Enhanced SimpleRAG
A Retrieval-Augmented Generation System with Normal and Graph RAG modes
Welcome to Enhanced SimpleRAG! To get started, you need to configure your API keys.
📚 Normal RAG
Traditional Semantic Search
- Document chunking and embedding
- Vector similarity search
- Fast and efficient
- Best for straightforward Q&A
Perfect for simple document retrieval and question answering.
🕸️ Graph RAG
Knowledge Graph Enhancement
- Entity and relationship extraction
- Knowledge graph reasoning
- Contextual understanding
- Best for complex queries
Ideal for understanding connections and relationships in your documents.
🤖 Agentic AI Assistant
Autonomous Multi-Tool Intelligence
- Autonomous tool selection and planning
- Multi-step reasoning with LangChain agents
- Combines document search, graph analysis, and verification
- Transparent reasoning with step-by-step explanations
Perfect for complex queries requiring multiple analysis approaches and verification.
Configure API keys to enable📄 Document Support
Upload PDF, TXT, DOCX, and HTML files to create a searchable knowledge base.
🔍 Intelligent Search
Choose between traditional semantic search or advanced graph-based reasoning.
🤖 LLM Integration
Get high-quality answers using Claude with context from your chosen RAG mode.