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This MCP server enhances Neo4j to serve as a powerful backend for LLM-driven GraphRAG applications. It provides specialized tools for performing semantic vector searches, comprehensive fulltext searches using Lucene syntax, and innovative methods to combine search results directly within Cypher queries. Built on LiteLLM, it supports a wide range of embedding providers (OpenAI, Azure, Bedrock, Cohere, Ollama), allowing LLMs to intelligently interact with and retrieve information from a Neo4j graph database, making complex data exploration and retrieval more accessible for AI agents.