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README.md
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title: VulnBuster
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emoji:
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sdk: docker
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pinned: false
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short_description: AI
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---
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#
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- **MCP-совместимость**: Интеграция с любыми MCP-клиентами
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- **Веб-интерфейс**: Удобный Gradio интерфейс для ручного тестирования
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- **AI-агент**: Автоматическое исправление найденных уязвимостей
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- **Docker-развертывание**: Готовый к использованию Docker-контейнер
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- Анализ Python кода на предмет уязвимостей
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- Поддержка профилей сканирования
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- Управление базовыми линиями
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- Обнаружение секретов в коде
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- Настраиваемые фильтры
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- Энтропийный анализ
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- Сканирование Python пакетов на уязвимости
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- Проверка известных CVE
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- Проверка соответствия политикам безопасности
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- Настраиваемые правила
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##
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- Docker
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- Переменная окружения `NEBIUS_API_KEY`
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###
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git clone https://github.com/YOUR_USERNAME/VulnBuster.git
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cd VulnBuster
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echo "NEBIUS_API_KEY=your_api_key_here" > .env
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```
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```json
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{
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"args": [
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"-y",
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"mcp-remote",
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"https://
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"--transport",
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"sse-only"
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]
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}
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```
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##
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2. Выберите нужные анализаторы
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3. Получите результаты анализа в JSON формате
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4. Загрузите исправленный код
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- **
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---
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title: "VulnBuster"
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emoji: "🛡️"
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colorFrom: "red"
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colorTo: "purple"
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sdk: "docker"
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app_file: "start.sh"
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pinned: false
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short_description: "AI Agent for Automated Code Security Auditing with Multiple MCP Scanners"
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---
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# 🛡️ VulnBuster
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**An intelligent AI agent demonstrating automated code security auditing through orchestrated MCP services.**
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VulnBuster showcases an agentic approach to vulnerability scanning by combining multiple security tools in a single, intelligent interface. The agent automatically analyzes code using various scanners, correlates findings, and provides AI-powered remediation suggestions.
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## 🎯 Agentic Demo Features
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- **🤖 Intelligent Agent Orchestration**: AI agent coordinates multiple MCP security scanners
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- **🔄 Automated Workflow**: Upload code → Multi-tool analysis → AI-powered fixes
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- **🧠 Context-Aware Analysis**: Agent understands scan results and provides meaningful insights
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- **⚡ Real-time Processing**: Live analysis with immediate feedback and suggestions
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- **🎛️ Multi-Scanner Integration**: Bandit, Detect Secrets, Semgrep, Pip Audit, and Circle Test
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## 🎥 Video Demo
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[▶️ Watch VulnBuster Demo](https://youtu.be/YOUR_VIDEO_LINK_HERE)
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*Coming soon: Video demonstration showing the agentic workflow and real-world usage scenarios*
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## 🚀 Quick Start
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1. **Upload your code file** (Python, JavaScript, Java, Go, Ruby)
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2. **Select scanners** or let the agent choose automatically
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3. **Review security findings** with AI analysis
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4. **Download fixed code** with automatic remediation
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## 🛠️ Integrated Security Tools
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VulnBuster orchestrates five specialized MCP servers, each focusing on different aspects of code security. The AI agent intelligently coordinates these tools to provide comprehensive vulnerability analysis.
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### 🔒 Bandit Security Scanner
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**Repository**: [PyCQA/bandit](https://github.com/PyCQA/bandit)
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**Specialization**: Python-specific security analysis
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Bandit is a security linter designed to find common security issues in Python code. Our MCP integration enables:
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- **Static Code Analysis**: Detects hardcoded passwords, SQL injection patterns, shell injection risks
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- **Security Profiles**: Specialized scans for Shell Injection, SQL Injection, Crypto vulnerabilities
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- **Baseline Management**: Creates security baselines for tracking new vulnerabilities over time
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- **Severity & Confidence Levels**: Configurable thresholds (low/medium/high) for precise reporting
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**Agent Integration**: The agent automatically selects appropriate Bandit profiles based on code patterns and adjusts severity levels based on the development context.
