Sandbox Tools
Secure development environment tools for code execution, file management, web operations, and data processing.
Sandbox Tools
Secure sandbox environment tools designed primarily for AI-generated code execution with additional capabilities for file management, web operations, and data processing workflows.
🤖 AI-First Secure Environment
Sandbox tools provide isolated execution environments specifically designed for safely running AI-generated code, protecting your system from potentially unsafe or untrusted scripts while enabling powerful AI-driven workflows.
Why Sandbox for AI-Generated Code?
🔒 AI Code Safety Critical
AI-generated code requires special safety measures because:
- LLMs can generate syntactically correct but potentially harmful code
- Code quality and intent may be unpredictable
- Untrusted code execution needs isolation from host systems
- AI agents require secure environments for autonomous code generation and execution
Quick Navigation
Execution Tools
Code execution, command running, and package installation in secure environments
File System Tools
Complete file and folder management with upload, download, and CRUD operations
Web Tools
Web search, scraping, and image search capabilities
Data Analysis Tools
Excel processing, data transformation, and statistical analysis
Document Generation
Word document creation, report templates, and document processing
Integration Patterns
Learn how sandbox tools work together for complete workflows
Security Model
Understand sandbox isolation and safety features
Best Practices
Guidelines for efficient and secure sandbox usage
Available Tool Categories
| Category | Tools | Purpose | Key Features |
|---|---|---|---|
| Execution Tools | 3 tools | Code execution and environment management | Python/JS execution, command running, package installation |
| File System Tools | 10 tools | Complete file and folder operations | Upload/download, CRUD operations, search, manipulation |
| Web Tools | 3 tools | Web data collection and research | Search engines, web scraping, image search |
| Data Analysis Tools | 3 tools | Data processing and analysis | Excel processing, statistical analysis, data transformation |
| Document Generation | 3 tools | Document creation and processing | DOCX generation, templates, report creation |
Security Architecture
Sandbox Isolation Model
Security Features
🛡️ AI Code Safety Guarantees
- Process Isolation: Each AI-generated code execution runs in isolated containers
- Untrusted Code Protection: Safe execution of LLM-generated and external code
- Resource Limits: CPU, memory, and disk usage constraints prevent runaway AI code
- Network Controls: Restricted outbound access with policy enforcement
- File System Sandboxing: Isolated file operations protect host system data
- Code Validation: Automated syntax and safety checks for AI-generated code
- Output Sanitization: Clean and validate AI code results before delivery
- Package Security: Dependency scanning prevents malicious package installation
Integration Patterns
AI-Driven Workflow Combinations
Data Flow Architecture
Best Practices
📋 Sandbox Best Practices
Performance Optimization
- Resource Management - Monitor CPU and memory usage during execution
- File Size Limits - Keep uploaded files under recommended size limits
- Batch Processing - Use chunked operations for large datasets
- Cleanup Operations - Remove temporary files after processing
Security Guidelines
- Input Validation - Validate all inputs before processing
- Output Sanitization - Clean data before exporting from sandbox
- Dependency Management - Use only trusted packages and libraries
- Error Handling - Implement robust error handling for all operations
Integration Efficiency
- Tool Combination - Plan multi-tool workflows for optimal data flow
- State Management - Use file system for persistent data between operations
- Error Recovery - Design workflows with rollback capabilities
- Monitoring - Track execution progress and performance metrics
Performance Considerations
⚡ Performance Guidelines
- Execution Timeout: Code execution has configurable timeout limits
- File Size Limits: File operations have size restrictions for security
- Concurrent Operations: Limited simultaneous operations per sandbox
- Memory Usage: Monitor memory consumption for data processing tasks
- Network Throttling: Web operations may be rate-limited for stability
Common Use Cases
AI Code Execution (Primary)
- LLM-Generated Scripts - Safely execute code generated by language models
- AI Agent Workflows - Autonomous agents generating and running code
- Code Validation - Test AI-generated code before production deployment
- Untrusted Code Testing - Evaluate code from external sources safely
- AI-Powered Analysis - LLMs generating data analysis and visualization scripts
AI-Enhanced Workflows
- Automated Code Generation - AI creates scripts based on natural language requirements
- Dynamic Analysis - AI generates analysis code based on uploaded data characteristics
- Smart Document Generation - AI creates reports and documents with generated code
- Intelligent Data Processing - AI-driven ETL and transformation scripts
Traditional Development (Secondary)
- Prototype Development - Quick code testing and iteration
- Data Science - Data analysis and machine learning experiments
- Algorithm Testing - Performance testing and optimization
- Package Evaluation - Testing new libraries and dependencies
Research & Business Automation
- Market Research - Web data collection and analysis with AI assistance
- Report Generation - AI-assisted automated business reporting
- Data Processing - ETL operations and data transformation
- Document Creation - Template-based document generation
Getting Started
Quick Start: Code Execution
Run your first Python or JavaScript code in the secure sandbox environment
File Management Basics
Learn how to upload, process, and download files in sandbox workflows
Web Data Collection
Start collecting data from the web using search and scraping tools
Excel Data Processing
Process and analyze Excel files with powerful data analysis capabilities
Related Resources
Sandbox & Development Bundle
See how sandbox tools fit into the broader development workflow bundle
Core Code Execution
Compare with core JavaScript and Python execution capabilities
Integration Nodes
Connect sandbox tools with external services and APIs
Workflow Context
Learn how to pass data between sandbox tools and other workflow nodes
Next Steps: Explore individual tool categories or start with Execution Tools for code execution capabilities.