SnailHunter - SnailHunter is a fully automated bug bounty huntin

项目说明

<p align="center">
<img src=" alt="Python">
<img src=" alt="AI">
<img src=" alt="License">
<img src=" alt="Bug Bounty">
</p>

<h3 align="center">🐌 Hunt Smarter, Not Harder 🎯</h3>

<p align="center">
<strong>AI-Powered Bug Bounty Hunting Automation Platform</strong>
<br>
<em>Let AI do the hea while you collect the bounties.</em>
</p>

<p align="center">
<a href="#-features">Features</a> •
<a href="#-quick-start">Quick Start</a> •
<a href="#-usage">Usage</a> •
<a href="#-architecture">Architecture</a> •
<a href="#-tools">Tools</a>
</p>

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🔥 What is SnailHunter?

SnailHunter is a fully automated bug bounty hunting platform that combines traditional security tools with AI-powered analysis. It orchestrates reconnaissance, discovery, scanning, false positi, and generates submission-ready reports.

Why SnailHunter?

| Problem | SnailHunter Solution |
|---------|---------------------|
| 🔄 Manual tool orchestration | Automated 6-stage pipeline |
| 🚨 False positi | AI-powered FP filtering with confidence scores |
| 📝 Report writing takes forever | Auto-generated submission-ready reports |
| 🔗 Missing chains | AI detects SSRF→RCE, XSS→ATO patterns |
| ⏰ Wasted time on duplicates | Smart deduplication and chain detection |

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✨ Features

🎯 Full Pipeline Automation

🤖 AI-Powered Analysis

False Positi - Confidence scoring (0-100%)

Chaining - Detects exploitable chains automatically

CVSS v3.1 Calculation - With full justification

Report Enhancement - Business impact framing

🔧 Tool Integration

Orchestrates best-in-class security tools:

| Tool | Purpose | Status |
|------|---------|--------|
| Nuclei | Template-based scanning | ✅ Integrated |
| SQLMap | SQL injection | ✅ Integrated |
| Dalfox | XSS scanning | ✅ Integrated |
| ffuf | Content discovery | ✅ Integrated |
| httpx | HTTP probing | ✅ Integrated |
| subfinder | Subdomain enum | ✅ Integrated |

📊 Beautiful CLI Output

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🚀 Quick Start

Installation

Install External Tools

First Hunt

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📖 Usage

Full Pipeline Scan

Indi Stages

Management Commands

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🏗️ Architecture

Pipeline Stages

| Stage | Description | Tools Used |
|-------|-------------|------------|
| 1. Scope | Parse program rules, extract targets | Custom parser |
| 2. Recon | Subdomain enum, live host detection, tech fingerprinting | subfinder, httpx |
| 3. Discovery | Content discovery, parameter mining, API detection | ffuf, custom |
| 4. Scanning | scanning with multiple tools | nuclei, sqlmap, dalfox |
| 5. | AI-powered FP filtering, chain detection, CVSS | Claude/GPT |
| 6. Reporting | Generate submission-ready reports | AI-enhanced |

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🔧 Configuration

En

Using with Ollama (Local AI)

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📁 Project Structure

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🎯 Co

Web Application

SQL Injection (Boolean, Error, Union, Time-based, Stacked)

Cross-Site Scripting (Reflected, Stored, DOM-based)

Ser Request Forgery (SSRF)

XML External Entity (XXE)

Remote Code Execution (RCE)

Local/Remote File Inclusion (LFI/RFI)

Insecure Direct Object Reference (IDOR)

Open Redirect

CORS Misconfiguration

Security Misconfigurations

Cloud

AWS Metadata SSRF (169.254.169.254)

S3 Bucket Misconfigurations

Azure Blob Storage Exposure

GCP Service Account Leaks

Chains Detected

| Chain | Pattern |
|-------|---------|
| Cloud Takeover | SSRF → Metadata → IAM Keys → Full Access |
| Account Takeover | XSS → Cookie Theft → Session Hijack |
| Pri Escalation | IDOR → Admin Access → User Data |
| OAuth Bypass | Open Redirect → OAuth Flow → Token Theft |

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🧪 De

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⚠️ Legal & Ethics

SnailHunter is for authorized security testing only.

✅ Only test targets you ha permission to test

✅ Respect program scope and exclusions

✅ Follow responsible disclosure practices

✅ Use rate limiting to avoid service disruption

❌ Never test without authorization

❌ Ne program scope

❌ Never use for malicious purposes

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🤝 Contributing

1. Fork the repository
2. Create a feature branch (git checkout -b feature/amazing)
3. Make your changes
4. Run tests (pytest)
5. Commit (git commit -m 'Add amazing feature')
6. Push (git push origin feature/amazing)
7. Open a Pull Request

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📜 License

MIT License - See LICENSE for details.

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<p align="center">
<strong>Built with 🐌 by SnailSploit</strong>
<br>
<em>Hunt slow, strike fast.</em>
</p>

<!-- snailsploit-backlink:start -->

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📚 Documentation & Author

This project's full writeup, methodology, and related research lives at:

Created by Kai Aizen — independent offensi researcher.

snailsploit.com · Research · Frameworks · GitHub · LinkedIn · ResearchGate · X/Twitter

> *Same attack. Different substrate.*

<!-- snailsploit-backlink:end -->

项目信息

开发语言：Python

Star 数：10

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SnailHunter is a fully automated bug bounty hunting platform that combines traditional security tools with AI-powered analysis. 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。