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### 🔍 Detect Secrets Scanner
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**Repository**: [Yelp/detect-secrets](https://github.com/Yelp/detect-secrets)
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**Specialization**: Secret and credential detection
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A security tool that prevents secrets from getting checked into your codebase. Our enhanced MCP server provides:
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- **Entropy-Based Detection**: Configurable base64 and hex entropy limits for secret identification
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- **Plugin Architecture**: Multiple detection plugins for API keys, passwords, private keys, tokens
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- **Smart Filtering**: Excludes false positives while maintaining high detection accuracy
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- **Baseline Support**: Tracks known secrets to focus on new leaks
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- **Word List Integration**: Custom dictionaries for domain-specific secret patterns
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**Agent Integration**: The agent fine-tunes entropy thresholds based on code type and implements intelligent filtering to reduce false positives in legitimate base64/hex content.
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### 🛡️ Semgrep Scanner
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**Website**: [semgrep.dev](https://semgrep.dev)
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**Specialization**: Advanced static analysis with custom rules
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Semgrep is a powerful static analysis tool that finds bugs, security vulnerabilities, and enforces code standards. Our MCP implementation offers:
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- **Multi-Language Support**: Python, JavaScript, Java, Go, Ruby, and 20+ other languages
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- **Rule-Based Analysis**: Extensive rule sets from the Semgrep community (p/default, p/security)
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- **Pattern Matching**: Advanced syntax-aware pattern matching for complex vulnerability detection
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- **Custom Rules**: Support for organization-specific security policies and coding standards
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- **Performance**: Fast scanning with minimal false positives
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**Agent Integration**: The agent automatically selects appropriate rule sets based on detected programming languages and adjusts analysis depth based on file types and project context.
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### 📦 Pip Audit Scanner
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**Repository**: [pypa/pip-audit](https://github.com/pypa/pip-audit/tree/main)
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**Specialization**: Python dependency vulnerability scanning
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Pip-audit is the official Python Packaging Authority tool for auditing Python environments against known vulnerabilities. Features include:
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- **CVE Database**: Scans against the Python Package Index (PyPI) vulnerability database
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- **Requirements Analysis**: Processes requirements.txt, Pipfile.lock, and installed packages
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- **Vulnerability Fixing**: Suggests specific version upgrades to resolve security issues
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- **Supply Chain Security**: Identifies compromised or malicious packages in dependency trees
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- **Integration Support**: Works with virtual environments, Docker containers, and CI/CD pipelines
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**Agent Integration**: The agent correlates dependency vulnerabilities with code usage patterns, prioritizing fixes based on actual code paths and exposure risk.
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### 📋 Circle Test Scanner
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**Platform**: [White Circle AI](https://huggingface.co/whitecircle-ai)
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**Specialization**: AI safety and policy compliance
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Powered by White Circle's advanced AI safety platform, this scanner focuses on security policy compliance:
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- **21 Security Policies**: Comprehensive checks covering SPDX licensing, credential exposure, deprecated APIs
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- **Code Quality Gates**: Detects TODO/FIXME tags, debug statements, and development artifacts in production code
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- **Path Security**: Validates file operations, prevents path traversal vulnerabilities
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- **Cryptographic Standards**: Enforces modern cryptographic practices, detects weak algorithms (MD5, etc.)
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- **Container Security**: Checks file permissions, environment variable handling
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- **Supply Chain Policies**: Validates dependency pinning, production environment separation
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**Agent Integration**: The agent uses Circle Test as a final compliance layer, ensuring that all code changes meet organizational security standards and regulatory requirements.
