MindSearch provides a modular Retrieval-Augmented Generation architecture designed to enhance large language models with real-time knowledge access. By connecting to various data sources including local file systems, document stores, and cloud-based vector databases, MindSearch indexes and embeds documents using configurable embedding models. During runtime, it retrieves the most relevant context, re-ranks results using customizable scoring functions, and composes a comprehensive prompt for LLMs to generate accurate responses. It also supports caching, multi-modal data types, and pipelines combining multiple retrievers. MindSearch’s flexible API allows developers to tinker with embedding parameters, retrieval strategies, chunking methods, and prompt templates. Whether building conversational AI assistants, question-answering systems, or domain-specific chatbots, MindSearch simplifies the integration of external knowledge into LLM-driven applications.

Brian Knows is an intelligent AI Agent that excels in knowledge management, providing users with personalized insights, rapid data synthesis, and efficient information retrieval. It utilizes advanced algorithms to understand user queries contextually, delivering timely and relevant responses tailored to specific needs. Whether you are looking for research support, data analysis, or general knowledge queries, Brian Knows is equipped to enhance your decision-making processes with its intuitive capabilities.