Prototype · Preview: every server in the official registry, synced every 30 minutes. Sign in with Google to write reviews.
PopNx MCPMCP servers for people who use AI · explained in plain words

Massed Compute MCP

by Massed-Computeversion 1.1.0i★ 1iComputer or cloud
Registry nameio.github.Massed-Compute/mcp

How to install

What it does

Massed Compute MCP — GPU inventory, VM lifecycle, billing, SSH keys, and setup recipes.

  • Connects Computer or cloud
  • Account or key Cloud: Needs Authorization · Local: Needs MASSED_COMPUTE_API_KEY
  • Category Online shops & payments

Install

Pick the AI app you use, then copy the settings.

Passed 5/5 checks · What you ask goes through the maker’s server (vm.massedcompute.com)

First: which AI do you use?

Pick your app and the steps appear below.

Works with Claude · about 5 min

You need a Massed Compute MCP key (create it on the maker’s site) · Set it up once on claude.ai or the desktop app, then use it in chat · free accounts can add 1 · on Team/Enterprise an Owner adds it

  1. Sign up and create a Massed Compute MCP key

    Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.

    How to get a key is in the maker’s README below

  2. Open Claude’s Connectors page

    CustomizeConnectors

    CustomizeConnectors1+ Add2https://…3Add4
  3. Click “+ Add” → “Add custom connector” and fill in these 2 fields

    Copy each value into the field with the same name in Claude, then click Continue

    Name · NameMassed Compute MCP
    Remote MCP server URL · Addresshttps://vm.massedcompute.com/api/mcp

    Under Request headers, add this name and value

    Header nameAuthorization
    ValueBearer <paste your key here>

    Paste the key only into the app’s field, never into a chat or to anyone

    Leave Authentication as Claude detected it, then click Add

  4. Turn it on in a chat

    +ConnectorsMassed Compute MCP

  5. Try it

    Use Massed Compute MCP and tell me what you can do for me, then show me one thing

    ✓ If Claude says it is using Massed Compute MCP or shows a Massed Compute MCP tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

ChatGPT cannot connect Massed Compute MCP yet

Massed Compute MCP needs your own key to connect, but OpenAI’s help page only describes OAuth sign-in; there is no key option we could verify

What you can do instead

A · Use an app that can connect Massed Compute MCP

  • You need a Massed Compute MCP key (create it on the maker’s site) · Set it up once on claude.ai or the desktop app, then use it in chat · free accounts can add 1 · on Team/Enterprise an Owner adds it
  • You need a Massed Compute MCP key (create it on the maker’s site)
  • You need a Massed Compute MCP key (create it on the maker’s site)
  • You need a Massed Compute MCP key (create it on the maker’s site)

B · Others in Online shops & payments that work with ChatGPT

Picked from the most used in the same category, only ones that connect by address with no key

Works with Claude Code · about 5 min

You need a Massed Compute MCP key (create it on the maker’s site)

  1. Sign up and create a Massed Compute MCP key

    Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.

    How to get a key is in the maker’s README below

  2. Open Terminal

    Mac: press Command+Space and type Terminal · Windows: open PowerShell

  3. Paste this command and press Enter

    claude mcp add --transport http --scope user massed-compute https://vm.massedcompute.com/api/mcp --header 'Authorization: Bearer your-value'

    Replace “your-value” with your key before pressing Enter

    Paste the key only into the app’s field, never into a chat or to anyone

  4. Type /mcp in Claude Code

    You should see Massed Compute MCP listed as connected

  5. Try it

    Use Massed Compute MCP and tell me what you can do for me, then show me one thing

    ✓ If Claude Code says it is using Massed Compute MCP or shows a Massed Compute MCP tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with Cursor · about 5 min

You need a Massed Compute MCP key (create it on the maker’s site)

  1. Sign up and create a Massed Compute MCP key

    Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.

