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Memory MCP Server

Persistent knowledge-graph memory for LLM clients — store, recall, and link facts across sessions.

What is Memory MCP Server, in two sentences

Memory MCP Server is a persistent knowledge-graph memory for LLM clients — store, recall, and link facts across sessions. Implements the Model Context Protocol (MCP) for standardized integration with compatible LLM clients.

About Memory MCP Server

Memory MCP Server is an MCP server that gives compatible LLM clients persistent memory built on a knowledge graph.

It uses a knowledge graph to link related facts and entities, and that memory persists across separate client sessions rather than resetting each time. It runs on macOS, Windows, and Linux, including via the command line.

It fits people who want an assistant to store, recall, and connect facts over time instead of starting fresh every session. It needs an MCP-compatible client to be useful, and it runs as a background server with no standalone graphical interface, so all interaction happens through the client.

Among MCP servers it is an infrastructure piece — memory rather than an integration with an outside app — that other tools and sessions read from.

Sources: github.com, this listing

What it does well

  • Implements the Model Context Protocol (MCP) for standardized integration with compatible LLM clients.
  • Uses a knowledge graph data structure to link related facts and entities.
  • Provides persistent memory that survives across separate LLM client sessions.
  • Runs on macOS, Windows, Linux, and via command-line interface.

Where it falls short

  • Requires an MCP-compatible client application to be useful.
  • Operates as a background server with no standalone graphical user interface.

Tagged

  • Self-hostable
  • CLI
  • MCP Support
  • Free
  • Open Source

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Frequently asked questions

What is Memory MCP Server?
Memory MCP Server is a persistent knowledge-graph memory for LLM clients — store, recall, and link facts across sessions.
Is Memory MCP Server free?
Memory MCP Server is free to use. There is no paid tier as of the last index update.
What platforms does Memory MCP Server support?
Memory MCP Server runs on mac, win, linux, cli.
What category does Memory MCP Server belong to?
Memory MCP Server is in the MCP Servers category — Implementations of the Model Context Protocol — file, database, API, and browser servers that LLM clients can plug into.
What are the downsides of Memory MCP Server?
Requires an MCP-compatible client application to be useful. Operates as a background server with no standalone graphical user interface.