GoatCounter MCP Server for LangChainGive LangChain instant access to 14 tools to Count Hits, Create Site, Download Export, and more
LangChain is the leading Python framework for composable LLM applications. Connect GoatCounter through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.
Ask AI about this MCP Server for LangChain
The GoatCounter MCP Server for LangChain is a standout in the Productivity category — giving your AI agent 14 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
async with MultiServerMCPClient({
"goatcounter": {
"transport": "streamable_http",
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
}
}) as client:
tools = client.get_tools()
agent = create_react_agent(
ChatOpenAI(model="gpt-4o"),
tools,
)
response = await agent.ainvoke({
"messages": [{
"role": "user",
"content": "Using GoatCounter, show me what tools are available.",
}]
})
print(response["messages"][-1].content)
asyncio.run(main())
* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
About GoatCounter MCP Server
Connect your GoatCounter account to any AI agent to monitor your web traffic without compromising user privacy. This MCP server allows you to query detailed statistics, manage site configurations, and handle data exports through natural conversation.
LangChain's ecosystem of 500+ components combines seamlessly with GoatCounter through native MCP adapters. Connect 14 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.
What you can do
- Traffic Insights — Retrieve pageview counts, total hits, and referral statistics for specific paths.
- Visitor Analytics — Break down stats by categories such as browsers, operating systems, locations, and languages.
- Data Portability — Initiate, monitor, and download full CSV/JSON data exports for external analysis.
- Site Management — List all your registered sites, create new ones, or update existing site configurations.
- Custom Event Tracking — Send hits or events directly from your backend or middleware to your GoatCounter dashboard.
The GoatCounter MCP Server exposes 14 tools through the Vinkius. Connect it to LangChain in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
All 14 GoatCounter tools available for LangChain
When LangChain connects to GoatCounter through Vinkius, your AI agent gets direct access to every tool listed below — spanning web-analytics, privacy-focused, traffic-monitoring, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.
Count hits on GoatCounter
Send pageviews or events to GoatCounter
Create site on GoatCounter
Create a new site
Download export on GoatCounter
Download a completed export file
Get export on GoatCounter
Get export status and metadata
Get me on GoatCounter
Get current user and API key info
Get site on GoatCounter
Detailed information about a site
Get stats hits on GoatCounter
Overview of pageviews per path
Get stats hits path on GoatCounter
Referral statistics for a specific path
Get stats page on GoatCounter
Stats for specific categories (browsers, systems, etc)
Get stats page detail on GoatCounter
g., browser versions). Detailed stats for a specific item in a category
Get stats total on GoatCounter
Total pageview counts for a date range
List sites on GoatCounter
List all sites accessible by the user
Start export on GoatCounter
Returns an export ID to check status. Start a new data export in the background
Update site on GoatCounter
Update site settings
Connect GoatCounter to LangChain via MCP
Follow these steps to wire GoatCounter into LangChain. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Install dependencies
pip install langchain langchain-mcp-adapters langgraph langchain-openaiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the agent
python agent.pyExplore tools
Why Use LangChain with the GoatCounter MCP Server
LangChain provides unique advantages when paired with GoatCounter through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine GoatCounter MCP tools with 500+ LangChain components
Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
Memory and conversation persistence let agents maintain context across GoatCounter queries for multi-turn workflows
GoatCounter + LangChain Use Cases
Practical scenarios where LangChain combined with the GoatCounter MCP Server delivers measurable value.
RAG with live data: combine GoatCounter tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query GoatCounter, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain GoatCounter tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every GoatCounter tool call, measure latency, and optimize your agent's performance
Example Prompts for GoatCounter in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with GoatCounter immediately.
"Show me the total pageview counts for the last 30 days."
"List all the sites registered in my GoatCounter account."
"Get detailed stats for browser versions used by my visitors."
Troubleshooting GoatCounter MCP Server with LangChain
Common issues when connecting GoatCounter to LangChain through Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersGoatCounter + LangChain FAQ
Common questions about integrating GoatCounter MCP Server with LangChain.
How does LangChain connect to MCP servers?
langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.Which LangChain agent types work with MCP?
Can I trace MCP tool calls in LangSmith?
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