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

Lain

作者:spuentesp版本 0.10.0i★ –i在你的电脑上运行
注册名称io.github.spuentesp/lain

安装

概览

作者提供的说明(英文原文)

High-performance knowledge graph MCP server for AI coding agents with semantic search.

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: 搜索与 AI 记忆

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": {
    "lain": {
      "command": "npx",
      "args": [
        "-y",
        "@spuentesp/lain-mcp"
      ]
    }
  }
}

在终端中运行这条命令

claude mcp add lain -- npx -y @spuentesp/lain-mcp

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": {
    "lain": {
      "command": "npx",
      "args": [
        "-y",
        "@spuentesp/lain-mcp"
      ]
    }
  }
}

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": {
    "lain": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@spuentesp/lain-mcp"
      ]
    }
  }
}

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6日

  • ✓ 通过

    作者与仓库一致

    注册名称已通过 GitHub 账户 spuentesp 验证,该账户拥有此仓库

  • … 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“搜索与 AI 记忆”中的其他服务器比较i

  • 星标数多于此分类中其他 7248 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 7248 个服务器的 61% 更新
  • 基础检查结果等于或优于此分类中其他 7248 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

Lain 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(0.10.0)于23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:Context7, Codebase Memory, Exa

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

Context7

作者:upstash

Up-to-date docs for AI agents

电脑或云端★ 64,224MIT今天更新
安装

Codebase Memory

作者:DeusData

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

在你的电脑上运行★ 48,148MIT20天前更新
安装

Exa

作者:exa-labs

Connect AI agents to Exa for web search, content fetching, and multi-step research.

在云端运行★ 5,213MIT上个月更新
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。

Lain

A code graph for coding agents. Lain maps callers, dependencies, symbols, and Git co-changes, then exposes them through the Model Context Protocol (MCP). Before an agent edits a function, it can inspect what depends on it and how the rest of the code reaches it.

The demo traces a symbol across the bytes and tokio repositories. Agents query the same graph through MCP; the browser shows what Lain indexed and where an answer came from.

Ask your agent:

If I change validate_token, what breaks?

Show me the call chain from entry to helper_a. Which files usually change with auth.rs? Is another agent already editing this code?

Lain answers with symbol names and source paths from a local index. The index stays on disk between runs and can cover more than one repository. It follows commits, not uncommitted edits: after committing, a re-index pass (lain reindex or a fresh session) brings it current — and answers that may miss recent work say so instead of going quiet. Semantic search is optional; graph queries work without an embedding model.

Install

Using the release installer:

curl -fsSL https://raw.githubusercontent.com/spuentesp/lain/main/install.sh | bash

source ~/.zshrc # or ~/.bashrc lain --version

Or from npm (macOS, Linux, and x64 Windows):

npm install -g @spuentesp/lain-mcp

lain --version

Two npm notes:

  • npm install -g fails with EEXIST when an unrelated lain file already sits in npm's global bin directory — for example an older manual copy in ~/.local/bin when your npm prefix is ~/.local. The npm error itself cannot tell the file is unrelated; move or remove it, or install under a different prefix: npm install -g --prefix ~/.local/lain-npm @spuentesp/lain-mcp (then add ~/.local/lain-npm/bin to your PATH).
  • If npm install scripts were disabled (--ignore-scripts, a locked-down CI), the platform binary is not fetched during install. The first lain run downloads and verifies it, so that first run needs network access; once cached, lain works offline.

Rust 1.89 or newer is only needed when building from source. The quickstart covers non-interactive installation and the optional local embedding model.

