Google Analytics 4 MCP Server for LlamaIndexGive LlamaIndex instant access to 12 tools to Batch Run Reports, Check Compatibility, Get Conversions, and more
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Google Analytics 4 as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.
Ask AI about this App Connector for LlamaIndex
The Google Analytics 4 app connector for LlamaIndex is a standout in the Industry Titans category — giving your AI agent 12 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
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 Analytics 4. "
"You have 12 tools available."
),
)
response = await agent.run(
"What tools are available in Google Analytics 4?"
)
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 Analytics 4 MCP Server
Connect your Google Analytics 4 property to any AI agent and access web analytics through natural conversation.
LlamaIndex agents combine Google Analytics 4 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
- Custom Reports — Run fully customizable GA4 reports with any combination of dimensions, metrics, and date ranges
- Real-Time Analytics — Monitor active users and current page views in real time
- Page Performance — Retrieve the top 25 pages ranked by views for any time period
- Traffic Sources — Analyze session sources and mediums to understand where visitors come from
- User Demographics — View user distribution by country for geographic insights
- Device Breakdown — See user distribution across desktop, mobile, and tablet
- Conversions — Track conversion events with counts and revenue data
- Advanced Reporting — Run pivot reports and batch multiple reports in a single request
- Metadata & Compatibility — List all available dimensions and metrics, and verify compatibility before building reports
The Google Analytics 4 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.
All 12 Google Analytics 4 tools available for LlamaIndex
When LlamaIndex connects to Google Analytics 4 through Vinkius, your AI agent gets direct access to every tool listed below — spanning web-analytics, event-tracking, conversion-analysis, and more. Every call is secured with network, filesystem, subprocess, and code evaluation entitlements inside a sandboxed runtime. Beyond a simple connection, you get a full AI Gateway with real-time visibility into agent activity, enterprise governance, and optimized token usage.
Batch run reports
Check report compatibility
Get conversions
Get device breakdown
Get available dimensions and metrics
Get top pages by views
Get traffic sources
Get user demographics
List audience exports
Run pivot report
Run realtime report
Data JSON must include dateRanges, dimensions, and metrics arrays. Run a custom report
Connect Google Analytics 4 to LlamaIndex via MCP
Follow these steps to wire Google Analytics 4 into LlamaIndex. The entire setup takes under two minutes — your credentials stay safe behind the Vinkius.
Install dependencies
pip install llama-index-tools-mcp llama-index-llms-openaiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the agent
agent.py and run: python agent.pyExplore tools
Why Use LlamaIndex with the Google Analytics 4 MCP Server
LlamaIndex provides unique advantages when paired with Google Analytics 4 through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Google Analytics 4 tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Google Analytics 4 tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Google Analytics 4, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Google Analytics 4 tools were called, what data was returned, and how it influenced the final answer
Google Analytics 4 + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Google Analytics 4 MCP Server delivers measurable value.
Hybrid search: combine Google Analytics 4 real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Google Analytics 4 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 Analytics 4 for fresh data
Analytical workflows: chain Google Analytics 4 queries with LlamaIndex's data connectors to build multi-source analytical reports
Example Prompts for Google Analytics 4 in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with Google Analytics 4 immediately.
"Show me the top 10 pages by views this month and where the traffic is coming from."
"How many conversions did we get this week and which pages drove them?"
"What devices are our users on and which countries are generating the most traffic?"
Troubleshooting Google Analytics 4 MCP Server with LlamaIndex
Common issues when connecting Google Analytics 4 to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpGoogle Analytics 4 + LlamaIndex FAQ
Common questions about integrating Google Analytics 4 MCP Server with LlamaIndex.