Google Business Profile MCP Server for LlamaIndex 12 tools — connect in under 2 minutes
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Google Business Profile as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.
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Vinkius supports streamable HTTP and SSE.
import asyncio
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
mcp_client = BasicMCPClient("https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")
mcp_tool_spec = McpToolSpec(client=mcp_client)
tools = await mcp_tool_spec.to_tool_list_async()
agent = FunctionAgent(
tools=tools,
llm=OpenAI(model="gpt-4o"),
system_prompt=(
"You are an assistant with access to Google Business Profile. "
"You have 12 tools available."
),
)
response = await agent.run(
"What tools are available in Google Business Profile?"
)
print(response)
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.
LlamaIndex agents combine Google Business Profile tool responses with indexed documents for comprehensive, grounded answers. Connect 12 tools through Vinkius and query live data alongside vector stores and SQL databases in a single turn. ideal for hybrid search, data enrichment, and analytical workflows.
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 LlamaIndex 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 LlamaIndex via MCP
Follow these steps to integrate the Google Business Profile MCP Server with LlamaIndex.
Install dependencies
Run pip install llama-index-tools-mcp llama-index-llms-openai
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Run the agent
Save to agent.py and run: python agent.py
Explore tools
The agent discovers 12 tools from Google Business Profile
Why Use LlamaIndex with the Google Business Profile MCP Server
LlamaIndex provides unique advantages when paired with Google Business Profile through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Google Business Profile tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Google Business Profile tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Google Business Profile, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Google Business Profile tools were called, what data was returned, and how it influenced the final answer
Google Business Profile + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Google Business Profile MCP Server delivers measurable value.
Hybrid search: combine Google Business Profile real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Google Business Profile to augment indexed data with live information before generating user-facing responses
Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying Google Business Profile for fresh data
Analytical workflows: chain Google Business Profile queries with LlamaIndex's data connectors to build multi-source analytical reports
Google Business Profile MCP Tools for LlamaIndex (12)
These 12 tools become available when you connect Google Business Profile to LlamaIndex 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 LlamaIndex
Ready-to-use prompts you can give your LlamaIndex 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 LlamaIndex
Common issues when connecting Google Business Profile to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpGoogle Business Profile + LlamaIndex FAQ
Common questions about integrating Google Business Profile MCP Server with LlamaIndex.
How does LlamaIndex connect to MCP servers?
Can I combine MCP tools with vector stores?
Does LlamaIndex support async MCP calls?
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.
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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 LlamaIndex
Get your token, paste the configuration, and start using 12 tools in under 2 minutes. No API key management needed.