Production-ready MCP Memory Service is a hybrid memory store for AI assistants that combines fast local reads with cloud synchronization, while avoiding database locks. It uses a fast local SQLite backend complemented by Cloudflare sync for multi-device operation, auto-configured pragmas, and WAL mode to support concurrent access. The installer provides auto-configuration of storage backend, cloud credentials, and Claude Desktop integration, with a safe fallback to sqlite_vec if cloud setup fails. The platform offers semantic memory search, natural language time queries, tag-based memory organization, and memory consolidation algorithms to keep memories relevant over time. It includes a Document Ingestion System with a UI, multi-format support (PDF, TXT, MD, JSON), smart tagging, and optional enhanced parsing. Enterprise authentication and team collaboration are supported via OAuth 2.1, JWT, dynamic client registration, and Claude Code HTTP transport, enabling secure, multi-user workflows. The system is compatible with Claude Desktop, Claude Code, VS Code, Cursor, Continue, and 13+ AI applications, accessible via REST/MCP transports and a web dashboard.