Skip to content
/ Holo Public

Holo is a full-featured cross-platform private Retrieval-Augmented Generation (RAG) system that provides intelligent knowledge management, document processing, and AI Agent conversation capabilities.

Notifications You must be signed in to change notification settings

ClearXs/Holo

Repository files navigation

Holo is a full-featured cross-platform private Retrieval-Augmented Generation (RAG) system that provides intelligent knowledge management, document processing, and AI Agent conversation capabilities.

✨ Features

🌐 Cross-Platform Support

  • Web Application: Modern web interface built with Next.js
  • Desktop Application: Native desktop experience powered by Tauri
  • Mobile Friendly: Responsive design supporting mobile device access
  • Consistent Experience: Unified user interface and functionality across platforms

🧠 Intelligent Knowledge Management

  • Multi-modal Information Extraction: Support for documents, images, audio, and video information extraction
  • Smart Chunking: Automatically split documents into optimal knowledge blocks
  • Vector Retrieval: Efficient semantic search and similarity matching
  • Knowledge Graph: Build structured knowledge relationship networks

📄 Document Processing

  • Support for multiple document formats: PDF, Word, PowerPoint, CSV, HTML, Markdown
  • Automatic content recognition and structured processing
  • Intelligent Q&A generation and preview functionality
  • Document chunking and vectorized storage

💬 AI Conversation System

  • Retrieval-augmented intelligent conversations
  • Support for multiple AI model integrations
  • Real-time Markdown rendering
  • Code highlighting and syntax support

🎨 Creative Tools

  • Integrated Novel editor with rich text editing support
  • AI-assisted writing and content generation
  • Mathematical formulas and chart support
  • Real-time collaboration and version control

🔧 Multi-Agent System

  • Planner Agent: Task planning and decomposition
  • Coder Agent: Code generation and analysis
  • Reporter Agent: Report generation and BI analysis
  • Researcher Agent: Research and information gathering

🏗️ Technical Architecture

Frontend Stack

  • Framework: Next.js 14 + TypeScript
  • UI Components: Tailwind CSS + shadcn/ui
  • Editor: TipTap + Novel
  • State Management: Zustand
  • Form Handling: React Hook Form + Zod

Backend Stack

  • Framework: FastAPI + Python
  • AI Integration: LlamaIndex + Ollama
  • Vector Database: ChromaDB
  • File Storage: Local storage + multi-format support
  • Memory Management: File system caching

Desktop Application

  • Cross-Platform: Tauri + Rust
  • Local Deployment: Completely offline operation
  • System Integration: Native desktop experience

🚀 Quick Start

Prerequisites

  • Node.js 18+
  • Python 3.12+
  • Rust (for Tauri)

Install Dependencies

# Frontend dependencies
npm install

# Backend dependencies
cd backend
pip install -r requirements.txt

Start Development Environment

# Start frontend development server
npm run dev

# Start backend service
cd backend
uvicorn main:app --reload

# Start Tauri desktop application
npm run tauri dev

Build for Production

# Build frontend
npm run build

# Build desktop application
npm run tauri build

📁 Project Structure

holo/
├── src/                          # Frontend source code
│   ├── app/                      # Next.js page routing
│   ├── components/               # Common components
│   ├── features/                 # Feature modules
│   │   ├── extraction/           # Information extraction
│   │   ├── knowledge/            # Knowledge management
│   │   ├── editor/               # Editor
│   │   └── chunk/                # Chunking processing
│   └── services/                 # API services
├── backend/                      # Backend source code
│   ├── agent/                    # Agent system
│   ├── prompt/                   # Prompt templates
│   └── services/                 # Business services
├── src-tauri/                    # Tauri desktop application
└── public/                       # Static assets

🔧 Main Features

Knowledge Base Management

  • Create and manage multiple knowledge bases
  • Document upload and automatic processing
  • Intelligent chunking and vectorization
  • Retrieval testing and optimization

Multi-modal Processing

AI Conversation

  • Intelligent Q&A system
  • Contextual understanding
  • Multi-turn conversation support
  • Markdown rendering: MarkdownText

Code Editing

  • Syntax highlighting
  • Code completion
  • Real-time preview
  • Multi-language support

📱 Platform Support

  • 🖥️ Desktop: Windows 10+, macOS 10.15+, Linux (Ubuntu 18.04+)
  • 🌐 Web: Modern browsers (Chrome 88+, Firefox 85+, Safari 14+)
  • 📱 Mobile: iOS and Android support via PWA

About

Holo is a full-featured cross-platform private Retrieval-Augmented Generation (RAG) system that provides intelligent knowledge management, document processing, and AI Agent conversation capabilities.

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published