Elasticsearch provides MCP server capabilities enabling LLMs and other clients to interact with Elasticsearch clusters for managing indices and executing search queries using natural language, demonstrating a powerful MCP server integration. Several MCP server implementations exist to facilitate semantic and natural language search with Elasticsearch, including cr7258/elasticsearch-mcp-server, elastic-semantic-search-server, Elasticsearch Mcp, Elasticsearch Server, and Elasticsearch7 Server.