engram-ms is an open-source memory system for AI agents, offering persistent storage with SQLite and FTS5, MCP protocol integration, and quality gates. It enables developers to add robust, searchable memory to their AI agents and workflows.
engram-ms is a Frameworks & SDKs project. It focuses on providing persistent, searchable memory for AI agents with easy integration and quality controls. engram-ms is an open-source project aimed at AI agent developers. engram-ms is open source under the MIT license. engram-ms is available on the command line and API, and it can be self-hosted.
aop60003 builds and maintains engram-ms, and it first shipped in 2026. The project is developed in the open on GitHub with 113 commits in the last 90 days. Among its 5 catalogued features are SQLite memory, FTS5 search, and MCP integration. It exposes integrations via an MCP server and a public API.
Summary written by a language model from the project’s public pages.
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