Engram: Offline MCP memory server for AI coding tools to share memory (github.com)

Engram has introduced an offline memory server designed to enhance AI coding tools like Claude Code, Cursor, Antigravity, and Windsurf through its Memory Communication Protocol (MCP). This local-first knowledge base enables users to interact with their stored information seamlessly, without relying on cloud storage, ensuring data security and eliminating API costs. Key features include semantic search, which allows users to search thoughts by meaning rather than keywords, and auto-memory hooks, which automatically manage session memories, retaining relevant context during conversations. This development is significant for the AI/ML community as it empowers developers to maintain a personalized knowledge base directly on their machines, promoting efficiency and privacy. Engram’s integration eliminates the need for external APIs, enhances real-time collaboration with AI tools, and introduces user-friendly commands for recording and retrieving thoughts. With support for multiple coding environments and the option to use dual backends for embeddings, Engram is positioned to streamline coding workflows while enriching the AI coding experience through contextual memory management.