MMW (Managed Memory Workspace) — MCP Integration & Client Kit

MCP serverAI & models

Ultra-fast persistent memory workspace with tenant isolation and cross-model continuity.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use MMW (Managed Memory Workspace) — MCP Integration & Client Kit

Install MMW (Managed Memory Workspace) — MCP Integration & Client Kit

The server’s own address, for the clients that take one directly. Or connect ahel onceand every client you use reads it from one address, with the account kept on ahel rather than in each client’s config.

  • Claude Code

    claude mcp add --transport http mmw-managed-memory-workspace-mcp 'https://mcp.mmwhub.tech/mcp'

    Run it once in your project, then open /mcp to approve any sign-in the server asks for.

  • Claude Desktop

    https://mcp.mmwhub.tech/mcp

    Add a custom connector in Settings, paste this address, and approve the sign-in.

  • Cursor

    cursor://anysphere.cursor-deeplink/mcp/install?name=mmw-managed-memory-workspace-mcp&config=eyJ1cmwiOiJodHRwczovL21jcC5tbXdodWIudGVjaC9tY3AifQ==

    Open the link and Cursor adds the server at that address.

  • ChatGPT

    https://mcp.mmwhub.tech/mcp

    In Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.

  • Codex

    codex mcp add mmw-managed-memory-workspace-mcp --url 'https://mcp.mmwhub.tech/mcp'

    Run it once, then sign in with codex mcp login mmw-managed-memory-workspace-mcp if the server asks for an account.

From the project's README

As published by msingatullin/mmw-mcp in README.md.

Official Model Context Protocol (MCP) connection kit and client configuration guides for MMW (Managed Memory Workspace).

MMW provides ultra-fast (<2ms) persistent memory, tenant isolation, and cryptographic provenance for autonomous AI agents across sessions and tool executions.


⚡ Quickstart

Get your API token at https://app.mmwhub.tech and add the server to your favorite MCP client.

  • Global Endpoint: https://mcp.mmwhub.tech/mcp
  • Supported Transports: Streamable HTTP, SSE
  • Protocol Versions: 2025-11-25, 2025-03-26

💻 Client Configuration

1. Claude Desktop (claude_desktop_config.json)

{
  "mcpServers": {
    "mmw": {
      "url": "https://mcp.mmwhub.tech/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_MMW_API_KEY>"
      }
    }
  }
}

2. Cursor (~/.cursor/mcp.json)

{
  "mcpServers": {
    "mmw": {
      "url": "https://mcp.mmwhub.tech/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_MMW_API_KEY>"
      }
    }
  }
}

3. Zed Editor (settings.json)

{
  "context_servers": {
    "mmw": {
      "endpoint": "https://mcp.mmwhub.tech/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_MMW_API_KEY>"
      }
    }
  }
}

4. Windsurf (~/.codeium/windsurf/mcp_config.json)

{
  "mcpServers": {
    "mmw": {
      "serverUrl": "https://mcp.mmwhub.tech/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_MMW_API_KEY>"
      }
    }
  }
}

🛠 Available MCP Tools

ToolDescription
rememberStore long-term knowledge with confidence score, source ID, hash, and provenance tags.
searchInstant (<2ms) semantic retrieval over past session decisions, facts, and constraints.
validate_memoryValidate memory consistency, verify facts, and resolve contradictory statements.
forgetPrune or mark obsolete memories as superseded.
gateway_callExecute tenant-isolated external integrations and connected project tools.

🚀 One-Click Setup Script

We provide automated setup scripts in this repository for macOS, Linux, and Windows:

# macOS / Linux
chmod +x connect.sh
MMW_CREDENTIAL='<YOUR_MMW_API_KEY>' ./connect.sh --client cursor --verify

# Windows (PowerShell)
$env:MMW_CREDENTIAL='<YOUR_MMW_API_KEY>'
.\connect.ps1 -Client cursor -Verify

🌐 Links & Resources

Advanced
Delivery
mmw MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
Catalog kind
mcp-server
Gateway key
io-github-msingatullin-mmw
Source
github.com/msingatullin/mmw-mcp
Hosted endpoint
https://mcp.mmwhub.tech/mcp