Connect an agent

Run one setup command from the repository you want Lain to index:

lain setup --agent claude-code

lain setup --agent codex lain setup --agent cursor lain setup --agent vscode lain setup --agent continue

Use lain setup --agent generic for another MCP host. Each adapter writes the client's own configuration — claude mcp add for Claude Code, ~/.codex/config.toml for Codex, ~/.cursor/mcp.json for Cursor, .vscode/mcp.json (or the user-scoped mcp.json) for VS Code, a block file under the repository's .continue/mcpServers/ for Continue. generic writes this project-level .mcp.json:

{

"mcpServers": { "lain": { "command": "/home/you/.local/lain/lain", "args": ["mcp"] } } }

command is always the absolute path of the lain binary that ran setup — not the bare name — so the agent runs the same binary no matter which PATH it inherits. That path depends on the install: the release installer puts the binary at ~/.local/lain/lain, while the npm package registers the verified cache binary it launches (~/.cache/lain/ / /lain on Linux, ~/Library/Caches/lain/… on macOS, %LOCALAPPDATA%\lain\Cache\… on Windows). Setup finishes by starting exactly that command once and verifying the MCP handshake.

On a terminal, lain setup without --agent asks which client to configure (Enter picks Claude Code), and without --lsp asks which optional language servers to install (Enter installs none). Non-interactive runs default to generic and no language servers, so scripts should pass --agent and --lsp explicitly.

Restart the agent after setup. Lain walks up from the agent's working directory to find .git, builds .lain/graph.bin, and serves the repository over stdio. No repos.yaml is needed for one repository.

Languages

Parsers for Rust, Python, TypeScript, JavaScript, Go, Java, C, C++, C#, Ruby, Swift, Kotlin, Scala and PHP are built into the binary, as are the blocks of Vue and Svelte components. Every one gets definitions and a call graph with nothing else installed.

Language servers are optional and only add precision. lain setup lists the languages it found and asks which servers to install; pressing Enter installs none. Non-interactive runs install none unless you name them:

lain setup --lsp python,go      # just these

lain setup --lsp detected # every missing one for this repository lain setup --lsp none

First query

Ask the connected agent:

Use Lain to show the blast radius of validate_token.

Or call the same tool from a terminal:

lain oneshot get_blast_radius validate_token

Use a symbol from your repository in place of validate_token. If the graph isn't ready or an answer looks stale, run lain doctor.

Multiple repositories

lain repos add bytes https://github.com/tokio-rs/bytes.git

lain repos add tokio https://github.com/tokio-rs/tokio.git lain workspaces create tokio-stack --members bytes,tokio lain server --config ./repos.yaml --transport http --port 9999

Open http://localhost:9999 for the Command Center. The server listens on localhost only; set LAIN_BIND_ADDR=0.0.0.0 (with LAIN_API_KEYS=key1,…) to expose it on the network. Federation adds organization-wide search and cross-repository blast-radius queries. The federation guide covers configuration, source types, and failure states. After a federation schema upgrade, run lain reindex to rebuild the on-disk graph from the sources.

Check the graph

From a source checkout:

scripts/demo.sh --quick

The script creates a small repository with a known call graph, starts a real Lain server, and compares the answers with that graph. It exits non-zero when a check fails. A full run also records timings against this repository.

What Lain provides

NeedTool or feature
See callers before changing a symbolget_blast_radius, assess_change
Trace how two functions connectget_call_chain
Find architectural entry pointsfind_anchors, list_entry_points
Search by name or meaningfind_symbol, search_code
Follow a symbol across repositoriesget_cross_repo_blast_radius, search_org
Keep agents from editing the same code blindlyintents, presence, and advisory file claims

Static analysis can't prove every dynamic call through a message bus, dependency injection container, or reflective router. explain_dispatch combines static callers with convention matches, runtime traces, and Git co-change evidence; an empty result becomes insufficient_evidence, not a claim that the edit is safe.

Documentation

Start hereCovers
QuickstartInstallation, first query, and first aid
User manualCLI reference, tuning, operation, and troubleshooting
Tool guideMCP tools, arguments, outputs, and limits
Skill bundleAgent-loadable skills and role recipes
FederationMulti-repository configuration and queries
MultiplayerAgent presence, intents, claims, and hooks
ArchitectureGraph construction and design choices
Documentation indexEvery maintained document

Project status

License

MIT — Copyright (c) 2026 spuentesp

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