How to integrate Grafana MCP with Google ADK

This guide walks you through connecting Grafana to Google ADK using the Composio tool router. By the end, you'll have a working Grafana agent that can summarize grafana alerts from production, list dashboards showing api latency, query error logs for checkout through natural language commands. This guide will help you understand how to give your Google ADK agent real control over a Grafana account through Composio's Grafana MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved.

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Grafana is an open and composable observability platform for metrics, logs, traces, dashboards, and alerts. It helps teams monitor systems, troubleshoot incidents, and understand production health in one place.

11 Tools

Introduction

This guide walks you through connecting Grafana to Google ADK using the Composio tool router. By the end, you'll have a working Grafana agent that can summarize grafana alerts from production, list dashboards showing api latency, query error logs for checkout through natural language commands.

This guide will help you understand how to give your Google ADK agent real control over a Grafana account through Composio's Grafana MCP server.

Before we dive in, let's take a quick look at the key ideas and tools involved.

Also integrate Grafana with

OpenAI Agents SDKClaude Agent SDKClaude CodeClaude CoworkCodexOpenClawHermesCLILangChainVercel AI SDKMastra AILlamaIndexCrewAI

TL;DR

Here's what you'll learn:
  • Get a Grafana account set up and connected to Composio
  • Install the Google ADK and Composio packages
  • Create a Composio Tool Router session for Grafana
  • Build an agent that connects to Grafana through MCP
  • Interact with Grafana using natural language

What is Google ADK?

Google ADK (Agents Development Kit) is Google's framework for building AI agents powered by Gemini models. It provides tools for creating agents that can use external services through the Model Context Protocol.

Key features include:

  • Gemini Integration: Native support for Google's Gemini models
  • MCP Toolset: Built-in support for Model Context Protocol tools
  • Streamable HTTP: Connect to external services through streamable HTTP
  • CLI and Web UI: Run agents via command line or web interface

What is the Grafana MCP server, and what's possible with it?

The Grafana MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Grafana account. It provides structured and secure access to server health, public dashboard metrics, monitoring component status, license details, and token verification keys, so your agent can check system health, query dashboard panels, inspect monitoring rings, confirm Enterprise licensing, and retrieve public keys on your behalf.

  • Grafana health checks: Have your agent check whether your Grafana server is healthy and connected to its database.
  • Public dashboard queries: Instruct your agent to query panels on public Grafana dashboards and retrieve time-series data and metrics.
  • Loki gateway monitoring: Let the agent inspect the Grafana Loki index gateway ring to help assess its current status.
  • Mimir ruler monitoring: Direct your agent to check the Grafana Mimir ruler ring and report its status.
  • License and verification details: Have your agent confirm whether a valid Grafana Enterprise license is available or retrieve public keys needed for token verification.

What is the Composio tool router, and how does it fit here?

What is Composio SDK?

Composio's Composio SDK helps agents find the right tools for a task at runtime. You can plug in multiple toolkits (like Gmail, HubSpot, and GitHub), and the agent will identify the relevant app and action to complete multi-step workflows. This can reduce token usage and improve the reliability of tool calls. Read more here: Getting started with Composio SDK

The tool router generates a secure MCP URL that your agents can access to perform actions.

How the Composio SDK works

The Composio SDK follows a three-phase workflow:

  1. Discovery: Searches for tools matching your task and returns relevant toolkits with their details.
  2. Authentication: Checks for active connections. If missing, creates an auth config and returns a connection URL via Auth Link.
  3. Execution: Executes the action using the authenticated connection.

Step-by-step Guide

Step by step09 STEPS
1

Prerequisites

Before starting, make sure you have:
  • A Google API key for Gemini models
  • A Composio account and API key
  • Python 3.9 or later installed
  • Basic familiarity with Python
2

Getting API Keys for Google and Composio

Google API Key
  • Go to Google AI Studio and create an API key.
  • Copy the key and keep it safe. You will put this in GOOGLE_API_KEY.
Composio API Key and User ID
  • Log in to the Composio dashboard.
  • Go to Settings → API Keys and copy your Composio API key. Use this for COMPOSIO_API_KEY.
  • Decide on a stable user identifier to scope sessions, often your email or a user ID. Use this for COMPOSIO_USER_ID.
3

Install dependencies

bash
pip install google-adk composio python-dotenv

Inside your virtual environment, install the required packages.

What's happening:

  • google-adk is Google's Agents Development Kit
  • composio connects your agent to Grafana via MCP
  • python-dotenv loads environment variables
4

Set up ADK project

bash
adk create my_agent

Set up a new Google ADK project.

What's happening:

  • This creates an agent folder with a root agent file and .env file
5

Set environment variables

bash
GOOGLE_API_KEY=your-google-api-key
COMPOSIO_API_KEY=your-composio-api-key
COMPOSIO_USER_ID=your-user-id-or-email

Save all your credentials in the .env file.