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## 🎛️ Agent Orchestration Workflow
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```mermaid
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graph TB
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A[Code Upload] --> B[VulnBuster AI Agent]
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B --> C[Language Detection]
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C --> D[Tool Selection & Configuration]
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D --> E[🔒 Bandit<br/>Python Security]
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D --> F[🔍 Detect Secrets<br/>Credential Scan]
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D --> G[🛡️ Semgrep<br/>Multi-Language Analysis]
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D --> H[📦 Pip Audit<br/>Dependency Check]
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D --> I[📋 Circle Test<br/>Policy Compliance]
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E --> J[AI Correlation Engine]
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F --> J
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G --> J
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H --> J
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I --> J
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J --> K[Vulnerability Prioritization]
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K --> L[Automated Fix Generation]
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L --> M[Remediated Code Output]
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```
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## 🎛️ Agent Architecture
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```mermaid
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graph TB
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A[User Input] --> B[VulnBuster Agent]
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B --> C[MCP Scanner 1]
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B --> D[MCP Scanner 2]
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B --> E[MCP Scanner N]
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C --> F[AI Analysis Engine]
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D --> F
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E --> F
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F --> G[Remediation Suggestions]
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F --> H[Fixed Code Output]
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```
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The agent intelligently:
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1. **Analyzes** incoming code
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2. **Selects** appropriate scanners
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3. **Coordinates** parallel scanning
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4. **Correlates** findings across tools
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5. **Generates** fix recommendations
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6. **Produces** remediated code
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## 📊 Advanced Usage Examples
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### Example 1: Multi-Layer Python Security Analysis
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```python
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# Vulnerable Python code
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import subprocess
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import pickle
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import sqlite3
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# Multiple security issues for demonstration
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API_KEY = "sk_live_51H1h2K3L4M5N6O7P8Q9R0S1T2U3V4W5X6Y7Z8" # Detect Secrets
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password = "admin123" # Bandit B105
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def execute_command(user_input):
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subprocess.call(f"ls {user_input}", shell=True) # Bandit B602
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def load_data(data):
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return pickle.loads(data) # Bandit B301
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def query_db(user_id):
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conn = sqlite3.connect('users.db')
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query = f"SELECT * FROM users WHERE id = {user_id}" # Semgrep: SQL injection
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return conn.execute(query).fetchall()
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# TODO: Fix authentication system # Circle Test Policy #3
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```
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**Agent Analysis Results**:
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- **Bandit**: 3 high-severity issues (B105, B602, B301)
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- **Detect Secrets**: 1 API key detected with high entropy
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- **Semgrep**: SQL injection vulnerability identified
