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)
Metacognitive AI agent oversight: adaptive CPI interrupts for alignment, reflection and safety
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。
YOUR_API_KEY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 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"vibe-check": {
"command": "npx",
"args": [
"-y",
"@pv-bhat/vibe-check-mcp"
],
"env": {
"YOUR_API_KEY": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add vibe-check --env YOUR_API_KEY=your-value -- npx -y @pv-bhat/vibe-check-mcp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": {
"vibe-check": {
"command": "npx",
"args": [
"-y",
"@pv-bhat/vibe-check-mcp"
],
"env": {
"YOUR_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": {
"vibe-check": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@pv-bhat/vibe-check-mcp"
],
"env": {
"YOUR_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。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
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。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
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8日
注册名称已通过 GitHub 账户 PV-Bhat 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
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
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:YOUR_API_KEY
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(1.0.0)于14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。你的电脑上还需要有 Node.js。
同一分类中有:Spec Driven Development, Remote Desktop Commander, VMware Storage
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:↓ 每周下载量i★ 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.
VMware vSphere storage with 16 MCP tools: datastores, iSCSI, vSAN, FC multipath.
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。
This project is in maintenance mode. Active feature development has ended; only maintenance patches (security and bug fixes) are published. v2.9.0 is the latest maintenance release. The server remains fully functional. Community forks and contributions are welcome under the MIT license.
KISS overzealous agents goodbye. Plug & play agent oversight tool.
Based on research:
In our study agents calling Vibe Check improved success +27% and halved harmful actions -41%
Featured on PulseMCP “Most Popular (This Week)” • 5k+ monthly calls on Smithery.ai • research-backed oversight • STDIO + streamable HTTP transport
*Plug-and-play mentor layer that stops agents from over-engineering and keeps them on the minimal viable path — research-backed MCP server keeping LLMs aligned, reflective and safe.*
Trusted by developers across MCP platforms and registries
Run the server directly from npm without a local installation. Requires Node >=20. Choose a transport:
npx -y @pv-bhat/vibe-check-mcp start --stdio
[MCP] stdio transport connected indicates the process is waiting for the client.{
"mcpServers": { "vibe-check-mcp": { "command": "npx", "args": ["-y", "@pv-bhat/vibe-check-mcp", "start", "--stdio"] } } }
npx -y @pv-bhat/vibe-check-mcp start --http --port 2091
curl http://127.0.0.1:2091/healthz to confirm the service is live.http://127.0.0.1:2091/mcp.npx downloads the package on demand for both options. For detailed client setup and other commands like install and doctor, see the documentation below.
Vibe Check MCP keeps agents on the minimal viable path and escalates complexity only when evidence demands it. Vibe Check MCP is a lightweight server implementing Anthropic's Model Context Protocol. It acts as an AI meta-mentor for your agents, interrupting pattern inertia with Chain-Pattern Interrupts (CPI) to prevent Reasoning Lock-In (RLI). Think of it as a rubber-duck debugger for LLMs – a quick sanity check before your agent goes down the wrong path.
Vibe Check MCP pairs a metacognitive signal layer with CPI so agents can pause when risk spikes. Vibe Check surfaces traits, uncertainty, and risk scores; CPI consumes those triggers and enforces an intervention policy before the agent resumes. See the CPI integration guide and the CPI repo at https://github.com/PV-Bhat/cpi for wiring details.
Vibe Check invokes a second LLM to give meta-cognitive feedback to your main agent. Integrating vibe_check calls into agent system prompts and instructing tool calls before irreversible actions significantly improves agent alignment and common-sense. The high-level component map: docs/architecture.md, while the CPI handoff diagram and example shim are captured in docs/integrations/cpi.md.
Large language models can confidently follow flawed plans. Without an external nudge they may spiral into overengineering or misalignment. Vibe Check provides that nudge through short reflective pauses, improving reliability and safety.
| Feature | Description | Benefits |
|---|---|---|
| CPI Adaptive Interrupts | Phase-aware prompts that challenge assumptions | alignment, robustness |
| Multi-provider LLM | Gemini 3.6, Claude 5, GPT-5.6, and OpenRouter support | flexibility |
| History Continuity | Summarizes prior advice when sessionId is supplied | context retention |
| Optional vibe_learn | Log mistakes and fixes for future reflection | self-improvement |
Maintenance Notice: This project is in maintenance mode and is no longer under active feature development. It remains fully functional and available under the MIT license. Community forks are welcome. For details, see the Changelog.
src/utils/models.ts)@google/generative-ai package to the unified @google/genai SDK*, Host headers are validated to block DNS rebinding, and the JSON body cap is explicit and validatednpm audit is clean — 10 advisories resolved across axios, the MCP SDK's Hono stack, form-data, fast-uri, postcss and the test toolchainbody-parser direct dependency was droppedUse a lightweight “constitution” to enforce rules per sessionId that CPI will honor. Eg. constitution rules: “no external network calls,” “prefer unit tests before refactors,” “never write secrets to disk.”
API (tools):
update_constitution({ sessionId, rules }) → merges/sets rule set for the sessionreset_constitution({ sessionId }) → clears session rulescheck_constitution({ sessionId }) → returns effective rules for the session# Clone and install
git clone https://github.com/PV-Bhat/vibe-check-mcp-server.git cd vibe-check-mcp-server npm ci npm run build npm test
Use **npm** for all workflows (`npm ci`, `npm run build`, `npm test`). This project targets Node **>=20**.
Create a .env file with the API keys you plan to use:
# Gemini (default)
GEMINI_API_KEY=your_gemini_api_key
OPENAI_API_KEY=your_openai_api_key OPENROUTER_API_KEY=your_openrouter_api_key ANTHROPIC_API_KEY=your_anthropic_api_key ANTHROPIC_AUTH_TOKEN=your_proxy_bearer_token ANTHROPIC_BASE_URL=https://api.anthropic.com ANTHROPIC_VERSION=2023-06-01
DEFAULT_LLM_PROVIDER=gemini
Gemini runs natively against Google AI Studio (the Gemini Developer API) through the unified @google/genai SDK. Any model ID the provider accepts will work — the table lists the defaults and the suggestions surfaced to agents in the vibe_check tool schema.
| Provider | Default model | Also supported |
|---|---|---|
gemini | gemini-3.6-flash | gemini-3.5-flash, gemini-3.5-flash-lite, gemini-2.5-pro, gemini-2.5-flash |
anthropic | claude-sonnet-5 | claude-opus-5, claude-fable-5, claude-haiku-4-5-20251001 |
openai | gpt-5.6-terra | gpt-5.6-sol, gpt-5.6-luna |
openrouter | *(none — required)* | any OpenRouter slug, e.g. google/gemini-3.6-flash |
Set the default globally with DEFAULT_LLM_PROVIDER / DEFAULT_MODEL, or per call with modelOverride. DEFAULT_MODEL names a model of DEFAULT_LLM_PROVIDER; a call that overrides the provider without naming a model falls through to that provider's default rather than re
只显示了开头部分;其余内容请在仓库中阅读