Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Cited web search for MCP hosts. Returns source-bearing results from Groundlink.
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。
GROUNDLINK_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": {
"groundlink": {
"command": "npx",
"args": [
"-y",
"groundlink-mcp"
],
"env": {
"GROUNDLINK_API_KEY": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add groundlink --env GROUNDLINK_API_KEY=your-value -- npx -y groundlink-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": {
"groundlink": {
"command": "npx",
"args": [
"-y",
"groundlink-mcp"
],
"env": {
"GROUNDLINK_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": {
"groundlink": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"groundlink-mcp"
],
"env": {
"GROUNDLINK_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6日
注册名称已通过 GitHub 账户 ohhavefun 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:GROUNDLINK_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(0.1.1)于3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: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。
Use Groundlink's cited web-search results from any Model Context Protocol (MCP) host. The server exposes one focused tool, groundlink_search, which sends a query to Groundlink and returns source-bearing results (title, url, snippet, and source) for the model to use when it needs evidence rather than a guess.
Groundlink currently combines Wikipedia and DuckDuckGo results. Each Groundlink API key includes 100 free test queries; after that, prepaid usage is $0.001 per query (one credit per query).
Package:
groundlink-mcp@0.1.1is published on npm.
Source: https://github.com/ohhavefun/groundlink
This repository is the home of Groundlink's official developer integrations. There are two, both maintained here:
| Integration | What it is | Install |
|---|---|---|
| groundlink-mcp (MCP server) | Exposes Groundlink to any MCP host (Claude, Cursor, …) | npm install -g groundlink-mcp (also on the official MCP registry as io.github.ohhavefun/groundlink) |
| langchain-groundlink (Python/LangChain) | A GroundlinkSearchTool for Python agents | pip install "langchain-groundlink @ git+https://github.com/ohhavefun/groundlink#subdirectory=langchain-groundlink" |
Both use the same free trial keys (100 queries) from the Groundlink onboarding, then prepaid usage at $0.001/query.
Use Groundlink's cited search from any Python agent or BaseTool pipeline. The tool returns source-bearing results (title, url, snippet, source) so your agent answers from evidence and can cite it.
Install from GitHub (the package is intentionally not on PyPI):
pip install "langchain-groundlink @ git+https://github.com/ohhavefun/groundlink#subdirectory=langchain-groundlink"
Quick usage (10 seconds): get a free key from the docs, then:
from langchain_groundlink import GroundlinkSearchTool
tool = GroundlinkSearchTool(api_key="glk_your_trial_key") # or export GROUNDLINK_API_KEY result = tool.invoke({"query": "Who was Ada Lovelace?"}) print(result)
Full usage, configuration, and error handling are in langchain-groundlink/README.md.
Use Groundlink's cited web-search results from any Model Context Protocol (MCP) host below.
| Field | Value |
|---|---|
| Tool name | groundlink_search |
| Input | { query: string, max_results?: number } |
max_results | 1–10; default 5 (or GROUNDLINK_MAX_RESULTS) |
| Output | JSON: { query, results: [{ title, url, snippet, source }], meta } |
Use it for factual questions where the host should return URLs/sources with its answer. The MCP server is deliberately thin: it forwards the query to the Groundlink HTTPS API and returns the API response over MCP stdio.
You need a Groundlink API key (glk_...). Ask the Groundlink operator for one or obtain one through the Groundlink onboarding flow.
npm install -g groundlink-mcp
export GROUNDLINK_API_KEY=glk_your_key_here groundlink-mcp
Alternatively, an MCP host can execute the package without a global install:
npx -y groundlink-mcp
The process uses stdio; it does not open an HTTP port or print normal output to stdout. MCP hosts should launch it rather than running it interactively.
| Variable | Required | Default | Meaning |
|---|---|---|---|
GROUNDLINK_API_KEY | Yes | — | API key used for every Groundlink request. |
GROUNDLINK_BASE_URL | No | Groundlink live URL | Override only for a compatible deployment. |
GROUNDLINK_MAX_RESULTS | No | 5 | Default results per tool call; capped at 10. |
Add this entry to Claude Desktop's MCP configuration file and restart Claude Desktop. Keep the API key private: do not commit it to a repository or share the configuration file.
{
"mcpServers": { "groundlink": { "command": "npx", "args": ["-y", "groundlink-mcp"], "env": { "GROUNDLINK_API_KEY": "glk_your_key_here" } } } }
If the package is installed globally, use "command": "groundlink-mcp" and omit args. For hosts that need an absolute executable path, point command at the installed groundlink-mcp binary.
GROUNDLINK_API_KEY: the server exits at startup with a clear setup error.Groundlink — cited web search for MCP. Give Claude, Cursor, and other MCP hosts one groundlink_search tool that returns source-bearing results instead of unsupported factual guesses. Every key starts with 100 free tests, then usage is $0.001 per query through prepaid credits.
bun install
bun run typecheck bun run build # emits executable dist/index.js bun run test # MCP stdio smoke test npm run pack:check # inspect the npm tarball without publishing
The npm package intentionally ships only the compiled dist/ runtime, this README, and npm's required package metadata. Source and smoke tests stay out of the tarball.