The Tablestore MCP Server is designed to facilitate AI application deployment by providing core functionalities like data indexing, retrieval, and integration with AI models for intelligent responses. It supports building knowledge-based Q&A systems using private data repositories with RAG techniques, enhancing accuracy and efficiency. The server architecture enables scalable data handling, flexible plugin development, and efficient querying, making it suitable for enterprise AI solutions, chatbots, and automated knowledge systems that require high performance and reliable data access.