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Memory MCP

Official persistent memory server for AI — store facts, preferences, and context across conversations using a knowledge graph.

Turn it on
“my agents share a knowledge graph through an MCP memory server. When multiple agents fire parallel tool calls”
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★ Hand-picked walkthrough

Unlock Claude's Memory: Knowledge Graph MCP Server

JeredBlu

  1. 1

    Turn on Memory in your AI

    In Claude: open Settings → Connectors and add Memory. In ChatGPT: Settings → Apps & Connectors.

  2. 2

    Add it to your app once

    Copy the short config below into your app. It just tells your AI where to find Memory.

  3. 3

    Just ask

    Tell it what you want in plain words — no special commands.

    For example, say

    “Remember that I prefer pnpm over npm, and I use Biome instead of Prettier for formatting”

Need the exact config? Show it +
{
  "mcpServers": {
    "memory": {
      "command": "npx",
      "args": ["-y", "@modelcontextprotocol/server-memory"]
    }
  }
}

Paste into your client's MCP configuration file.

Copy one, paste it to your AI, watch it work.

Project Preferences

“Remember that on this project we use TypeScript, Next.js 15, and tRPC”

People & Relationships

“Remember that Alex is the backend lead and prefers async written updates over meetings”

Ongoing Task State

“Remember that I finished the auth rewrite last week and am now starting on the billing module”

  • · Memory files live on disk — protect them the same way you protect any other local data
  • · Conflicting memories accumulate — occasionally review and prune
  • · If you share your MCP config, others may see or overwrite your memories
  • You're tired of repeating the same context every session
  • You want your AI to remember project-specific preferences
  • You're building long-running agents that need state across sessions
  • You want personalized interactions over time
  • × You want every conversation to start fresh with no memory
  • × You work on highly sensitive data that shouldn't persist across sessions
  • × You share the MCP setup with others — their memories will mix with yours

Imagine your AI remembering what you told it last week — 'I prefer TypeScript', 'the project lead is Sarah', 'we use Postgres not MySQL' — and applying it automatically. This server gives your AI a persistent memory store so it can remember facts, preferences, and context across conversations.

The official Memory MCP server lets AI assistants maintain persistent knowledge across conversations using an in-process knowledge graph. Store entities, relations, and observations — and your AI will remember them session to session.

Perfect for building AI assistants that get smarter over time by retaining user preferences, project context, and learned facts.

Claude Cursor Cline
#official#anthropic#memory#persistence#knowledge-graph
What does Memory MCP do? +

Imagine your AI remembering what you told it last week — 'I prefer TypeScript', 'the project lead is Sarah', 'we use Postgres not MySQL' — and applying it automatically. This server gives your AI a persistent memory store so it can remember facts, preferences, and context across conversations.

Do I need to know how to code? +

No. Turn it on in your AI's settings and ask in plain English — no terminal, no coding.

When should I use Memory MCP? +

Reach for it when you need to: You're tired of repeating the same context every session; You want your AI to remember project-specific preferences; You're building long-running agents that need state across sessions; You want personalized interactions over time.

When should I avoid Memory MCP? +

Skip it when: You want every conversation to start fresh with no memory; You work on highly sensitive data that shouldn't persist across sessions; You share the MCP setup with others — their memories will mix with yours.

How do I install Memory MCP? +

In Claude Code, run: claude mcp add memory -- npx -y @modelcontextprotocol/server-memory. Copy-paste configs for Claude Desktop, Cursor, and Windsurf are at the top of this page.