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JamesANZ/memory-mcp

by Various

A simple MCP server that stores and retrieves memories from multiple LLMs.

J

MCP

JamesANZ/memory-mcp

Added 1 June 2026

#llm-memory #llms #mcp-server

Overview

An open-source Model Context Protocol server written in TypeScript that stores and retrieves conversation memories across multiple large language models. It provides a simple API for persisting and recalling context, enabling LLMs to maintain state between interactions.

Best for

Best for
Developers who need a lightweight, standards-based memory layer for LLM applications

Use cases

  • Adding persistent memory to multi-turn LLM conversations
  • Sharing context across different chat sessions or models
  • Building applications that require long-term recall of user interactions

How to use

Install

npm start

Tools exposed

  • save-memories
  • get-memories
  • add-memories
  • clear-memories
  • archive-context
  • retrieve-context
  • score-relevance
  • create-summary
  • get-conversation-summaries
  • search-context-by-tags

Tested with

Cursor, Claude Desktop

Example client config

{\n  "mcpServers": {\n    "memory-mcp": {\n      "command": "node",\n      "args": ["/absolute/path/to/memory-mcp/build/index.js"],\n      "env": {\n        "MONGODB_URI": "mongodb://localhost:27017"\n      }\n    }\n  }\n}

Notes

An open-source Model Context Protocol server written in TypeScript that stores and retrieves conversation memories across multiple large language models. It provides a simple API for persisting and recalling context, enabling LLMs to maintain state between interactions.

17 stars on GitHub. Last updated 2025-12-10. Licensed MIT.

Use cases

  • Adding persistent memory to multi-turn LLM conversations
  • Sharing context across different chat sessions or models
  • Building applications that require long-term recall of user interactions

Pros

  • Straightforward MCP server design with clear functionality
  • Written in TypeScript for type safety and broad compatibility
  • Open-source with an MIT license allowing free use and modification

Cons

  • Early-stage project with only 17 stars on GitHub, limited community validation
  • Minimal documentation and no listed examples or usage guides
  • No built-in persistence beyond the server process (likely in-memory storage)

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.

Pros

  • Straightforward MCP server design with clear functionality
  • Written in TypeScript for type safety and broad compatibility
  • Open-source with an MIT license allowing free use and modification

Cons

  • Early-stage project with only 17 stars on GitHub, limited community validation
  • Minimal documentation and no listed examples or usage guides
  • No built-in persistence beyond the server process (likely in-memory storage)
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