Massed Compute

io.github.Massed-ComputePublished by GitHub account Massed-Computev1.1.0Updated Nov 2, 2026

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

VerifiedStreamable HTTPWeb executableCloud & InfrastructureFinance

Overview

AI-generated overview

Connects an assistant to a Massed Compute account to browse GPU inventory, launch and manage VMs, audit billing, and manage SSH keys.

What you can do
  • Browse GPU inventory, VM images, coupons and setup recipes from the live catalog
  • Launch, restart and terminate VM instances
  • Review billing and cost information
  • List and change SSH keys
  • Validate the API key and read published documentation resources
When to use it
Useful when you rent GPU capacity on Massed Compute and want an assistant to check availability and pricing, spin up or tear down VMs, or audit spend without leaving the chat. For analysis-only use, a read-only key keeps destructive actions blocked.
Requirements
A Massed Compute account and API key, generated in the account settings. The key is supplied as a Bearer token in the Authorization header, or through the MASSED_COMPUTE_API_KEY environment variable, a token file, or the stored config written by the init command. Remote use needs only the hosted endpoint URL; local use needs Node.js 20+ or Python 3.10+ (npm, pip or uv).
Before you install
The key grants access to your account: a full-access key allows launching, restarting and terminating VMs and changing SSH keys, which can incur charges or destroy running work, so issue a read-only key for analysis-only assistants. The local init command writes the key to a config file and can edit client configuration files, taking a backup first. Requests are forwarded to the hosted Massed Compute endpoint.

Installation

In SourceWeft

  1. Open Massed Compute in the dashboard and add it to a workspace.
  2. Connect the required credentials. They are stored privately and never shown on public pages.
  3. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.Massed-Compute%2Fmcp/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config. The client completes OAuth sign-in on first connect.

{
  "mcpServers": {
    "massed-compute": {
      "type": "http",
      "url": "https://vm.massedcompute.com/api/mcp"
    }
  }
}

README

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

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

bash
claude mcp add --transport http massed-compute \  https://vm.massedcompute.com/api/mcp \  --header "Authorization: Bearer MC_TOKEN"

Cursor — ~/.cursor/mcp.json

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

Codex — ~/.codex/config.toml

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):

json
{  "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:

bash
npm install -g massed-compute-mcp     # Node >= 20# orpip install massed-compute-mcp        # Python >= 3.10# oruv tool install massed-compute-mcp    # fast Python install via uv

Run one-shot setup:

bash
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):

bash
# Key from env, auto-wire every detected clientMASSED_COMPUTE_API_KEY=<your-key> massed-compute-mcp init --yes
# Key from a file, wire only specific clientsmassed-compute-mcp init --token-file ~/keys/mc --yes --clients claude-code,cursor
# Store the key only; don't touch any client configmassed-compute-mcp init --yes --no-install-clients

Add or remove a client later:

bash
massed-compute-mcp install-client cursor       # claude-desktop | codex | claude-codemassed-compute-mcp uninstall-client cursor

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

Verifying the connection

bash
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 <id>Wire a single client (claude-code, cursor, claude-desktop, codex)
massed-compute-mcp uninstall-client <id>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 <value> CLI flag
  2. --token-file <path> 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.

Source: README.md at commit 3a14809

Tools

0
This server asks you to sign in, so SourceWeft could not read its tools without an account and has not indexed them. What a connected account sees can depend on that account and its permissions.

Version history

1
  1. v1.1.0LatestSep 16, 2026

Score

85% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts