Groundlink

io.github.ohhavefunPublished by GitHub account ohhavefunv0.1.1Updated Oct 27, 2026

Cited web search for MCP hosts. Returns source-bearing results from Groundlink.

VerifiedSTDIODesktop onlyWeb Search & Scraping

Overview

AI-generated overview

Groundlink gives an MCP host one cited web-search tool that returns source-bearing results with titles, URLs, snippets and sources.

What you can do
  • Run a web search query and get back source-bearing results with title, URL, snippet and source fields.
  • Limit how many results come back per call, from 1 to 10, defaulting to 5.
  • Combine results from Wikipedia and DuckDuckGo behind a single search tool.
When to use it
Useful when the assistant should answer factual questions from evidence and cite URLs rather than guess, in hosts such as Claude Desktop or Cursor.
Requirements
Runs as a local stdio process from the npm package groundlink-mcp, launched by the MCP host (for example via npx). Requires a Groundlink API key in the GROUNDLINK_API_KEY environment variable. Optional GROUNDLINK_BASE_URL and GROUNDLINK_MAX_RESULTS settings. Network access to the Groundlink HTTPS API.
Before you install
Every search is billed: each key starts with 100 free test queries, then prepaid credits at $0.001 per query, and running out returns a 402 tool error. The API key is a secret; keep it out of repositories and shared configuration files. Queries are sent to the Groundlink service, which combines Wikipedia and DuckDuckGo results.

Installation

In SourceWeft

  1. Open Groundlink in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

Groundlink MCP Server

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: [email protected] is 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:

IntegrationWhat it isInstall
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 agentspip 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.

Where Groundlink is listed

[Listed on mcpservers.org]


langchain-groundlink (Python / LangChain)

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):

bash
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:

python
from langchain_groundlink import GroundlinkSearchTool
tool = GroundlinkSearchTool(api_key="glk_your_trial_key")  # or export GROUNDLINK_API_KEYresult = tool.invoke({"query": "Who was Ada Lovelace?"})print(result)

Full usage, configuration, and error handling are in langchain-groundlink/README.md.


Groundlink MCP Server

Use Groundlink's cited web-search results from any Model Context Protocol (MCP) host below.

FieldValue
Tool namegroundlink_search
Input{ query: string, max_results?: number }
max_results1–10; default 5 (or GROUNDLINK_MAX_RESULTS)
OutputJSON: { 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.

Install and run

You need a Groundlink API key (glk_...). Ask the Groundlink operator for one or obtain one through the Groundlink onboarding flow.

bash
npm install -g groundlink-mcpexport GROUNDLINK_API_KEY=glk_your_key_heregroundlink-mcp

Alternatively, an MCP host can execute the package without a global install:

bash
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.

Configuration

VariableRequiredDefaultMeaning
GROUNDLINK_API_KEYYes—API key used for every Groundlink request.
GROUNDLINK_BASE_URLNoGroundlink live URLOverride only for a compatible deployment.
GROUNDLINK_MAX_RESULTSNo5Default results per tool call; capped at 10.

Claude Desktop configuration

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.

json
{  "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.

What happens on errors

  • Missing GROUNDLINK_API_KEY: the server exits at startup with a clear setup error.
  • API key rejected (401): returned to the MCP host as a tool error; correct the key rather than retrying.
  • No remaining free or prepaid credits (402): returned as a tool error; fund the key before another search.
  • Search-source outage (502): returned as a tool error; a short retry may help.

Marketplace description

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.

Development and release checks

bash
bun installbun run typecheckbun run build             # emits executable dist/index.jsbun run test              # MCP stdio smoke testnpm 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.

Source: README.md at commit f79fec4

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v0.1.1LatestSep 16, 2026

Score

40% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

    Declare a license in the repository or the registry entry.