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How to Use the Grafana k6 Cloud (Load Testing) MCP in Google ADK

Integrate load testing into your Google ADK infrastructure to validate performance at scale.

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Connect Grafana k6 Cloud (Load Testing) MCP to Google ADK

Create your Vinkius account to connect Grafana k6 Cloud (Load Testing) to Google ADK and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Programmatic load testing via Google ADK

Initiate performance validation by calling `start_test_run` within your agent environment. This allows your Google ADK agents to trigger tests as part of a larger infrastructure deployment task. Terminate stalled processes using `stop_test_run` to save resources. Your agent keeps the environment clean by managing active runs based on real-time feedback.

Analyze performance data metrics

Retrieve granular data using `get_run_metrics` to feed into your Gemini-based reasoning engines. You get raw throughput and latency numbers directly in your agent's context window. Evaluate pass/fail criteria with `get_run_thresholds`. This ensures your agent only proceeds if the performance results meet your defined reliability targets.

Discover tests and organizations

Map your existing k6 infrastructure using `list_organizations` and `list_projects`. Your agent will see the full hierarchy of your performance testing environment. Identify specific scripts with `list_tests` and review history via `list_runs`. This provides your agent with a complete overview of all previous test iterations.

Setup guide

Set up Grafana k6 Cloud (Load Testing) MCP in Google ADK

Prerequisites

  • Python 3.10+ installed
  • google-adk package (pip install google-adk)
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install Google ADK

    Run pip install google-adk to install the Agent Development Kit. MCP support is included via the McpToolset class.

  2. 2

    Connect via SSE transport

    Use McpToolset.from_server() with SseServerParams pointing to your Vinkius endpoint. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com.

  3. 3

    Create an LlmAgent

    Pass the returned mcp_tools list directly to LlmAgent(tools=mcp_tools). The ADK maps each MCP tool to a native Gemini function call — no manual schema definitions required.

  4. 4

    Run with any Gemini model

    The agent works with any Gemini model (gemini-2.0-flash, gemini-2.5-pro, etc.). Copy the full example on the right to get started with Grafana k6 Cloud (Load Testing) tools in your ADK agent.

agent.py
from google.adk.agents import LlmAgent
from google.adk.tools.mcp_tool.mcp_toolset import McpToolset
from google.adk.tools.mcp_tool.mcp_session_manager import SseServerParams

# Connect to the MCP via SSE
mcp_tools, exit_stack = await McpToolset.from_server(
    connection_params=SseServerParams(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    )
)

# Create your agent with auto-discovered tools
agent = LlmAgent(
    name="Grafana k6 Cloud (Load Testing)_agent",
    model="gemini-2.0-flash",
    instruction="You have access to Grafana k6 Cloud (Load Testing) tools via MCP.",
    tools=mcp_tools,
)

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Grafana k6 Cloud. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

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Common questions about Grafana k6 Cloud (Load Testing) MCP in Google ADK

Use the `McpToolset` class and provide your Vinkius endpoint URL. Pass this toolset into your `LlmAgent` configuration to make the tools available to your logic.
Absolutely. You can pass the output of `get_run_metrics` into Gemini's long-context window for deep analysis of system bottlenecks.
Security is managed through ephemeral sessions and token-based auth. Your test metrics are never stored by the MCP server itself.
Yes. Use the tool_names filter in your `McpToolset` to limit the agent's access to only the functions you need for your specific workflow.
Yes. You can use `list_organizations` to switch between different k6 Cloud environments and manage tests across your entire enterprise.

Start using the Grafana k6 Cloud (Load Testing) MCP today

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