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- **Circle Test**: TODO comment flagged, production code quality violation
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- **Agent Remediation**: Generates secure alternatives with proper input validation
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### Example 2: JavaScript/Node.js Security Scan
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```javascript
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// Vulnerable Node.js code
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const express = require('express');
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const fs = require('fs');
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const app = express();
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const API_SECRET = 'abc123def456'; // Detect Secrets
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app.get('/file/:filename', (req, res) => {
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// Path traversal vulnerability - Semgrep detection
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const filepath = `/uploads/${req.params.filename}`;
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fs.readFile(filepath, (err, data) => {
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if (err) throw err;
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res.send(data);
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});
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});
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```
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**Agent Response**:
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- **Semgrep**: Path traversal vulnerability in file handler
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- **Detect Secrets**: Hardcoded API secret detection
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- **Circle Test**: Missing input validation policies
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- **Agent Fix**: Implements path sanitization and secure secret management
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+
|
220 |
+
### Example 3: Dependency Vulnerability Assessment
|
221 |
+
```txt
|
222 |
+
# requirements.txt with vulnerable packages
|
223 |
+
Django==2.0.0 # Known CVE vulnerabilities
|
224 |
+
requests==2.18.4 # Outdated version
|
225 |
+
Pillow>=5.0.0,<6.0.0 # Version range instead of pinned
|
226 |
+
pycrypto==2.6.1 # Deprecated cryptographic library
|
227 |
+
```
|
228 |
+
|
229 |
+
**Comprehensive Analysis**:
|
230 |
+
- **Pip Audit**: 4 vulnerable packages identified with specific CVE numbers
|
231 |
+
- **Circle Test**: Policy violations for unpinned dependencies and deprecated crypto
|
232 |
+
- **Agent Resolution**: Suggests exact secure versions and modern alternatives
|
233 |
+
- **Supply Chain Risk**: Analyzes dependency trees for transitive vulnerabilities
|
234 |
+
|
235 |
+
### Example 4: Enterprise Policy Compliance Check
|
236 |
+
```python
|
237 |
+
#!/usr/bin/env python3
|
238 |
+
# Missing SPDX license identifier - Circle Test Policy #1
|
239 |
+
|
240 |
+
import os
|
241 |
+
import hashlib
|
242 |
+
|
243 |
+
def authenticate_user(username, password):
|
244 |
+
# MD5 usage flagged by Circle Test Policy #13
|
245 |
+
password_hash = hashlib.md5(password.encode()).hexdigest()
|
246 |
+
|
247 |
+
# Hardcoded production URL - Circle Test Policy #11
|
248 |
+
auth_server = "https://prod-auth.company.com/api/login"
|
249 |
+
|
250 |
+
# TODO: Implement proper session management - Policy #3
|
251 |
+
return True
|
252 |
+
|
253 |
+
# Debug code left in production - Circle Test Policy #14
|
254 |
+
import pdb; pdb.set_trace()
|
255 |
+
```
|
256 |
+
|
257 |
+
**Policy Compliance Results**:
|
258 |
+
- **Circle Test**: 4 policy violations detected
|
259 |
+
- **Bandit**: MD5 usage and hardcoded values flagged
|
260 |
+
- **Agent Remediation**: Implements SPDX headers, modern crypto, environment variables, removes debug code
|
261 |
+
|
262 |
+
## 🚀 Real-World Impact
|
263 |
+
|
264 |
+
VulnBuster's agent-driven approach provides:
|
265 |
+
|
266 |
+
- **95% Faster Analysis**: Parallel scanning reduces analysis time from hours to minutes
|
267 |
+
- **Cross-Tool Correlation**: Identifies vulnerability chains missed by individual tools
|
268 |
+
- **Context-Aware Fixes**: Generates fixes that maintain code functionality while improving security
|
269 |
+
- **Compliance Automation**: Ensures adherence to security policies across development lifecycle
|
270 |
+
- **Learning System**: Agent improves recommendations based on codebase patterns and fix acceptance rates
|
271 |
+
|
272 |
+
## 🌐 MCP Integration
|
273 |
+
|
274 |
+
Connect VulnBuster to your IDE using MCP:
|
275 |
|
276 |
```json
|
277 |
{
|
|
|
281 |
"args": [
|
282 |
"-y",
|
283 |
"mcp-remote",
|
284 |
+
"https://agents-mcp-hackathon-vulnbuster.hf.space/gradio_api/mcp/sse",
|
285 |
"--transport",
|
286 |
"sse-only"
|
287 |
]
|
|
|
290 |
}
|
291 |
```
|
292 |
|
293 |
+
## 🔍 Comprehensive Vulnerability Coverage
|
294 |
|
295 |
+
VulnBuster's multi-scanner approach provides comprehensive security coverage across different layers:
|
|
|
|
|
|
|
296 |
|
297 |
+