What's happening:

  • GOOGLE_API_KEY authenticates with Google's Gemini models
  • COMPOSIO_API_KEY authenticates with Composio
  • COMPOSIO_USER_ID identifies the user for session management
6

Import modules and validate environment

python
import os
import warnings

from composio import Composio
from dotenv import load_dotenv
from google.adk.agents.llm_agent import Agent
from google.adk.tools.mcp_tool.mcp_session_manager import StreamableHTTPConnectionParams
from google.adk.tools.mcp_tool.mcp_toolset import McpToolset

load_dotenv()

warnings.filterwarnings("ignore", message=".*BaseAuthenticatedTool.*")

GOOGLE_API_KEY = os.getenv("GOOGLE_API_KEY")
COMPOSIO_API_KEY = os.getenv("COMPOSIO_API_KEY")
COMPOSIO_USER_ID = os.getenv("COMPOSIO_USER_ID")

if not GOOGLE_API_KEY:
    raise ValueError("GOOGLE_API_KEY is not set in the environment.")
if not COMPOSIO_API_KEY:
    raise ValueError("COMPOSIO_API_KEY is not set in the environment.")
if not COMPOSIO_USER_ID:
    raise ValueError("COMPOSIO_USER_ID is not set in the environment.")
What's happening:
  • os reads environment variables
  • Composio is the main Composio SDK client
  • GoogleProvider declares that you are using Google ADK as the agent runtime
  • Agent is the Google ADK LLM agent class
  • McpToolset lets the ADK agent call MCP tools over HTTP
7

Create Composio client and Tool Router session

python
composio_client = Composio(api_key=COMPOSIO_API_KEY)

composio_session = composio_client.create(
    user_id=COMPOSIO_USER_ID,
    toolkits=["grafana"],
)

COMPOSIO_MCP_URL = composio_session.mcp.url,
print(f"Composio MCP URL: {COMPOSIO_MCP_URL}")
What's happening:
  • Authenticates to Composio with your API key
  • Declares Google ADK as the provider
  • Spins up a short-lived MCP endpoint for your user and selected toolkit
  • Stores the MCP HTTP URL for the ADK MCP integration
8

Set up the McpToolset and create the Agent

python
composio_toolset = McpToolset(
    connection_params=StreamableHTTPConnectionParams(
        url=COMPOSIO_MCP_URL,
        headers={"x-api-key": COMPOSIO_API_KEY}
    )
)

root_agent = Agent(
    model="gemini-2.5-flash",
    name="composio_agent",
    description="An agent that uses Composio tools to perform actions.",
    instruction=(
        "You are a helpful assistant connected to Composio. "
        "You have the following tools available: "
        "COMPOSIO_SEARCH_TOOLS, COMPOSIO_MULTI_EXECUTE_TOOL, "
        "COMPOSIO_MANAGE_CONNECTIONS, COMPOSIO_REMOTE_BASH_TOOL, COMPOSIO_REMOTE_WORKBENCH. "
        "Use these tools to help users with Grafana operations."
    ),
    tools=[composio_toolset],
)

print("\nAgent setup complete. You can now run this agent directly ;)")
What's happening:
  • Connects the ADK agent to the Composio MCP endpoint through McpToolset
  • Uses Gemini as the model powering the agent
  • Lists exact tool names in instruction to reduce misnamed tool calls
9

Run the agent

bash
# Run in CLI mode
adk run my_agent

# Or run in web UI mode
adk web

Execute the agent from the project root. The web command opens a web portal where you can chat with the agent.

What's happening:

  • adk run runs the agent in CLI mode
  • adk web . opens a web UI for interactive testing

Complete Code

Here's the complete code to get you started with Grafana and Google ADK:

python
import os
import warnings

from composio import Composio
from composio_google import GoogleProvider
from dotenv import load_dotenv
from google.adk.agents.llm_agent import Agent
from google.adk.tools.mcp_tool.mcp_session_manager import StreamableHTTPConnectionParams
from google.adk.tools.mcp_tool.mcp_toolset import McpToolset

load_dotenv()
warnings.filterwarnings("ignore", message=".*BaseAuthenticatedTool.*")

GOOGLE_API_KEY = os.getenv("GOOGLE_API_KEY")
COMPOSIO_API_KEY = os.getenv("COMPOSIO_API_KEY")
COMPOSIO_USER_ID = os.getenv("COMPOSIO_USER_ID")

if not GOOGLE_API_KEY:
    raise ValueError("GOOGLE_API_KEY is not set in the environment.")
if not COMPOSIO_API_KEY:
    raise ValueError("COMPOSIO_API_KEY is not set in the environment.")
if not COMPOSIO_USER_ID:
    raise ValueError("COMPOSIO_USER_ID is not set in the environment.")

