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Echo: NodeByte's AI Assistant

Echo Banner

Echo is an advanced AI assistant powered by a sophisticated multi-agent system, designed to provide comprehensive support and automation for NodeByte's infrastructure and community.

Key Features

AI Capabilities

  • Multi-Agent System - Specialized agents for conversation, knowledge, research, support, and code analysis
  • Context-Aware - Maintains conversation history and understands complex contexts
  • Knowledge Management - Dynamic knowledge base with automatic validation and updates
  • Performance Optimized - Efficient token usage, caching, and load balancing

Technical Integration

  • Database Integration - Direct Prisma ORM integration with PostgreSQL
  • Discord Integration - Comprehensive Discord bot features and slash commands
  • API Integration - OpenAI and Tavily for AI and research capabilities
  • Modern Stack - Built with Bun runtime for optimal performance

Support Features

  • Ticket Management - Advanced support ticket handling and routing
  • Code Analysis - Automated code review and optimization suggestions
  • Documentation - Dynamic documentation updates and maintenance
  • Performance Monitoring - Request tracking and metrics collection

For branding and asset information, see assets/README.md.

Documentation

Echo comes with comprehensive documentation covering all aspects of setup, configuration, and usage:

  • Setup Guide - Installation and configuration instructions
  • AI System - Details about the multi-agent AI architecture
  • Database - Database structure and management guides
  • Commands - Available bot commands and permissions
  • Architecture - System architecture and component overview
  • Schema - Complete database schema documentation
  • Migrations - Database migration and update guides
  • Audit Logging - Comprehensive audit system details

All documentation is accessible online at our GitHub repository.

Quick Start

  1. Install dependencies:

    bun install
  2. Configure environment:

    DISCORD_TOKEN=your_bot_token
    OPENAI_API_KEY=your_openai_key
    TAVILY_API_KEY=your_tavily_key
    DATABASE_URL=your_database_url
  3. Initialize database:

    bunx prisma generate
    bunx prisma migrate dev
  4. Start the bot:

    bun start

Development

Start in development mode with hot reload:

bun dev

Format code:

bun run prettier --write .

Architecture

Core Components

  • Discord Bot - Built with discord.js for reliable interaction
  • Database - PostgreSQL with Prisma for type-safe queries
  • AI System - Multi-agent system for intelligent responses
  • Event System - Comprehensive event handling and logging

Performance Features

  • Rate Limiting - Built-in rate limiting with per-user tracking
  • Caching - Efficient caching for frequently accessed data
  • Load Balancing - Smart distribution of AI processing
  • Error Handling - Comprehensive error handling with fallbacks

For detailed architecture information, see docs/architecture.md.

Performance Optimization

Echo has been optimized for maximum performance:

Response Time Improvements

  • AI Response Caching - Frequently asked questions are cached to reduce AI API calls
  • Smart Agent Selection - Uses quick classification before full agent selection
  • Optimized Database Queries - Efficient queries with appropriate indexes
  • Concurrent Operations - Parallel processing of independent tasks
  • Token Optimization - Dynamic allocation of token budgets based on query complexity

Memory & Resource Usage

  • Memory Efficient Caching - TTL-based caching with size limits
  • Background Processing - Non-critical tasks run asynchronously
  • Smart Timeouts - Prevent hanging on external service calls
  • Selective Context - Only pass essential context data to reduce memory usage

Configuration Tips

For optimal performance, configure the following in your .env file:

# Increase or decrease based on your server resources
MAX_CONCURRENT_REQUESTS=3
RESPONSE_CACHE_SIZE=500
KNOWLEDGE_CACHE_TTL=1800
DB_POOL_SIZE=10

Monitoring Performance

Use the built-in performance monitoring:

# View current performance metrics
/status

# For detailed metrics (admin only)
/system performance

Contributing

Contributions to Echo are welcome! Please check out our contributing guidelines before getting started.

  1. Fork the repository
  2. Create your feature branch
  3. Follow our coding standards
  4. Submit a pull request

License

Echo is licensed under the AGPL-3.0 License. See LICENSE for details.


Made with love by

CodeMeAPixel & NodeByte Hosting

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