MCP Memory Service

pip install mcp-memory-service

This is memory built for more than one caller. The same store is reachable over MCP and over a REST API, so a LangGraph or CrewAI pipeline and a desktop chat client can write into and read from a single graph without either learning the other's protocol. Relationships are typed rather than loose association — one memory can be recorded as causing, fixing or contradicting another, which is what makes a stored decision still legible months later. An X-Agent-ID header tags each write with its author so retrieval can be scoped to one agent, and a consolidation pass compresses older memories instead of letting the store grow without limit. Runs on your own hardware; OAuth is available for remote use.