    How to get a key is in the maker’s README below

  2. Click this button to open Cursor

    Open in Cursor

    Cursor asks you to confirm; click Install

  3. Fill in your key

    In the Massed Compute MCP settings, Authorization is empty; add your key and save

    Paste the key only into the app’s field, never into a chat or to anyone

  4. Open the AI chat in Cursor in Agent mode

  5. Try it

    Use Massed Compute MCP and tell me what you can do for me, then show me one thing

    ✓ If Cursor says it is using Massed Compute MCP or shows a Massed Compute MCP tool in the answer, you are connected

Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with VS Code · about 5 min

You need a Massed Compute MCP key (create it on the maker’s site)

  1. Sign up and create a Massed Compute MCP key

    Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.

    How to get a key is in the maker’s README below

  2. Click this button to open VS Code

    Open in VS Code

    VS Code asks you to confirm; click Install

  3. Fill in your key

    In the Massed Compute MCP settings, Authorization is empty; add your key and save

    Paste the key only into the app’s field, never into a chat or to anyone

  4. Open the AI chat in VS Code in Agent mode

  5. Try it

    Use Massed Compute MCP and tell me what you can do for me, then show me one thing

    ✓ If VS Code says it is using Massed Compute MCP or shows a Massed Compute MCP tool in the answer, you are connected

Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.

See every app that uses MCP →

Address for apps that connect over the web

Addresshttps://vm.massedcompute.com/api/mcp

JSON settings are under “For developers” below

Stuck? Ask people who use Massed Compute MCP💬 Discussion →
For developers: Terminal commands and JSON settings

Over the web

Claude Code

claude mcp add --transport http --scope user massed-compute https://vm.massedcompute.com/api/mcp --header 'Authorization: Bearer your-value'

Cursor (~/.cursor/mcp.json)

{
  "mcpServers": {
    "massed-compute": {
      "url": "https://vm.massedcompute.com/api/mcp",
      "headers": {
        "Authorization": "Bearer your-value"
      }
    }
  }
}

VS Code (mcp.json)

{
  "servers": {
    "massed-compute": {
      "type": "http",
      "url": "https://vm.massedcompute.com/api/mcp",
      "headers": {
        "Authorization": "Bearer your-value"
      }
    }
  }
}

Installed on your computer

Claude Code

claude mcp add --scope user massed-compute --env MASSED_COMPUTE_API_KEY=your-value -- npx -y massed-compute-mcp

Claude Desktop (claude_desktop_config.json)

{
  "mcpServers": {
    "massed-compute": {
      "command": "npx",
      "args": [
        "-y",
        "massed-compute-mcp"
      ],
      "env": {
        "MASSED_COMPUTE_API_KEY": "your-value"
      }
    }
  }
}

Cursor (~/.cursor/mcp.json)

{
  "mcpServers": {
    "massed-compute": {
      "command": "npx",
      "args": [
        "-y",
        "massed-compute-mcp"
      ],
      "env": {
        "MASSED_COMPUTE_API_KEY": "your-value"
      }
    }
  }
}

VS Code (mcp.json)

{
  "servers": {
    "massed-compute": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "massed-compute-mcp"
      ],
      "env": {
        "MASSED_COMPUTE_API_KEY": "your-value"
      }
    }
  }
}

Values you fill in

  • MASSED_COMPUTE_API_KEY secret env
    Your Massed Compute API key (Bearer token). Generate at https://vm.massedcompute.com/settings/api. Optional — `massed-compute-mcp init` provides an interactive first-run flow that prompts for the key…
  • Authorization secret required HTTP header
    Your Massed Compute API key as a Bearer token (include the 'Bearer ' prefix). Generate one at https://vm.massedcompute.com/settings/api — use a read-only key for analysis-only assistants so destructi…

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

At a glance

Downloads per weeki
93/wk
Connection
Computer or cloud
Transport
stdio, streamable-http
Latest versioni
1.1.0
Published to registryi
Jul 31, 2026
Code last changedi
Nov 12, 2026
Maker
Massed-Compute
Packages
npm: massed-compute-mcp
pypi: massed-compute-mcp
Registry status
Active

Which apps can use it

Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.

