原型 · 预览版:收录官方注册中心里的全部服务器,每 30 分钟同步一次。评价和账户功能将在后续阶段推出。
PopNx MCP为使用 AI 的人准备的 MCP 服务器 · 用大白话讲清楚

AI Context

作者:vibgrate版本 2026.1103.2i★ –i在你的电脑上运行
注册名称com.vibgrate/ai-context

安装

概览

作者提供的说明(英文原文)

Local-first MCP server: version-correct library docs, code map, and offline drift for your repo.

PopNx MCP 的三大支柱

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。

它能帮你做什么

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。

  • 连接方式: 在你的电脑上运行
  • 传输方式: stdio
  • 分类: 其他

安装

选择你使用的 AI 应用,然后复制设置。

安装之前

  • 基础检查:1 项中通过 1 项
  • 在你的电脑上运行,拥有你的用户账户的权限(文件、网络、应用)。
  • 注册中心没有列出需要填写的密钥。

你需要

  • npm已安装 Node.js(用于 npx 命令)

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": {
    "ai-context": {
      "command": "npx",
      "args": [
        "-y",
        "@vibgrate/cli",
        "vg",
        "serve"
      ]
    }
  }
}

在终端中运行这条命令

claude mcp add ai-context -- npx -y @vibgrate/cli vg serve

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "ai-context": {
      "command": "npx",
      "args": [
        "-y",
        "@vibgrate/cli",
        "vg",
        "serve"
      ]
    }
  }
}

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。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "ai-context": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@vibgrate/cli",
        "vg",
        "serve"
      ]
    }
  }
}

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。

它能做什么

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。

基础检查i

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

  • ✓ 通过

    作者与仓库一致

    注册名称已通过域名 vibgrate.com 验证(注册中心会核实域名所有权)

  • … 尚未检查

    仍在维护

    我们还没有从 GitHub 读取这个仓库

  • … 尚未检查

    有许可证

    我们还没有从 GitHub 读取这个仓库

  • – 不适用

    端点有响应

    它在你的电脑上运行,没有互联网端点

  • – 不适用

    使用 OAuth 登录

    在你的电脑上运行,改用本地设置

  • … 尚未检查

    工具描述中没有隐藏指令

    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“其他”中的其他服务器比较i

  • 星标数多于此分类中其他 32602 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 32602 个服务器的 92% 更新
  • 基础检查结果等于或优于此分类中其他 32602 个服务器的 100%

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。

常见问题

AI Context 安全吗?

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。

它需要哪些密钥或代码?

注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。

它在我的电脑上运行还是在云端?

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)。

它还在维护吗?

GitHub 仓库最后更新于–,最新版本(2026.1103.2)于3天前进入注册中心。

哪些应用可以使用它?

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。

有什么可以替代它?

同一分类中有:Spec Driven Development, Remote Desktop Commander, Rystic

替代选择

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

Spec Driven Development

作者:formulahendry

MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

在你的电脑上运行★ 440MIT14个月前更新
安装

Remote Desktop Commander

作者:desktop-commander

Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

在云端运行★ 211前天更新
安装

Rystic

作者:Rystic-Inc

Start, seed, clock, inspect and diff Rystic API simulators from your agent.

在你的电脑上运行今天更新
安装

作者的 README

打开 README

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。

@vibgrate/cli

Local codebase intelligence for AI coding agents — graph, drift, and version-correct docs on your machine

Want to help? See CONTRIBUTING.md and good first issues.

npx @vibgrate/cli scan          # drift score + upgrade priorities

npm install -D @vibgrate/cli # install for repeat runs

vg answers three questions for any repo:

  1. What is this codebase? — A deterministic code graph: call trees, import paths, impact surfaces, dependency facts.
  2. How far behind is it? — A ranked [DriftScore](https://vibgrate.com/driftscore) (0–100) with runtime/framework lag, dependency age and EOL proximity, and a prioritized fix list. Exposure is scored separately as a [RiskScore](https://vibgrate.com/riskscore); the two together are the [DriftRisk Index](https://vibgrate.com/driftrisk). The full methodology — formulas, sources, and limitations — is published as a whitepaper under CC BY 4.0 (DOI 10.5281/zenodo.21336304).
  3. Can we fix it here? — VG Code, a coding agent whose search tool is the code graph, not a grep — in your terminal as vg code and as the VG Code panel in Vibgrate for VS Code — plus vg fix, ranked upgrade plans it can apply.

Everything runs on your machine. No API key, no network call, no data leaving your repo unless you explicitly push. The vibgrate command is an alias for vg — they are interchangeable.


See it run

A real vg scan replay — drift score, breakdown, and ranked priorities in one command. Animation plays right here on GitHub; nothing runs in your browser.

▶ Try the live, interactive CLI simulator →

Step through every command ( scan , build , ask , why , …) against real sample repos.


Try it in 10 seconds

No install, no signup:

npx @vibgrate/cli scan          # drift score + upgrade priorities

npx @vibgrate/cli build # build the code graph npx @vibgrate/cli ask "what does AuthService do?" npx @vibgrate/cli code # a coding agent — it asks before every edit

Install for repeat runs:

npm install -D @vibgrate/cli

npx vg scan # vg is the primary command; vibgrate is an alias

Local binaries live in node_modules/.bin — use npx vg (or an npm script) unless you install globally.


