Code Playground
The Code Playground enables AI agents to generate, execute, and visualize code directly within the chat interface, providing a seamless environment for coding, debugging, and demonstration.
Current Status
Status: Planned
The Code Playground is currently in the design phase, with implementation planned for both OSS and Pro versions.
Feature Overview
The Code Playground will provide:
- In-Chat Code Generation: Create runnable code directly in agent responses
- Interactive Execution: Run code and see results without leaving the chat
- Sandboxed Environment: Secure code execution in an isolated environment
- Multi-Language Support: JavaScript, TypeScript, Python, and more
- Visual Rendering: Display charts, tables, and rich visualizations
- Debugging Tools: Error highlighting and troubleshooting assistance
- Version Control: Track code changes throughout the conversation
- Custom Node Builder: Create custom integration nodes for extending platform capabilities
Architecture Diagrams
User Experience Flow
System Architecture
Implementation Details
The Code Playground will be implemented through:
1. Core Components
Code execution and parsing nodes will be added to the AgentDock core:
// CodeExecutionNode provides secure code execution
class CodeExecutionNode extends BaseNode {
async execute({ code, language, timeout = 5000 }) {
// Execute code in sandbox environment
// Return results with output/error
}
}
// CodeParsingNode extracts code blocks from text
class CodeParsingNode extends BaseNode {
async execute({ text }) {
// Parse code blocks from text
// Return segmented content
}
}
2. Sandbox Integration
The Sandbox provides secure code execution using Sandpack:
- Isolated Environment: Code runs in a secure iframe
- Resource Limits: Prevents infinite loops and excessive resource usage
- Multiple Languages: Supports JavaScript, TypeScript, Python, and more
- Dependency Management: Enables the use of common libraries and frameworks
3. UI Implementation
The UI enables seamless code interaction:
- Split View Interface: Chat and code side-by-side
- Code Editor: Syntax highlighting and autocomplete
- Results Panel: Display execution output and visualizations
- Error Handling: Highlight errors and suggestions for fixing
- Visual Controls: Run, reset, and version control buttons
Custom Node Builder
A key feature of the Code Playground in AgentDock Pro is the ability to create custom integration nodes, expanding platform capabilities:
Creating Custom Integrations
The Custom Node Builder empowers users to:
- Build Service Connectors: Create nodes that connect to any third-party API or service
- Define Custom Logic: Implement specialized business logic for unique use cases
- Extend Platform Capabilities: Add functionality not available in built-in nodes
- Develop Organization-Specific Tools: Create private integrations for internal systems
Implementation Process
// Example of a custom integration node created in the Code Playground
export class CustomAPINode extends BaseNode {
static nodeDefinition = {
nodeType: 'custom-api-connector',
title: 'My Custom API',
description: 'Connects to my organization's API',
paramSchema: CustomAPISchema
};
async execute(params) {
// Connection to custom API
// Data transformation
// Error handling
return processedResults;
}
}
Key Benefits
- No External Development Environment: Build, test, and deploy custom nodes entirely within AgentDock
- Immediate Testing: Test custom nodes with real data in the sandbox environment
- Simplified Deployment: Register nodes directly to your workspace
- Version Control: Track changes and manage versions of custom nodes
- Sharing: Share custom nodes within your organization or publish to the marketplace
Use Cases
1. Interactive Tutorials
Create step-by-step coding tutorials with executable examples:
2. Data Analysis
Analyze data with code execution and visualization:
3. Algorithm Demonstration
Explain algorithms with interactive demonstrations:
4. Custom Integration Development
Build and test specialized integration nodes:
Security Considerations
The Code Playground implements several security measures:
- Sandboxed Execution: All code runs in an isolated environment
- Resource Limits: Execution is constrained by time and memory limits
- Restricted Access: No file system or network access by default
- Input Validation: Code is validated before execution
- Output Sanitization: Results are sanitized before display
- Permission Controls: Custom node capabilities restricted by user permissions
Integration with AgentDock
The Code Playground integrates with the existing AgentDock architecture:
- Node Integration: Added as specialized nodes in the NodeRegistry
- Agent Template: Specialized template for code-focused agents
- UI Enhancement: Enhanced chat interface with code detection and rendering
- Tool System: Available as tools for any AgentNode
- Custom Node Registry: Manages and tracks user-created integration nodes
Timeline
Phase | Description |
---|---|
Design | System architecture and component definitions |
Core Implementation | Build code execution and parsing nodes |
Sandbox Integration | Implement secure code execution environment |
UI Development | Create enhanced chat interface with code execution |
Language Support | Add support for additional programming languages |
Rich Visualization | Implement data visualization capabilities |
Custom Node Builder | Develop tooling for creating custom integrations |
Benefits
- Immediate Execution: Run code examples directly within the chat
- Enhanced Learning: Interactive coding tutorials and demonstrations
- Improved Troubleshooting: Debug issues with direct code execution
- Rapid Prototyping: Test code snippets quickly in conversation
- Live Visualization: See data and algorithm visualizations in real-time
- Platform Extension: Build custom nodes for specific integration needs
- Unified Development: Create, test, and deploy integrations in one environment
Connection to Other Roadmap Items
- Evaluation Framework: Integrates for code quality and performance assessment
- Natural Language AI Agent Builder: Can generate code-focused agents
- Agent Marketplace: Enable sharing of code-focused agent templates and custom nodes
- AgentDock Pro: Enhanced features for collaborative code execution and custom integration development