Connect over the internet in

ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast

Run on your computer in

ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast

All apps, with pros and cons →

Related guides

What it can do

The server asks you to sign in before it lists its tools.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 12, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account Massed-Compute, which owns the repo

  • ✓ Pass

    Still maintained

    Code last changed today

  • ✓ Pass

    Has a licence

    Uses MIT

  • ✓ Pass

    Endpoint responds

    Responded in 428 ms (HTTP 401)

  • ✓ Pass

    Sign-in with OAuth

    Declares OAuth sign-in, so your AI app can take you to log in

  • … Not checked yet

    No hidden instructions in tool descriptions

    Not checked yet; we read the tool list when we check the endpoint

Discussion

Ask, share a tip or report that it does not work. Sorted by what people marked helpful.

No posts yet. Be the first to ask or share.

Posts here are written by users, not the PopNx team.

Sign in with Google to post

User reviews

No reviews yet

Sign in with Google to write a review

Compared with others in Online shops & paymentsi

  • More stars than 90% of the other 2735 servers in this category
  • Published to the registry more recently than 19% of the other 2735 servers in this category
  • Basic checks equal to or better than 100% of the other 2735 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Massed Compute MCP safe?

It passed 5 of 5 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

You need to fill in: Authorization, MASSED_COMPUTE_API_KEY

Does it run on my computer or in the cloud?

Either way works: install it on your computer or connect to the cloud version.

Is it still maintained?

The GitHub repo last changed today, and the latest version (1.1.0) reached the registry 3 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT Business and above.

What can I use instead?

In the same category: Spree Commerce developer docs for AI agents, Stripe MCP, Sessy — Amazon SES observability

Others in the same category

Servers in the same category from other makers, sorted by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

Spree Commerce developer docs for AI agents

Spree Commerce docs for AI coding agents: build headless B2B and marketplace ecommerce on its APIs.

by spreeWidely used★ 15.8K Stars for the whole repoUpdated 13 days ago

Runs in the cloud

Stripe MCP

Stripe’s official server lets AI view and manage customers, products, payments and invoices. Connect to Stripe’s cloud and sign in with OAuth.

by stripeWidely used★ 2.1KUpdated 13 months ago

Runs in the cloud✓ service owner · stripe.com

Sessy — Amazon SES observability

Read-only Amazon SES observability: search events, inspect bounces, pull delivery stats.

by marckohlbruggeGrowing★ 945Updated 3 months ago

Runs in the cloud

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

Massed Compute MCP Server

A Model Context Protocol server that lets AI assistants — Claude, Cursor, Codex, ChatGPT, and other MCP-compatible clients — interact with your Massed Compute account: browse GPU inventory, launch and manage VMs, audit billing, discover setup recipes.

Contents

  • Overview
  • Installation
  • Verifying the connection
  • CLI reference
  • Key resolution
  • Resources
  • License

Overview

The packages published from this repo are a verbatim proxy of the public MCP endpoint at https://vm.massedcompute.com/api/mcp — zero added surface. Every JSON-RPC message (initialize, tools/list, tools/call, resources/list, resources/read, ping, …) is forwarded unchanged with your stored API key injected as a Bearer header, and responses come back unchanged. Nothing is added, renamed, filtered, or rewritten on the way through:

  • The hosted endpoint owns the catalog. Tools, resources, schemas, and descriptions come from the live endpoint — the local package never goes stale when new capabilities (like setup recipes) ship upstream.
  • The hosted endpoint owns security. Key-scope enforcement (read-only keys hide destructive tools) and credential redaction happen server-side, identically for every client.
  • What the local package adds is exactly what a stdio client needs: a stdio↔streamable-HTTP bridge, OS-conventional storage for your API key (0600 on POSIX), and one-shot client wiring via init.

Issue a read-only key for analysis-only assistants and the endpoint rejects destructive tool calls (launch, restart, terminate, SSH-key changes) at call time. Works with Claude Code, Claude Desktop, Cursor, and Codex. Run massed-compute-mcp tools to print the live catalog — GPU inventory, VM images, instance lifecycle, coupons, billing, SSH keys, and setup recipes.

Beyond raw tools, Massed Compute publishes Agent Skills — markdown workflow templates for common operations like GPU selection and cost auditing. Full docs at vm-docs.massedcompute.com/docs/category/mcp.

Installation

Step 1. Get your API key

Open vm.massedcompute.com/settings/api, create a key (read-only for analysis-only assistants; full-access to allow launch / restart / terminate / SSH-key changes), copy it.

