mindsdb: MindsDB is an open-source server that empowers AI, agents, and applications to obtain accurate answers from diverse, large-scale data sources. It features a robust architecture to connect and unify data from databases, data warehouses, and SaaS applications, and then respond to queries using built-in AI agents and its Model Context Protocol (MCP).; ken: Ken is a pure Go port of semble, providing fast hybrid code search for agents with drop-in MCP compatibility. It offers a single static binary distribution, approximately 44x fewer tokens than grep+Read at recall@10, and supports indexing source code and documentation. The retrieval algorithm is a verbatim port of semble's hybrid BM25 + Model2Vec approach.
Enabling AI-powered question-answering over diverse, large-scale enterprise data.
Agent code search: quickly find relevant code chunks across large codebases