Engram

소개

Engram is a powerful local-first memory server designed to give AI agents like Claude, Cursor, and Windsurf the ability to remember information across sessions without relying on any external cloud services or API keys. It runs entirely on your local machine, utilizing a SQLite database and local embedding models for complete data privacy and cost-free operation. This approach eliminates the complexities and overhead associated with traditional cloud-based AI memory solutions, making it an ideal choice for developers seeking a secure, private, and easy-to-set-up memory layer for their AI applications.

주요 기능

• 0 GitHub stars
• First-class Model Context Protocol (MCP) integration for AI agents
• Automated secret detection to block sensitive information from being stored
• Hybrid search combining vector similarity with full-text search (FTS5)
• Fully local memory storage with SQLite and on-device embeddings
• Smart deduplication that automatically detects and merges similar memories

사용 사례

• Provide AI agents with persistent, long-term memory across sessions and different client applications
• Export project context and AI agent learnings as structured documentation in various formats
• Organize and isolate AI agent memories by project, client, or specific scope using namespaces