
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.
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).
Installation
In SourceWeft
- Open Massed Compute in the dashboard and add it to a workspace.
- Connect the required credentials. They are stored privately and never shown on public pages.
- 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.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 (
0600on POSIX), and one-shot client wiring viainit.
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
Cursor — ~/.cursor/mcp.json
Codex — ~/.codex/config.toml
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):
Local CLI
Install via whichever ecosystem you prefer:
Run one-shot setup:
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):
Add or remove a client later:
install-client is idempotent — re-running when the entry already matches is a silent no-op.
Verifying the connection
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
Key resolution
When the server starts, the API key is taken from the first source that provides one:
--token <value>CLI flag--token-file <path>CLI flag (first line, trimmed)MASSED_COMPUTE_API_KEYenvironment variable- 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
- Full MCP documentation
- Massed Compute API reference
- Massed Compute console
- Model Context Protocol spec
License
MIT — see LICENSE.
Source: README.md at commit 3a14809
Tools
0Version history
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