Memory Store MCP Server

by melandlabs

OpenContext memory storage + search SDK with HTTP and MCP server entry points.

76Node.jsstdio

context tax

pending

security

pending

cold start

pending

freshness

pending

Our reading of Memory Store, from the data

Memory Store is a memory MCP server from melandlabs.

We haven't measured its tool list yet, so its token cost is unknown.

With 76 GitHub stars it ranks #122 of 1,597 memory servers we index.

It runs locally on your machine over stdio.

Install Memory Store MCP server

claude mcp add memory-store -- npx -y @melandlabs/memory-store

{
  "mcpServers": {
    "memory-store": {
      "command": "npx",
      "args": [
        "-y",
        "@melandlabs/memory-store"
      ]
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (project).

{
  "mcpServers": {
    "memory-store": {
      "command": "npx",
      "args": [
        "-y",
        "@melandlabs/memory-store"
      ]
    }
  }
}

Settings → Developer → Edit Config (claude_desktop_config.json), then restart.

{
  "servers": {
    "memory-store": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@melandlabs/memory-store"
      ]
    }
  }
}

Add to .vscode/mcp.json in your workspace.

{
  "mcpServers": {
    "memory-store": {
      "command": "npx",
      "args": [
        "-y",
        "@melandlabs/memory-store"
      ]
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json.

Freshness

Not enough public signals yet to judge maintenance.

Last commit (default branch)
2026-10-14 · 4d ago · GitHub
Latest release
no data · GitHub
Package published
no data · npm/PyPI
Registry entry updated
no data · official registry

How it compares in Memory

Against the most-starred memory servers we index. Token cost is per model turn, measured from each server's live tool list.

Server	Stars	Tools	Tokens / turn	Freshness	Runs
Memory Store (this)	76	—	not measured	—	local
Memory	91,356	—	not measured	Active	local
Hindsight	51,304	—	not measured	Active	—
Codebase Memory	46,873	—	not measured	Active	local
Cognee	32,506	—	not measured	Active	—
Honcho	7,681	—	not measured	Active	hosted

All memory MCP servers

FAQ

›How do I install the Memory Store MCP server in Claude Code?

Run: claude mcp add memory-store -- npx -y @melandlabs/memory-store. For Cursor, VS Code, Claude Desktop and Windsurf, use the install tabs above.

›Does Memory Store require an API key?

No required environment variables are declared in its published metadata.

›Can I use Memory Store as a remote (hosted) MCP server?

No hosted endpoint is published; it runs locally over stdio.

›Is Memory Store in the official MCP registry?

No. It was indexed from npm.

Sources and method

GitHub repository: fetched 2026-10-19
Package registry (npm / PyPI): listed
Last checked against all sources: 2026-10-19

The description, packages and links come from the maintainer's own published metadata. Token cost, security signals, freshness and the reading above are MCPSkillHub's own measurements; see the methodology. Spot an error? Request a correction or claim the listing.