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 cloud GPUs from AI agents: live prices, VRAM estimates, launch, logs and stop.
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。
GPUNZ_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": {
"gpu-cloud": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"GPUNZ_API_KEY",
"ghcr.io/gpunz/gpunz-mcp:1.0.0"
],
"env": {
"GPUNZ_API_KEY": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add --transport http gpu-cloud https://gpu.nz/mcp --header 'Authorization: your-value'claude mcp add gpu-cloud --env GPUNZ_API_KEY=your-value -- docker run -i --rm -e GPUNZ_API_KEY ghcr.io/gpunz/gpunz-mcp:1.0.0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": {
"gpu-cloud": {
"url": "https://gpu.nz/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"gpu-cloud": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"GPUNZ_API_KEY",
"ghcr.io/gpunz/gpunz-mcp:1.0.0"
],
"env": {
"GPUNZ_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": {
"gpu-cloud": {
"type": "http",
"url": "https://gpu.nz/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"gpu-cloud": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"GPUNZ_API_KEY",
"ghcr.io/gpunz/gpunz-mcp:1.0.0"
],
"env": {
"GPUNZ_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6日
注册名称已通过域名 gpu.nz 验证(注册中心会核实域名所有权)
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:GPUNZ_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(1.0.0)于17天前进入注册中心。
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, DepTime
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.
What changed in a Python library, in which release, and what replaces it. Answered locally.
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。
Let Claude, Cursor, Codex and other AI agents rent cloud GPUs: search RTX 4090, A100, H100 and B200 servers with live prices, work out how much VRAM a model needs, launch ComfyUI, Ollama, vLLM or Jupyter, read the logs and stop the server when the job is done. Billed by the minute.
Docs · VRAM calculator · REST API · CLI · Русский
The server is hosted at `https://gpu.nz/mcp` — nothing to install. Browsing GPUs, prices and VRAM estimates works without a key; renting and managing servers needs an API key from gpu.nz/console/keys.
Claude Code
claude mcp add --transport http gpunz https://gpu.nz/mcp \
--header "Authorization: Bearer gpz_…"
Cursor — ~/.cursor/mcp.json
{
"mcpServers": { "gpunz": { "url": "https://gpu.nz/mcp", "headers": { "Authorization": "Bearer gpz_…" } } } }
VS Code — .vscode/mcp.json (asks for the key once and keeps it in secret storage)
{
"servers": { "gpunz": { "type": "http", "url": "https://gpu.nz/mcp", "headers": { "Authorization": "Bearer ${input:gpunz-key}" } } }, "inputs": [{ "type": "promptString", "id": "gpunz-key", "description": "gpu.nz API key", "password": true }] }
Codex CLI
export GPUNZ_API_KEY="gpz_…"
codex mcp add gpunz --url https://gpu.nz/mcp --bearer-token-env-var GPUNZ_API_KEY
Claude Desktop — claude_desktop_config.json, through mcp-remote
{
"mcpServers": { "gpunz": { "command": "npx", "args": ["-y", "mcp-remote", "https://gpu.nz/mcp", "--header", "Authorization:${GPUNZ_AUTH}"], "env": { "GPUNZ_AUTH": "Bearer gpz_…" } } } }
On claude.ai you can add https://gpu.nz/mcp under Connectors without a key: search and estimates work.
For clients that only start local servers, this repository is a small stdio bridge to the hosted server:
# Docker
docker run -i --rm -e GPUNZ_API_KEY="gpz_…" ghcr.io/gpunz/gpunz-mcp
GPUNZ_API_KEY="gpz_…" npx -y github:gpunz/gpunz-mcp
| Variable | |
|---|---|
GPUNZ_API_KEY | API key (gpz_…). Optional: without it only the browsing tools work |
GPUNZ_MCP_URL | Endpoint override, default https://gpu.nz/mcp |
| Tool | What it does | Key scope |
|---|---|---|
list_gpu_models | GPU models in stock: memory, class, cheapest price per hour | — |
search_offers | Servers with live prices; filter by GPU, count, VRAM, price, country, reliability | — |
get_offer | One server and its current price | — |
list_templates | Ready environments: ComfyUI, Forge, Ollama + Open WebUI, vLLM, Jupyter, Kohya, FluxGym, Unsloth, your own Docker image | — |
estimate_vram | VRAM a model needs (Qwen, DeepSeek, Llama, Gemma, GPT-OSS, FLUX, Wan…) at a quantisation and context, and the cheapest GPUs that fit | — |
topup_link | A link to top up the balance in the browser | — |
get_account | Account, balance, hourly spend and runway | user:read, billing:read |
list_instances · get_instance | Your servers: status, SSH command, app URLs, cost so far | instances:read |
get_instance_logs | The last log lines: boot, app start-up, errors | instances:read |
create_instance | Rents a server with a template; billing starts at once | instances:write |
stop_instance · start_instance | Stop (only the disk is billed) and start again | instances:write |
destroy_instance | Destroys a server and its disk | instances:write |
list_ssh_keys · add_ssh_key | SSH keys installed on new servers | user:read / user:write |
create_instance, start_instance and destroy_instance are annotated as consequential, so clients ask you before running them.MCP-сервер gpu.nz подключает аренду видеокарт к ИИ-агентам: Claude, Cursor, Codex и другим. Агент сам найдёт подходящую видеокарту, посчитает видеопамять для модели, арендует сервер с ComfyUI, Ollama или vLLM, прочитает логи и остановит сервер. Адрес: https://gpu.nz/mcp, оплата поминутная, в рублях через СБП или криптой. Документация: gpu.nz/docs/mcp.
MIT. gpu.nz is a GPU cloud billed by the minute; the hosted server and the API are run by gpu.nz.