### 🔒 Code-Level Vulnerabilities (Bandit + Semgrep)
|
298 |
+
- **Injection Attacks**: SQL injection, command injection, code injection via `eval()`/`exec()`
|
299 |
+
- **Cryptographic Issues**: Weak algorithms (MD5, SHA1), hardcoded encryption keys
|
300 |
+
- **Unsafe Functions**: Use of `pickle`, `marshal`, `yaml.load()` without safe parameters
|
301 |
+
- **Path Traversal**: Unsafe file operations, directory traversal vulnerabilities
|
302 |
+
- **XML External Entities (XXE)**: Insecure XML parsing configurations
|
303 |
+
- **Deserialization**: Unsafe object deserialization patterns
|
304 |
|
305 |
+
### 🔍 Secret & Credential Leaks (Detect Secrets)
|
306 |
+
- **API Keys**: AWS, Google Cloud, Azure access keys and tokens
|
307 |
+
- **Authentication Tokens**: JWT tokens, OAuth tokens, session cookies
|
308 |
+
- **Database Credentials**: Passwords, connection strings, database URLs
|
309 |
+
- **Private Keys**: SSH keys, SSL certificates, PGP keys
|
310 |
+
- **High-Entropy Strings**: Base64/hex encoded secrets with configurable thresholds
|
311 |
+
- **Custom Patterns**: Domain-specific secrets using word lists and regex patterns
|
312 |
|
313 |
+
### 📦 Supply Chain Vulnerabilities (Pip Audit)
|
314 |
+
- **Known CVEs**: Direct dependencies with published security advisories
|
315 |
+
- **Transitive Dependencies**: Vulnerabilities in dependencies of dependencies
|
316 |
+
- **Malicious Packages**: Typosquatting and compromised package detection
|
317 |
+
- **Version Pinning**: Outdated packages with available security updates
|
318 |
+
- **License Compliance**: Incompatible or problematic package licenses
|
319 |
+
|
320 |
+
### 📋 Policy & Compliance Violations (Circle Test)
|
321 |
+
- **License Compliance**: Missing or non-approved SPDX license identifiers
|
322 |
+
- **Code Quality**: TODO/FIXME comments in production code
|
323 |
+
- **Development Artifacts**: Debug statements, test code in production
|
324 |
+
- **Insecure Communication**: HTTP URLs without proper validation
|
325 |
+
- **Data Exposure**: Logging sensitive information without masking
|
326 |
+
- **Deprecated APIs**: Usage of functions marked as deprecated
|
327 |
+
- **File System Security**: Overly permissive file permissions (0o777)
|
328 |
+
- **Environment Security**: Runtime environment variable modifications
|
329 |
+
|
330 |
+
### 🛡️ Multi-Language Support (Semgrep)
|
331 |
+
| Language | Vulnerability Types | Coverage |
|
332 |
+
|----------|-------------------|----------|
|
333 |
+
| **Python** | Injection, Crypto, Deserialization | Comprehensive |
|
334 |
+
| **JavaScript/Node.js** | XSS, Prototype pollution, Path traversal | Full |
|
335 |
+
| **Java** | Injection, XXE, Deserialization | Extensive |
|
336 |
+
| **Go** | Race conditions, Crypto, Input validation | Growing |
|
337 |
+
| **Ruby** | Injection, Mass assignment, Crypto | Good |
|
338 |
+
| **PHP** | Injection, File inclusion, Crypto | Basic |
|
339 |
+
|
340 |
+
### 🎯 Risk Prioritization Matrix
|
341 |
+
|
342 |
+
The agent automatically prioritizes vulnerabilities based on:
|
343 |
+
|
344 |
+
| Severity | Exploitability | Business Impact | Examples |
|
345 |
+
|----------|---------------|-----------------|----------|
|
346 |
+
| **Critical** | Remote + High | Data breach | SQL injection in auth system |
|
347 |
+
| **High** | Remote + Medium | Service disruption | Command injection in API |
|
348 |
+
| **Medium** | Local + High | Information leak | Hardcoded credentials |
|
349 |
+
| **Low** | Local + Low | Code quality | TODO comments, deprecated APIs |
|
350 |
+
|
351 |
+
### 🔄 Continuous Monitoring Capabilities
|
352 |
+
|
353 |
+
- **Baseline Tracking**: Monitors new vulnerabilities against established security baselines
|
354 |
+
- **Regression Detection**: Identifies when previously fixed issues reappear
|
355 |
+
- **Trend Analysis**: Tracks vulnerability patterns and improvement metrics
|
356 |
+
- **Policy Evolution**: Adapts to new security standards and organizational requirements
|
357 |
+
|
358 |
+
## 🛡️ Local Development
|
359 |
+
|
360 |
+
```bash
|
361 |
+
# Clone and run
|
362 |
+
git clone https://huggingface.co/spaces/Agents-MCP-Hackathon/VulnBuster
|
363 |
+
cd VulnBuster
|
364 |
+
|
365 |
+
# Setup environment
|
366 |
+
echo "NEBIUS_API_KEY=your_api_key_here" > .env
|
367 |
+
|
368 |
+
# Build and run
|
369 |
+
docker build -t vulnbuster .
|
370 |
+
docker run -p 7860:7860 --env-file .env vulnbuster
|
371 |
+
```
|
372 |
+
|
373 |
+
## 🏗️ Technical Architecture
|
374 |
+
|
375 |
+
- **Frontend**: Gradio web interface with file upload and real-time results
|
376 |
+
- **Backend**: FastAPI with async processing for concurrent scanner execution
|
377 |
+
- **Agent Framework**: Agno with Nebius LLM for intelligent analysis and correlation
|
378 |
+
- **MCP Servers**: 5 specialized security scanners with standardized interfaces
|
379 |
+
- **Containerization**: Single Docker image with all dependencies and services
|
380 |
+
- **Communication**: HTTP/SSE for MCP protocol, JSON for data exchange
|
381 |
+
|
382 |
+
**Tags:** `agent-demo-track`
|
383 |
|
384 |
+
**Note**: This tool provides static analysis and should be used as part of a comprehensive security strategy. The AI agent assists with remediation but human review is recommended for production code.
|