An open-source generative AI documentation assistant tool that helps users obtain reliable answers from knowledge bases, avoid hallucination issues, supports private deployment, and reliable information retrieval.
DocsGPT - Open Source Intelligent Document Assistant
Project Overview
DocsGPT is an open-source generative AI tool that helps users obtain reliable answers from any knowledge source while avoiding hallucination issues. It enables fast and reliable information retrieval with built-in tools and agent system capabilities.
DocsGPT is an open-source document assistant based on RAG (Retrieval-Augmented Generation) technology, specifically designed for document question answering and knowledge management scenarios.
Core Features
📁 Wide Format Support
- Supported Formats: PDF, DOCX, CSV, XLSX, EPUB, MD, RST, HTML, MDX, JSON, PPTX, and image files
- Multi-Source Data Ingestion: Supports URLs, sitemaps, Reddit, GitHub, and web crawlers
🎯 Reliable Answer Generation
- Accuracy Guarantee: Provides accurate, hallucination-free responses
- Source Citation: Displays viewable source citations in a clear UI
- Context-Based: Specifically optimized for context provided by documents
🔑 Simplified API Management
- API Key Management: Generate and set keys associated with documents and models
- Simplified Integration: Streamlines chatbot and integration setup
🔗 Actionable Tool Integration
- API Connectivity: Connect to APIs, tools, and other services
- LLM Operations: Enables operational capabilities for large language models
🧩 Pre-built Integrations
- Ready-to-Use Components: HTML/React chat widgets
- Search Tools: Built-in search functionality
- Bot Integrations: Discord/Telegram bot support
🔌 Flexible Deployment Options
- Multi-Model Support: Compatible with major LLM providers (OpenAI, Google, Anthropic)
- Local Models: Supports local models (Ollama, llama_cpp)
- Deployment Methods: Supports various deployment methods such as Docker and Kubernetes
🏢 Security and Scalability
- Private Running: Supports private deployment
- Enterprise-Grade: Designed for enterprise-level reliability
- Kubernetes Support: Supports containerized deployment
Technical Architecture
Project Structure
- Application: Flask application (main application)
- Extensions: Extension components, such as React widgets or Discord bots
- Scripts: Various auxiliary scripts
Deployment Methods
The project offers several deployment options:
- Using a public API
- Running locally
- Connecting to a local inference engine
- Using a cloud API provider
Quick Start
System Requirements
Ensure Docker is installed
Installation Steps
- Clone the Repository
git clone https://github.com/arc53/DocsGPT.git
cd DocsGPT
- Run the Setup Script
For macOS and Linux:
./setup.sh
For Windows:
PowerShell -ExecutionPolicy Bypass -File .\setup.ps1
Access the Application Navigate to http://localhost:5173/
Stop the Service
docker compose -f deployment/docker-compose.yaml down
Use Cases
Enterprise Document Management
- Internal knowledge base Q&A
- Technical documentation retrieval
- Employee training support
Developer Support
- Code documentation query
- API documentation assistant
- Technical support automation
Education and Training
- Learning material Q&A
- Course content retrieval
- Online education assistance
Summary
DocsGPT, as a powerful and flexible open-source document assistant, provides organizations of all sizes with solutions to improve document workflows and increase productivity. Its private deployment capabilities and enterprise-grade features make it particularly suitable for organizations with strict data security requirements.