecurity agent that acts like a real penetration tester - running your code dynamically, finding , and them through actual proof-of-concepts. Built for de and security teams who need fast, accurate security testing.

    Key Capabilities:

  • 🔧 Full hacker toolkit out of the box

  • 🤝 Teams of agents that collaborate and scale

  • ✅ Real with PoCs, not false positives

  • 💻 De‑first CLI with actionable reports

  • 🔄 Auto‑fix & reporting to accelerate remediation

  • 🧠 Multi-LLM Support - OpenAI, Anthropic, Gemini, local models

  • 🌐 Cloud & Container Security testing capabilities

  • 🚀 Smart Module Loading - Auto-detects and loads relevant modules
  • 🎯 Use Cases

  • Application Security Testing - Detect and critical

  • Rapid Penetration Testing - Get pentests done in hours, not weeks

  • Bug Bounty Automation - Automate research and generate PoCs

  • CI/CD Integration - Block before production

  • API Security Testing - REST, GraphQL, gRPC security analysis

  • Cloud Security - AWS, Azure, GCP configuration review
  • ---

    🚀 Quick Start

    Prerequisites:

  • Docker (running)

  • Python 3.12+

  • An LLM provider (OpenAI, Anthropic, OpenRouter, Ollama, or any compatible provider)
  • Installation & First Scan

    > [!NOTE]
    > First run automatically pulls the sandbox Docker image. Results are saved to exaai_runs/<run-name>

    ---

    ✨ Features

    🛠️ Agentic Security Tools

    ExaAiAgent agents come equipped with a comprehensi testing toolkit:

  • Full HTTP Proxy - Request/response manipulation and analysis

  • Browser Automation - Multi-tab browser for XSS, CSRF, auth flows

  • Terminal En - Interacti for command execution

  • Python Runtime - Custom exploit de and

  • Reconnaissance - Automated OSINT and attack surface mapping

  • Code Analysis - Static and dynamic analysis capabilities

  • API Fuzzing - Ad REST/GraphQL API testing
  • 🎯 Comprehensi Detection

    ExaAiAgent identifies and a wide range of security :

    | Category | |
    |----------|-----------------|
    | Access Control | IDOR, pri escalation, auth bypass |
    | Injection | SQL, NoSQL, Command, GraphQL injection |
    | Ser | SSRF, XXE, deserialization flaws |
    | Client-Side | XSS, prototype pollution, DOM |
    | Business Logic | Race conditions, workflow manipulation |
    | Authentication | JWT , OAuth/OIDC flaws, session management |
    | WebSocket | CSWSH, message injection, DoS |
    | Infrastructure | Subdomain takeover, misconfigurations |
    | WAF Bypass | Encoding, smuggling, header manipulation |

    🕸️ Graph of Agents

    Ad multi-agent orchestration for comprehensi testing:

  • Distributed Workflows - Specialized agents for different attacks

  • Scalable Testing - Parallel execution for fast co

  • Dynamic Coordination - Agents collaborate and share disco
  • ---

    💻 Usage Examples

    Basic Usage

    Smart Auto-Loading (New in v2.0!)

    Ad Testing Scenarios

    🤖 Headless Mode

    Run ExaAiAgent programmatically without interactive UI:

    🔄 CI/CD (GitHub Actions)

    ⚙️ Configuration

    Recommended Models:

  • OpenAI GPT-5 (openai/gpt-5)

  • Anthropic Claude Sonnet 4.5 (anthropic/claude-sonnet-4-5)

  • Google Gemini 3.0 (gemini/gemini-2.0-flash)
  • ---

    📦 A Security Modules

    Modules

    | Module | Description |
    |--------|-------------|
    | sql_injection | SQL/NoSQL injection testing |
    | xss | Cross-site scripting attacks |
    | ssrf | Ser request forgery |
    | xxe | XML external entity attacks |
    | rce | Remote code execution |
    | idor | Insecure direct object reference |
    | authentication_jwt | Auth & JWT |
    | business_logic | Business logic flaws |
    | csrf | Cross-site request forgery |
    | race_condition | Race condition exploits |
    | graphql_security | GraphQL-specific attacks |
    | websocket_security | WebSocket |
    | oauth_oidc | OAuth2/OIDC flaws |
    | waf_bypass | WAF bypass techniques |
    | subdomain_takeover | Subdomain takeover |
    | prompt_injection | AI/LLM prompt injection attacks |
    | kubernetes_security | NEW! K8s RBAC & Pod Security auditing |
    | subdomain_enumeration | NEW! OSINT-based subdomain discovery |
    | port_scanning | NEW! Service discovery & port auditing |
    | technology_fingerprinting | NEW! Web tech stack identification |

    ---

    🆕 Changelog

    v2.3.2

    Release O

    v2.3.2 is a production-ready maintenance and impro release focused on stability, reliability, code quality, documentation, and de experience. Existing functionality has been preser introducing meaningful impro across the project.

    ---

    ✨ What's New

    🤖 Agent Impro

  • Impro coordination and internal workflow.

  • Enhanced reliability during agent execution.

  • Better error handling and recovery mechanisms.

  • Performance optimizations for smoother execution.

  • Internal architecture refactoring to impro.
  • ---

    ☸️ Kubernetes Scanner Impro

  • Fixed Kubernetes tool registration.

