All articles
EngineeringOctober 26, 20263 min read

An MCP Memory Server for Work: Claude Desktop and Cursor

What an MCP memory server is, why AI assistants need your work context, and how to give local tools read-only access to decisions and commitments safely.

An MCP memory server lets AI assistants such as Claude Desktop or Cursor query stored memories through the Model Context Protocol. For work, that means the assistant can see what you decided, what you owe and what you learned, instead of starting from zero each chat. Keep it read-only, local and limited to what the user may see.

What is MCP?

The Model Context Protocol is an open standard for connecting AI applications to tools and data sources. An MCP server exposes tools or resources; an MCP client (an assistant) calls them.

Why assistants need memory

Assistants are good at reasoning and bad at knowing your context. Without memory, you paste the same background into every chat. With a memory server, the assistant can look up:

  • Decisions and their reasons
  • Open commitments and owners
  • Facts about projects, customers and people
  • Recent meeting notes

What makes a memory server safe

PrincipleWhy
Read-onlyThe assistant cannot change or delete memory
LocalRuns on your computer, not exposed to the internet
Permission-awareReturns only what the user is allowed to see
VisibleYou know which client is connected

Reattend's MCP server

The Reattend desktop app includes reattend-mcp, a read-only MCP server that Claude Desktop, Cursor and other local MCP clients can use. It runs locally over stdio and reads your own memory stored on your Mac: what you captured, not the organization's shared memory. It offers these tools:

ToolWhat it returns
search_memoriesMemories matching a query
factsFacts Reattend has learned, with dates
open_tasksOpen tasks and commitments
search_documentsDocuments from folders you chose, Notion and connectors
who_isWhat Reattend knows about a person
recentRecent memories

To connect it, open Reattend's Integrations page, find "Reattend inside other tools", copy the configuration it shows, and paste it into your MCP client's configuration (for example, Claude Desktop's config file or Cursor's MCP settings). The server cannot write, change or delete anything.

Example prompts

  • "What did we decide about the pricing change last month, and why?"
  • "List my open commitments due this week."
  • "Summarize what I know about the Acme renewal before my call." (Use your own customer names; this is an example.)

Frequently asked questions

What is an MCP memory server?

A server that exposes stored memories (notes, decisions, facts) to AI assistants through the Model Context Protocol, an open standard for connecting AI applications to tools and data.

Is it safe to give an AI assistant access to work memory?

It can be, if access is read-only, limited to what the user is allowed to see, runs locally where possible, and the user knows which tool is querying it.

Does Reattend have an MCP server?

Yes. The Reattend desktop app includes reattend-mcp, a read-only MCP server that runs locally and lets Claude Desktop, Cursor and other MCP clients search your own memories, facts, open tasks, documents and people on your Mac.

Stop losing your team's knowledge

Reattend keeps what your people know when they leave, move, or go quiet. Free for organizations up to 20 employees.

Try Reattend free