graph-rag

What problem does it solve?

This Skill addresses the challenge of extracting and utilizing complex relationships within data by building and querying knowledge graphs, enhancing information retrieval through advanced RAG techniques.

Core Features & Use Cases

• Knowledge Graph Construction: Build and manage knowledge graphs using tools like Neo4j.
• RAG Enhancement: Integrate knowledge graphs into Retrieval Augmented Generation systems for more context-aware responses.
• Hybrid Search: Implement search strategies that combine vector embeddings with graph traversal.
• Use Case: Enhance a customer support chatbot by connecting user queries to a knowledge graph of product features and troubleshooting steps, providing more accurate and detailed answers.

Quick Start

Use the graph-rag skill to build a knowledge graph from the provided product data.