  • Corrected decorators by enabling proper registration with:

  • - sandbox_execution=False
  • Fixed missing tool argument schemas that pre appeared as None.

  • Impro with the ExaAiAgent tool system.
  • ---

    🖥️ CLI Impro

  • Updated CLI to v2.3.2.

  • Restored headless (non-TTY) output behavior after review.

  • Preser with:

  • - CI pipelines
    - Automation scripts
    - Remote execution
    - Existing command-line workflows

    ---

    📚 Documentation

    SKILL.md

    The documentation has been significantly expanded with:

  • Installation guide

  • Project architecture o

  • Agent workflow explanation

  • Usage examples

  • Configuration details

  • Diagnostic and troubleshooting guide

  • Testing instructions using Poetry

  • Kubernetes Scanner documentation

  • Best practices

  • New v2.3.2 capabilities
  • ---

    🔧 Refactoring

  • Impro code readability.

  • Simplified internal implementation where appropriate.

  • Remo complexity.

  • Impro while keeping backward compatibility.
  • ---

    🐞 Bug Fixes

  • Fixed Kubernetes tool registration issues.

  • Fixed missing tool argument metadata.

  • Restored CLI output for non-interacti.

  • Fixed minor inconsistencies discovered during review.
  • ---

    ✅ Quality Assurance

    Before release:

  • All tests executed successfully.

  • Build completed.

  • No linting issues remaining.

  • Regression review completed.

  • Existing functionality .

  • New features capabilities.

  • Codebase re for unintended side effects.
  • Result: 89/89 tests passed successfully.

    ---

    Backward Compatibility

    This release maintains backward compatibility where.

    No breaking API or workflow changes were intentionally introduced.

    Existing automation, scripts, and CI en continue to work as expected.

    ---

    Release Summary

    ExaAiAgent v2.3.2 focuses on deli a stable production release with impro reliability, Kubernetes scanning enhancements, restored CLI compatibility, expanded documentation, codebase refactoring, and comprehensi, while maintaining full backward compatibility.

    v2.2.5 (Latest)


  • Runtime Reliability: fixed interactive scan flow, tool-ser safety, sandbox readiness, and agent messaging issues

  • De Workflow: CI now runs lint, type-check, tests, and smoke checks on pull requests

  • Prompt Intelligence: smarter prompt resolution, merged default/user modules, and new specialist prompt modules for planning, , reporting, and runtime recovery

  • Agent Coordination: normalized statuses and impro execution behavior

  • Agent Onboarding: refreshed SKILL.md so external AI agents can operate and maintain ExaAiAgent more reliably
  • v2.2.2


  • Reconnaissance Engine: New modules for subdomain enumeration, port scanning, and tech fingerprinting

  • AI Agent Integration: OpenClaw/Agent compatibility

  • Stability Fixes: ToolManager thread-safety, Resource cleanup

  • DevEx: New install.sh script, impro
  • v2.1.2


  • Bugfix: Fixed k8s scanner import issue

  • Banner: Updated banner string
  • v2.1.0


  • New Modules: K8s, Azure, GCP, Prompt Injection

  • React2Shell: C detection

  • Auto-Discovery: Impro detection
  • ---

    🛠️ Troubleshooting

    🔧 Troubleshooting

    #### Problem: "LLM Connection Failed" or Model Not Found
    Modern models (like gemini-3-pro-preview) require the latest of litellm to be recognized correctly.

    Solution: Update LiteLLM

    Linux/Debian Users (Externally Managed En):
    If you encounter permission errors or "externally-managed-en", you may need to use a en (venv) or force a user install:

    ---

    🤝 Contributing

    We welcome contributions! Check out our Contributing Guide.

    🌟 Support the Project

    Lo? Give us a ⭐ on GitHub!

    🙏 Acknowledgements

    ExaAiAgent builds on incredible open-source projects like LiteLLM, Caido, ProjectDiscovery, Playwright, and Textual.

    > [!WARNING]
    > Only test apps you own or ha to test. You are responsible for using ExaAiAgent ethically and legally.

    项目信息

    开发语言:Python

    Star 数:12

    技术要点

    该项目属于安全软件方向的开源资源,代码结构清晰,适合安全研究人员学习参考。项目围绕ExaAiAgent — Advanced AI-powered penetration testing framework with Docker sandbox, multi-agent workflows, and 50+ integrated cybersecurity tools.展开,提供了可运行的实现,对理解相关安全机制、工具原理与攻防技术具有较高的研究价值。

    从技术实现角度看,此类项目的核心在于对底层原理的深入理解与工程化落地。开发者在研究过程中可以结合官方文档与社区讨论,梳理项目的初始化流程、核心模块职责与数据流转,逐步掌握其中的技术细节与设计思路。

    使用与学习建议

    1. 下载源码压缩包,解压到本地环境。

    2. 根据项目类型准备对应的运行环境与依赖。

    3. 按照 README 中的步骤完成配置与部署。

    4. 在隔离的测试环境中运行验证,避免影响生产系统。

    免责声明

    本资源来源于开源社区,仅供安全研究、技术学习与合法授权范围内的攻防演练使用,请勿用于任何非法或侵害他人权益的用途。使用本项目产生的一切后果由使用者自行承担。

    资源标题ExaAiAgent - ExaAiAgent — Advanced AI-powered penetration testi
    所属分类安全软件
    发布作者admin
    发布时间2026-10-05 23:01:04
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