One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflows.

A memory layer for AI Agents

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.

Shared Memory Storage for Multi-Agent Systems