Connapse: Connapse is an open-source knowledge backend that gives AI agents persistent, searchable memory. Upload documents or connect to existing storage like Amazon S3, Azure Blob Storage, or local filesystems. Agents query and build their own research corpus via MCP, REST API, or CLI, deployable in 60 seconds with Docker.; 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).
AI agent developers needing a knowledge backend for query and curation via MCP or REST
Enabling AI-powered question-answering over diverse, large-scale enterprise data.