This MCP provides a comprehensive retrieval-augmented generation solution by combining document retrieval through vector search with ChromaDB, context management, and prompt construction with LLM APIs. The system connects to an MCP server, enabling efficient document handling, context-aware prompt generation, and improved accuracy in responses. It supports applications like knowledge bases, research tools, and AI chatbots that require integrating external data with language models for accurate and contextually relevant outputs.