Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Search your Mac's files by name and by text inside documents. Local index, Korean-aware.
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。
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": {
"lupa": {
"command": "npx",
"args": [
"-y",
"lupa-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add lupa -- npx -y lupa-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"lupa": {
"command": "npx",
"args": [
"-y",
"lupa-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。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"lupa": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"lupa-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7日
注册名称已通过 GitHub 账户 under71 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。
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(0.3.1)于14天前进入注册中心。
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:Context7, Codebase Memory, Exa
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
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
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 your AI agent search the documents on your Mac — by what's written inside them.
An MCP server for Lupa, a macOS file search app with its own index. Your agent asks Lupa; Lupa answers from a local index in ~30 ms. Nothing touches the network.
"find the contract that mentions the penalty clause"
↓ lupa_search → ranked paths + matching snippets lupa_read → the document's text, without opening the file
Searches file names and document contents: PDF, Word, Excel, PowerPoint, plain text, Hangul HWP/HWPX, and scanned PDFs read with OCR.
find / grep / mdfind | lupa-mcp | |
|---|---|---|
| Searches inside PDF, DOCX, HWP | no | yes |
| Scanned documents (OCR) | no | yes |
| Korean partial words and particles | poorly | yes — 보호정책 finds 정보보호정책서.hwp |
| Speed on a large disk | seconds | ~30 ms (indexed) |
| Agent needs file system access | yes | no — Lupa reads the files, not your agent |
That last row is the point. Your agent gets document contents without you granting it access to your disk.
The Lupa app must be installed — this server reads the index that Lupa builds; it does not index anything itself.
macOS only.
Claude Code
claude mcp add lupa -- npx -y lupa-mcp
Claude Desktop / Cursor / any MCP client — add to the client's MCP config:
{
"mcpServers": { "lupa": { "command": "/bin/zsh", "args": ["-lc", "npx -y lupa-mcp"] } } }
That's it. No API key, no account, no configuration.
Why `/bin/zsh -lc`? GUI apps don't inherit your shell's PATH, so a bare
"command": "npx"fails to start withenv: npx: No such file or directory
(measured on Claude Desktop and Aside). A login shell finds
npxwherever it lives —
Homebrew, nvm, or a system install. In a terminal-based client (Claude Code, Codex)
plain
npx -y lupa-mcpis fine.
Agents: don't run `lupa-search` through your shell. Sandboxed agent shells
(Aside, Codex) kill the App Store-signed CLI at launch — exit code 133 or 134.
Register this MCP server instead; it starts outside that sandbox.
Full guide: https://lupa.kr/agents.html
lupa_search| argument | default | meaning |
|---|---|---|
query | — | see syntax below |
limit | 10 | results to return (max 50) |
names_only | false | file names only, ignore contents (faster) |
snippet_chars | 160 | truncate each snippet (0 = none) |
lupa_readReturns the text Lupa already extracted from a file — cheaper than reading the original, and it works for formats your agent cannot parse. Requires Lupa 2.0 or later.
| argument | default | meaning |
|---|---|---|
path | — | absolute path, as returned by lupa_search |
max_chars | 8000 | cap the returned text (0 = no limit) |
word1 word2 files matching ALL words rank first
n:word file name only (name:, 이름:, 文件名:) c:word document content only (content:, 내용:, 内容:) f:word folder path contains (폴더:, 文件夹:) -word exclude "exact phrase" literal match .pdf *.mp3 report* extension / wildcard kind:document document · pdf · hwp · image · video · audio · code · archive · app size:>10mb size:<1mb date:today date:week · date:month · date:7d · date:2026-06
Korean and Chinese prefixes work too (종류: 크기: 날짜: / 种类: 大小: 日期:).
Korean is handled properly — partial words inside compounds and attached particles both match, which is what Spotlight gets wrong.
Every tool call is recorded on your Mac so you can see what an agent searched for and which files it was shown:
~/Library/Logs/Lupa/mcp-audit.jsonl
Each line has the time, the calling client (e.g. Claude Code, Cursor), the tool, the query or path, the paths returned, and whether it succeeded. Snippets and document text are not logged. The file is readable only by you (0600) and never leaves the Mac.
Lines are hash-chained: each entry includes the hash of the previous one, so editing or removing a line is detected. This makes the log *tamper-evident*, not tamper-proof — deleting the whole file and starting over is still possible.
npx lupa-mcp audit # last 20 calls
npx lupa-mcp audit -n 100 npx lupa-mcp audit --verify # exit 0 if the chain is intact, 1 if a line was changed or removed
Turn it off with LUPA_MCP_AUDIT=off, or move it with LUPA_MCP_AUDIT_PATH=/path/to/file.jsonl.
Everything runs on your Mac. Lupa has no network code at all, and this server only launches Lupa's bundled command-line tool and passes the results to your agent. Nothing is uploaded, and there is no telemetry.
lupa_read truncates long files.LUPA_SEARCH_PATH to the lupa-search binary inside the app bundle.| message | fix |
|---|---|
| "Lupa를 찾을 수 없습니다" / not found | Install Lupa from the Mac App Store |
| "검색 인덱스가 없습니다" | Open Lupa, add folders, wait for indexing |
| "본문 읽기를 지원하지 않습니다" | Update Lupa to 2.0 or later |
| No results for a file you know exists | Its folder may not be registered in Lupa |
MIT