MemorySQL is a local desktop knowledge base that collects AI coding-agent conversations, developer memories and project notes. It exposes stored context through an MCP server so connected agents can resume work with earlier project information. The application provides full-text and local semantic search, linked Markdown notes, knowledge graphs, project handoff briefs and development logs. Optional language-model integrations refine memories and identify conflicts, while users review candidate memories before confirming them.