io.github.ohhavefun/groundlink is an MCP server that cited web search for MCP hosts. Returns source-bearing results from Groundlink. Its tool list has not been published yet over stdio and sse, requires no API key, and scores 58/100 on MCPpedia's security, maintenance and efficiency rubric.
Config is the same across clients — only the file and path differ.
{
"mcpServers": {
"groundlink": {
"env": {
"GROUNDLINK_API_KEY": "glk_your_key_here"
},
"args": [
"-y",
"groundlink-mcp"
],
"command": "npx"
}
}
}Are you the author?
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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
Run this in your terminal to verify the server starts. Then let us know if it worked — your result helps other developers.
npx -y 'groundlink-mcp' 2>&1 | head -1 && echo "✓ Server started successfully"
After testing, let us know if it worked:
Five weighted categories — click any category to see the underlying evidence.
No known CVEs.
Checked groundlink-mcp against OSV.dev.
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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 Gr |