composio_client = Composio(api_key=COMPOSIO_API_KEY, provider=GoogleProvider())

composio_session = composio_client.create(
    user_id=COMPOSIO_USER_ID,
    toolkits=["grafana"],
)

COMPOSIO_MCP_URL = composio_session.mcp.url


composio_toolset = McpToolset(
    connection_params=StreamableHTTPConnectionParams(
        url=COMPOSIO_MCP_URL,
        headers={"x-api-key": COMPOSIO_API_KEY}
    )
)

root_agent = Agent(
    model="gemini-2.5-flash",
    name="composio_agent",
    description="An agent that uses Composio tools to perform actions.",
    instruction=(
        "You are a helpful assistant connected to Composio. "
        "You have the following tools available: "
        "COMPOSIO_SEARCH_TOOLS, COMPOSIO_MULTI_EXECUTE_TOOL, "
        "COMPOSIO_MANAGE_CONNECTIONS, COMPOSIO_REMOTE_BASH_TOOL, COMPOSIO_REMOTE_WORKBENCH. "
        "Use these tools to help users with Grafana operations."
    ),  
    tools=[composio_toolset],
)

print("\nAgent setup complete. You can now run this agent directly ;)")

Conclusion

You've successfully integrated Grafana with the Google ADK through Composio's MCP Tool Router. Your agent can now interact with Grafana using natural language commands.

Key takeaways:

  • The Tool Router approach dynamically routes requests to the appropriate Grafana tools
  • Environment variables keep your credentials secure and separate from code
  • Clear agent instructions reduce tool calling errors
  • The ADK web UI provides an interactive interface for testing and development

You can extend this setup by adding more toolkits to the toolkits array in your session configuration.

TOOLS

Supported Tools

Every Grafana action and event your agent gets out of the box.

Create OTLP v1 Logs

Tool to create OTLP v1 logs in Grafana Loki.

Get Distributor HA Tracker

Tool to retrieve distributor HA tracker status.

Get Grafana Health Status

Check Grafana server health and database connectivity.

Get Index Gateway Ring Status

Tool to retrieve the index gateway hash ring status from Grafana Loki.

Get overrides exporter ring

Tool to retrieve the overrides-exporter hash ring status as an HTML page.

Get Ruler Ring Status

Tool to retrieve the ruler ring status from Grafana Mimir.

Get License Status

Tool to check if a valid Grafana Enterprise license is available.

Get Store Gateway Tenants

Retrieves store gateway tenants.

Post ACS

Tool to perform SAML Assertion Consumer Service (ACS) operation.

Query Public Dashboard Panel

Query a panel on a public Grafana dashboard to retrieve time-series data and metrics.

Retrieve JWKS

Tool to retrieve JSON Web Key Set (JWKS) with all public keys for token verification.

FRAMEWORKS

How to build Grafana MCP Agent with another framework

OpenAI Agents SDK logo

OpenAI Agents SDK

Use Grafana MCP with OpenAI Agents SDK

Claude Agent SDK logo

Claude Agent SDK

Use Grafana MCP with Claude Agent SDK

Claude Code logo

Claude Code

Use Grafana MCP with Claude Code

Claude Cowork logo

Claude Cowork

Use Grafana MCP with Claude Cowork

Codex logo

Codex

Use Grafana MCP with Codex

OpenClaw logo

OpenClaw

Use Grafana MCP with OpenClaw

Hermes logo

Hermes

Use Grafana MCP with Hermes

CLI logo

CLI

Use Grafana MCP with CLI

LangChain logo

LangChain

Use Grafana MCP with LangChain

Vercel AI SDK logo

Vercel AI SDK

Use Grafana MCP with Vercel AI SDK

Mastra AI logo

Mastra AI

Use Grafana MCP with Mastra AI

LlamaIndex logo

LlamaIndex

Use Grafana MCP with LlamaIndex

CrewAI logo

CrewAI

Use Grafana MCP with CrewAI

FAQ

Frequently asked questions

With a standalone Grafana MCP server, the agents and LLMs can only access a fixed set of Grafana tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Grafana and many other apps based on the task at hand, all through a single MCP endpoint.

Yes, you can. Google ADK fully supports MCP integration. You get structured tool calling, message history handling, and model orchestration while Tool Router takes care of discovering and serving the right Grafana tools.

Yes, absolutely. You can configure which Grafana scopes and actions are allowed when connecting your account to Composio. You can also bring your own OAuth credentials or API configuration so you keep full control over what the agent can do.

All sensitive data such as tokens, keys, and configuration is fully encrypted at rest and in transit. Composio is SOC 2 Type 2 compliant and follows strict security practices so your Grafana data and credentials are handled as safely as possible.

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