Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Rent real GPUs from the terminal. Per-second billing, $0.50 minimum. stdio MCP server.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
GPUSMARKET_API_KEY, Authorization标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"gpusmarket": {
"command": "npx",
"args": [
"-y",
"gpusmarket"
],
"env": {
"GPUSMARKET_API_KEY": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add --transport sse gpusmarket https://mcp.gpusmarket.com/sse --header 'Authorization: your-value'claude mcp add gpusmarket --env GPUSMARKET_API_KEY=your-value -- npx -y gpusmarket运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"gpusmarket": {
"url": "https://mcp.gpusmarket.com/sse",
"headers": {
"Authorization": "your-value"
}
}
}
}粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"gpusmarket": {
"command": "npx",
"args": [
"-y",
"gpusmarket"
],
"env": {
"GPUSMARKET_API_KEY": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"gpusmarket": {
"type": "sse",
"url": "https://mcp.gpusmarket.com/sse",
"headers": {
"Authorization": "your-value"
}
}
}
}粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"gpusmarket": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"gpusmarket"
],
"env": {
"GPUSMARKET_API_KEY": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
你的选择通过 Cookie 保存在这台设备上,无需账户。
Authorization 机密 HTTP header这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
我们还没有读取这个服务器的工具列表;我们会轮流检查各个端点。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 jyswee 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
尚未检查;我们会轮流检查各个端点
尚未检查;我们会轮流检查各个端点
尚未检查;我们会在检查端点时读取工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
你需要填写:GPUSMARKET_API_KEY, Authorization
两种方式都可以:安装在你的电脑上,或者连接云端版本。
GitHub 仓库最后更新于–,最新版本(2.4.16)于3个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
同一分类中有:Spec Driven Development, Remote Desktop Commander, First Sale Scout
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Playbooks and a 14-day checklist for founders winning their first paying customers.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Rent real GPUs from the terminal. Built for AI agents.
One command to sign up, one to rent, one to run inference. Per-second billing, no subscriptions, $0.50 minimum per rental. The CLI your coding agent can drive end-to-end: GPUsMarket.
`npm install` for GPUs. One command in, one command out.
Renting a GPU usually means a signup form, a quota request, a support ticket, and a $50 minimum — before you've run a single token. GPUsMarket collapses that to three commands: everything from consumer RTX 4090s to datacenter H100s and MI300Xs, rentable by the second. And it's built so your agent can sign up and rent by itself — no human, no browser, no dashboard.
Works with: Claude Code · Cursor · Cline · Windsurf · Aider · Codex · any MCP client
*Install to real inference in under a minute — watch the full-res demo.*
npm install -g gpusmarket
gpusmarket init
# Create an account (returns your API key, auto-saved)
gpusmarket signup --email you@example.com --tenant my-agent
gpusmarket search --gpu "RTX 4090"
gpusmarket rent --gpu "RTX 4090"
gpusmarket chat "What is 2+2?" --model gemma3:4b
gpusmarket stop RENTAL-ID
Built so an agent can go from zero to running inference with no human in the loop — sign up, rent, infer, and stop, all from the terminal or over MCP. This CLI is designed to be driven by AI coding agents (Claude Code, Cursor, Cline, Windsurf, Codex, Copilot), not just humans.
Watch an agent drive it end-to-end (click for the full-res video):
*Claude Code searches, rents, runs inference, and stops the GPU — no human in the loop.*
gpusmarket mcp-serve exposes 32 tools over stdio — search, rent, status, stop, chat, host, pools, the whole surface. Add it to Claude Code:
claude mcp add gpusmarket -- gpusmarket mcp-serve
…or drop it into any MCP client's .mcp.json. The MCP server runs outside your project directory, so pass your API key via the GPUSMARKET_API_KEY environment variable:
{
"mcpServers": { "gpusmarket": { "type": "stdio", "command": "gpusmarket", "args": ["mcp-serve"], "env": { "GPUSMARKET_API_KEY": "gpu_your_key_here" } } } }
No key yet? Run gpusmarket signup to provision one, or grab it from your dashboard.
Each demo links to the full-resolution MP4.
| Browse the marketplace | Manage your rentals | Load-balance a pool |
|---|---|---|
search · cheapest · models | rentals · status · stop | pool create · add · list |
# Browse
gpusmarket search --gpu "RTX 4090" # filter by GPU, price, model gpusmarket cheapest --model gemma3:4b # the single cheapest node that serves a model gpusmarket models # every model available across the marketplace
gpusmarket rentals # your active rentals gpusmarket status RENTAL-ID # live status + running cost gpusmarket stop RENTAL-ID # stop, pay for the seconds you used
gpusmarket pool create my-pool gpusmarket pool add my-pool RENTAL-ID gpusmarket pool list
Your GPU earns nothing while it sits idle. List it in one command — the CLI auto-detects your hardware, prints your host key, and the listing goes live in minutes. You keep 90% of every rental, paid out to your Stripe account automatically. No port forwarding, no static IP, no open inbound ports.
Three ways to host (click any demo for the full-res video):
| Mac (Apple Silicon) | NVIDIA GPU | Docker sidecar |
|---|---|---|
gpusmarket host setup | auto-detects CUDA + VRAM | docker compose up -d |
gpusmarket host setup # auto-detects your GPU, creates the listing
npx gpusmarket-host --key KEY # connect your machine — no port forwarding needed
| Command | Description |
|---|---|
init | Quickstart guide (--agent-schema for the JSON command contract) |
signup / login / logout / whoami | Account + API key management |
search / models / cheapest | Browse the GPU marketplace |
rent / rentals / status / stop | Rent, monitor, and stop GPUs |
chat | Inference through your rental (streams, or pipe from stdin) |
pool create/list/add/remove | Load-balance several rentals behind one key |
host setup | List your own GPU for rent (auto-detects hardware) |
benchmark submit | Run the gmbench/1 suite on your local Ollama + publish measured speed to your listing |
mcp-serve | Start the MCP server (stdio) |
Run gpusmarket --help for the full reference, flags included.
--json everywhere plus init --agent-schema so agents never guess a flag.Renting a GPU should be as fast as npm install. Not a signup form, a quota request, a support ticket, and a $50 minimum. GPUsMarket is a marketplace where anyone can list an idle GPU and anyone — or any agent — can rent it by the second. This CLI is the agent-native front door to that marketplace. It's early and moving fast: if something's rough or missing, open an issue — we read every one.
Full docs at gpusmarket.com. Run gpusmarket init for the interactive quickstart.
Proprietary — Copyright (c) 2026 Tyga.Cloud Ltd. All rights reserved. See LICENSE file.