Step 2. Pick an install path
  • Hosted endpoint — point your client at the streamable-HTTP URL, zero install
  • Local CLI — runs on your machine, key stored in your OS config dir
Hosted endpoint

The local packages proxy this endpoint verbatim, so pointing your client straight at it gives you the identical catalog with nothing to install. Pick the snippet for your client:

Claude Code

claude mcp add --transport http massed-compute \

https://vm.massedcompute.com/api/mcp \ --header "Authorization: Bearer MC_TOKEN"

Cursor — ~/.cursor/mcp.json

{

"mcpServers": { "massed-compute": { "url": "https://vm.massedcompute.com/api/mcp", "headers": { "Authorization": "Bearer MC_TOKEN" } } } }

Codex — ~/.codex/config.toml

[mcp_servers.massed-compute]

url = "https://vm.massedcompute.com/api/mcp" bearer_token_env_var = "MC_TOKEN" enabled = true

Claude Desktop

Claude Desktop does not yet speak streamable-HTTP MCP, so use mcp-remote as a stdio↔HTTP bridge. Config at ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):

{

"mcpServers": { "massed-compute": { "command": "npx", "args": [ "-y", "mcp-remote", "https://vm.massedcompute.com/api/mcp", "--header", "Authorization: Bearer MC_TOKEN" ] } } }

Local CLI

Install via whichever ecosystem you prefer:

npm install -g massed-compute-mcp     # Node >= 20

or

pip install massed-compute-mcp # Python >= 3.10

or

uv tool install massed-compute-mcp # fast Python install via uv

Run one-shot setup:

massed-compute-mcp init

init prompts for the key, validates it upstream, stores it at 0600 (POSIX), detects installed MCP clients (Claude Code, Cursor, Claude Desktop, Codex), and offers to wire each one. A timestamped backup is taken before any client edit. Restart wired clients to pick up the tools.

Config file location:

  • Linux: $XDG_CONFIG_HOME/massed-compute/config.json (falls back to ~/.config/...)
  • macOS: ~/Library/Application Support/massed-compute/config.json
  • Windows: %APPDATA%\massed-compute\config.json

Non-interactive (CI / scripts):

# Key from env, auto-wire every detected client

MASSED_COMPUTE_API_KEY= massed-compute-mcp init --yes

Key from a file, wire only specific clients

massed-compute-mcp init --token-file ~/keys/mc --yes --clients claude-code,cursor

Store the key only; don't touch any client config

massed-compute-mcp init --yes --no-install-clients

Add or remove a client later:

massed-compute-mcp install-client cursor       # claude-desktop | codex | claude-code

massed-compute-mcp uninstall-client cursor

install-client is idempotent — re-running when the entry already matches is a silent no-op.

Verifying the connection

massed-compute-mcp doctor

doctor confirms the stored key still works, prints the tool catalog, and shows copy-pasteable snippets for any clients you didn't auto-wire. Or just ask your assistant *"Validate my Massed Compute API key."* — a { message: "Valid Token" } response confirms the wiring.

CLI reference

CommandWhat it does
massed-compute-mcp *(no args)*Run the MCP server over stdio
massed-compute-mcp initFirst-run setup: prompt, validate, store, wire clients
massed-compute-mcp doctorVerify the stored key and print client snippets
massed-compute-mcp install-client Wire a single client (claude-code, cursor, claude-desktop, codex)
massed-compute-mcp uninstall-client Remove our entry from a client config
massed-compute-mcp config showPrint resolved config path, masked key, resolution chain
massed-compute-mcp logoutDelete the stored API key
massed-compute-mcp tools [--json]Fetch and print the live tool catalog from the hosted endpoint
massed-compute-mcp versionPrint the version

Key resolution

When the server starts, the API key is taken from the first source that provides one:

  1. --token CLI flag
  2. --token-file CLI flag (first line, trimmed)
  3. MASSED_COMPUTE_API_KEY environment variable
  4. Stored config file written by init

If none of those are set, the server exits non-zero with a pointer to massed-compute-mcp init. Override the upstream with MASSED_COMPUTE_API_BASE_URL (default https://vm.massedcompute.com).

Resources

License

MIT — see LICENSE.