Google Business Profile MCP Server for LangChain 12 tools — connect in under 2 minutes
LangChain is the leading Python framework for composable LLM applications. Connect Google Business Profile through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.
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Vinkius supports streamable HTTP and SSE.
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({
"google-business-profile": {
"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 Google Business Profile, 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 Google Business Profile MCP Server
Connect your Google Business Profile (formerly Google My Business) account to your AI agent and take control of your local SEO and customer engagement. Use natural language to monitor reviews, reply to feedback, and update your business information across Google Search and Maps.
LangChain's ecosystem of 500+ components combines seamlessly with Google Business Profile through native MCP adapters. Connect 12 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
- Location Management — List and inspect all your business locations, including store codes and operating hours
- Review Monitoring & Replies — Fetch recent customer reviews and draft or post replies directly through the chat
- Local Posts — List and create updates, events, or offers to keep your customers informed and engaged
- Insights & Performance — Retrieve performance metrics to understand how customers find and interact with your business
- Q&A Engagement — Monitor customer questions and provide official answers to improve your profile's helpfulness
The Google Business Profile MCP Server exposes 12 tools through the Vinkius. Connect it to LangChain in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
How to Connect Google Business Profile to LangChain via MCP
Follow these steps to integrate the Google Business Profile MCP Server with LangChain.
Install dependencies
Run pip install langchain langchain-mcp-adapters langgraph langchain-openai
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Run the agent
Save the code and run python agent.py
Explore tools
The agent discovers 12 tools from Google Business Profile via MCP
Why Use LangChain with the Google Business Profile MCP Server
LangChain provides unique advantages when paired with Google Business Profile through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Google Business Profile 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 Google Business Profile queries for multi-turn workflows
Google Business Profile + LangChain Use Cases
Practical scenarios where LangChain combined with the Google Business Profile MCP Server delivers measurable value.
RAG with live data: combine Google Business Profile tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Google Business Profile, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Google Business Profile tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Google Business Profile tool call, measure latency, and optimize your agent's performance
Google Business Profile MCP Tools for LangChain (12)
These 12 tools become available when you connect Google Business Profile to LangChain via MCP:
answer_question
Provide an answer to a customer question
create_review_reply
Reply to a customer review
get_location_details
Get detailed info for a specific location
get_location_insights
Fetch performance metrics for a location
get_review
Get details of a specific review
get_verification_status
Check verification status for a location
list_accounts
List managed Google Business accounts
list_local_posts
List posts (updates, events, offers) for a location
list_locations
List business locations managed by the account
list_questions
List customer questions for a location
list_reviews
Fetch reviews for a location
update_business_hours
Change business operating hours
Example Prompts for Google Business Profile in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Google Business Profile immediately.
"Show me the 5 most recent reviews for my downtown location."
"Create a post about our 20% discount this weekend."
"What were the most common search terms used to find us last month?"
Troubleshooting Google Business Profile MCP Server with LangChain
Common issues when connecting Google Business Profile to LangChain through the Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersGoogle Business Profile + LangChain FAQ
Common questions about integrating Google Business Profile 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?
Connect Google Business Profile with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Google Business Profile to LangChain
Get your token, paste the configuration, and start using 12 tools in under 2 minutes. No API key management needed.