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)
Any model in any agent: ask several AI models the same question and compare the answers. Free.
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。
POLYDEV_USER_TOKEN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 …”。
适用于网页版、桌面版和手机版 Claude:
https://polydev.ai/mcp打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"polydev": {
"command": "npx",
"args": [
"-y",
"polydev-ai"
],
"env": {
"POLYDEV_USER_TOKEN": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add --transport http polydev https://polydev.ai/mcpclaude mcp add polydev --env POLYDEV_USER_TOKEN=your-value -- npx -y polydev-ai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": {
"polydev": {
"url": "https://polydev.ai/mcp"
}
}
}粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"polydev": {
"command": "npx",
"args": [
"-y",
"polydev-ai"
],
"env": {
"POLYDEV_USER_TOKEN": "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": {
"polydev": {
"type": "http",
"url": "https://polydev.ai/mcp"
}
}
}粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"polydev": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"polydev-ai"
],
"env": {
"POLYDEV_USER_TOKEN": "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。
ChatGPT 只能连接互联网上的服务器:
https://polydev.ai/mcp菜单名称可能因套餐和版本不同而略有差异。
你的选择通过 Cookie 保存在这台设备上,无需账户。
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。
服务器要求先登录,才会列出它的工具。
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
发布者(polydev-ai)不是仓库所有者(polydev-ai);可能是其他人代为上架的
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
在 695 毫秒内响应(HTTP 401)
声明支持 OAuth 登录,你的 AI 应用可以带你去登录
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 3 项适用的基础检查中通过了 2 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:POLYDEV_USER_TOKEN
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(1.11.0)于昨天进入注册中心。
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, sync. labs
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.
Lipsync videos, dub them into other languages, make talking videos and open sync. Studio.
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。
Multi-model AI perspectives for your coding agents
Query GPT-5, Claude, Gemini, and Grok simultaneously through one MCP server
claude mcp add polydev -- npx -y polydev-ai@latest
npx polydev-ai@latest
npx polydev-ai@latest
Get your token at [polydev.ai/dashboard/mcp-tokens](https://polydev.ai/dashboard/mcp-tokens)
Stop copy-pasting between ChatGPT, Claude, and Gemini. Get all their perspectives in your IDE with one request.
| Metric | Result |
|---|---|
| SWE-bench Verified | 74.6% Resolve@2 |
| Cost vs Claude Opus | 62% lower |
| Response time | 10-40 seconds |
*"Different models have different blind spots. Combining their perspectives eliminates yours."*
Your Agent → Polydev MCP → [GPT-5, Claude, Gemini, Grok] → Synthesized Answer
When your AI agent gets stuck, Polydev consults multiple frontier models simultaneously and returns their combined perspectives. One request, four expert opinions.
Get started instantly at [polydev.ai](https://polydev.ai)
Step 1: Install the MCP server
npx polydev-ai@latest
Step 2: Set your token (get it from polydev.ai/dashboard/mcp-tokens)
export POLYDEV_USER_TOKEN="pd_your_token_here"
Step 1: Clone and install
git clone https://github.com/polydev-ai/polydev.git
cd polydev && npm install
Step 2: Configure environment
cp .env.example .env.local
Step 3: Add your API keys to .env.local and run
npm run dev
One command:
claude mcp add polydev -- npx -y polydev-ai@latest
Or add to `~/.claude.json`:
{
"mcpServers": { "polydev": { "command": "npx", "args": ["-y", "polydev-ai@latest"], "env": { "POLYDEV_USER_TOKEN": "pd_your_token_here" } } } }
Add to your MCP config (usually `~/.cursor/mcp.json` or similar):
{
"mcpServers": { "polydev": { "command": "npx", "args": ["-y", "polydev-ai@latest"], "env": { "POLYDEV_USER_TOKEN": "pd_your_token_here" } } } }
Add to `~/.codex/config.toml`:
[mcp_servers.polydev]
command = "npx" args = ["-y", "polydev-ai@latest"]
[mcp_servers.polydev.env] POLYDEV_USER_TOKEN = "pd_your_token_here"
[mcp_servers.polydev.timeouts] tool_timeout = 180 session_timeout = 600
Once connected, your agent can call:
{
"tool": "get_perspectives", "arguments": { "prompt": "How should I refactor this authentication flow?" } }
Or just mention "polydev" or "perspectives" in your prompt:
"Use polydev to debug this infinite loop"
"Get perspectives on: Should I use Redis or PostgreSQL for caching?"
Already paying for ChatGPT Plus, Claude Pro, or Gemini Advanced? Use those subscriptions directly through your CLI tools.
| Subscription | CLI Tool | Setup |
|---|---|---|
| Claude Pro ($20/mo) | Claude Code | claude login |
| ChatGPT Plus ($20/mo) | Codex CLI | codex login |
| Gemini Advanced ($20/mo) | Gemini CLI | gemini login |
Polydev can route requests through your authenticated CLI sessions — your subscription quota is used, no extra API costs.
Create a .env.local file:
# Database
NEXT_PUBLIC_SUPABASE_URL=your_supabase_url NEXT_PUBLIC_SUPABASE_ANON_KEY=your_anon_key SUPABASE_SERVICE_ROLE_KEY=your_service_role_key
OPENAI_API_KEY=sk-... ANTHROPIC_API_KEY=sk-ant-... GOOGLE_API_KEY=... XAI_API_KEY=...
cd supabase && supabase db push
npm run dev
Our approach achieves 74.6% on SWE-bench Verified (Resolve@2), matching Claude Opus at 62% lower cost.
| Approach | Resolution Rate | Cost/Instance |
|---|---|---|
| Claude Haiku (baseline) | 64.6% | $0.18 |
| + Polydev consultation | 66.6% | $0.24 |
| Resolve@2 (best of both) | 74.6% | $0.37 |
| Claude Opus (reference) | 74.4% | $0.97 |
[Read the full paper →](https://polydev.ai/articles/swe-bench-paper)
polydev/
├── src/ # Next.js application │ ├── app/ # App router pages & API routes │ ├── components/ # React components │ ├── hooks/ # Custom React hooks │ └── lib/ # Utilities and services ├── mcp/ # MCP server implementation ├── supabase/ # Database migrations ├── docs/ # Documentation └── public/ # Static assets
Contributions are welcome! Please read our contributing guidelines before submitting PRs.
# Fork the repository, then:
git clone https://github.com/YOUR_USERNAME/polydev.git
```sh
cd polydev && npm install
```sh
git checkout -b feature/amazing-feature
```sh
git commit -m 'Add amazing feature'
```sh
git push origin feature/amazing-feature
Then open a Pull Request.
MIT License - see LICENSE for details.
Built by Polydev AI
Multi-model consultation for better code