Windows installation

Windows is supported with Node.js 24 or newer. PowerShell is the preferred shell for the Windows installer:

irm https://vibgrate.com/install.ps1 | iex

If you prefer npm, install the CLI globally:

npm install -g @vibgrate/cli

For a one-off run without changing PATH, use:

npx @vibgrate/cli scan

A global npm install places the vg.cmd and vibgrate.cmd shims in npm's global prefix. Check the exact location with npm config get prefix; if vg is not found, add that directory to your user PATH, then open a new PowerShell window. Verify the installation with:

vg --help

vg doctor

vg doctor is a read-only diagnostic command. If vg conflicts with another command on your system, use the identical vibgrate command instead. Command examples elsewhere in this README use POSIX path syntax; adapt paths to PowerShell on Windows.


Use it with your AI assistant

vg serve starts [Vibgrate AI Context](https://vibgrate.com/library) — a local-first MCP server that gives any MCP-compatible assistant (Claude, Cursor, Windsurf, Copilot, Gemini CLI, …) your code map, offline drift, local models, and version-correct library docs, all from your machine (no account, nothing uploaded; thin local docs fall through to the hosted catalog unless you pass --local). No context-window stuffing, no hallucinated APIs. The map keeps itself fresh: when files change — including edits the assistant itself just made — the next tool call rebuilds it incrementally before answering, with no watcher or daemon involved.

node-turborepo/serve — vg serve --http starts Vibgrate AI Context. Live simulator .

Wire it up in one command:

vg install                      # interactive: pick your assistant(s) and done

vg install --all # install for every detected assistant at once

This writes the MCP config for your chosen tool(s) and installs a skill that teaches the assistant how to query the graph. After reloading your assistant you get graph-aware answers: call trees, impact analysis, drift findings, version-correct library docs — all from local data. The token savings are measured and published, methodology included, at vibgrate.com/cli/benchmarks/token-savings.

Browse all 21+ supported assistants and their skill descriptions at [vibgrate.com/skills](https://vibgrate.com/skills).

Cut what your assistant re-reads: context compression

Every turn, your AI assistant re-sends the whole conversation — including the 20,000-line test log, the 400-row JSON payload, and the grep output it has already acted on. You pay for that context again on every step. Vibgrate CLI compresses tool output and older turns before they reach the model, keeps the originals retrievable on your machine, and reports what it saved.

vg install claude --compress    # point Claude Code at the listener and start it (undo with `vg uninstall claude`)

vg savings # tokens and estimated dollars saved, today / 7 days / 30 days

There is no separate command to learn: compression is a mode of the server you already run and a flag on the installer you already use. vg install --compress writes the agent's own base-URL config, starts the listener in the background (or reuses one already running) and, for Claude Code, adds a SessionStart hook that brings it back after a reboot. vg serve --compress serves the code map and compresses in one foreground process; vg serve --compress --background starts only the listener and returns. For a single session without writing any config, vg serve --compress claude runs one agent through it and restores your environment when it exits. Inside vg code it is already on — bulky tool results are compressed before they re-enter the loop, and the model can pull any original back with vg_retrieve.

What it does, in the order it runs:

  • Routes each block by what it is — JSON arrays, logs and build output, grep results, diffs, HTML, tables, config files, source code, prose — and applies the compressor built for that shape. Errors, ids, stack traces and the lines that match what you asked are always kept.
  • Lossless first. Repeated lines, grep headings and diff index lines fold into byte-reversible markers. Lossy compression runs only when it saves clearly more, and never on file reads or edits, so read-then-edit stays exact.
  • Nothing is lost. Compressed blocks carry a marker; the model (or you, with vg serve retrieve ) can pull back the original or just the slice it needs. Originals live in a short-lived local store — nothing is uploaded.
  • Prefix-cache aware. The default cache mode compresses only the newest turn so your provider's prompt cache keeps hitting; token mode compresses everything eligible for the largest saving.
  • Works with any agent. vg install --compress supports Claude Code, Codex, Cursor, Aider, Copilot, OpenCode, Cline, Continue, Goose, OpenHands, Gemini CLI, Kimi, Grok and more; vg uninstall restores their config byte-for-byte. Or use the SDK wrappers for the Anthropic, OpenAI and Vercel AI SDK shapes.

Everything runs locally and offline. The listener binds to loopback, forwards your provider credentials untouched, redacts secret shapes before anything is written to disk, and never phones home. vg serve config lists every knob and vg serve config set KEY VALUE changes one.

Tools

vg serve exposes 24 MCP tools (plus two memory tools with --memory):

  • orient — start here: project overview, entry points, where to look first.
  • search_symbols — find a symbol by name or literal string.
  • query_graph — find code by meaning: symptoms, relationships, what-breaks-if.
  • get_node — inspect one symbol: signature, callers, callees, area.
  • find_path — shortest connection between two symbols, with each hop's edge kind; calls_only follows calls and gives each call-site line.
  • impact_of — blast radius of a change: dependents, files, covering tests, risk.
  • tests_for — which tests cover a symbol.
  • get_graph_summary — code map overview: counts, languages, top areas and hubs.
  • list_areas — code areas (communities) by size.
  • list_hubs — most-depended-on symbols.
  • get_facts — deterministic facts for a node (contract / invariant / characterization).
  • guide_node — cited standards and practices for a node (OWASP/CWE).
  • check_drift — offline dependency inventory with optional git who-added attribution.
  • vuln_attribution — who introduced each open vulnerability, exposure windows, CRA remediation metrics.
  • list_vulnerabilities — known vulnerabilities from the last vg scan --vulns: CVE, severity, CVSS, fixed version, and EPSS or known-exploited fields when that scan recorded them.
  • upgrade_impact — what breaks if you upgrade a package: major distance, import blast radius, vulns fixed.
  • list_models — local models on disk (Ollama / LM Studio / gguf).
  • resolve_library — resolve a library to its canonical id and the version your project uses.
  • library_docs — version-correct usage docs for a library, sliced to a token

只显示了开头部分;其余内容请在仓库中阅读

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