Can I automatically retrieve the behavioral profile for a specific user ID?

Yes! Use the `get_user_profile` tool with the specific User ID. Your agent will return all recorded attributes and recent behavioral events associated with that user.

How do I monitor the data ingestion status via the AI agent?

Use the `get_ingestion_health` tool. The agent will retrieve real-time statistics on data volume, successful ingestions, and any flagged errors in your pipeline.

Can I list all events tracked in a specific project?

Yes! Use the `list_events` tool. Your agent will return a list of all event names and their associated metadata currently configured in your Sensors Data project.

Sensors Data MCP Server for Google ADK 10 tools — connect in under 2 minutes

Name: Sensors Data
Availability: InStock
Author: Vinkius

google.github.io/adk-docs/tools/mcp-tools

Built by Vinkius GDPR 10 Tools SDK

Google Agent Development Kit (ADK) is Google's framework for building production AI agents. Add Sensors Data as an MCP tool provider through Vinkius and your ADK agents can call every tool with full schema introspection.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

from google.adk.agents import Agent
from google.adk.tools.mcp_tool import McpToolset
from google.adk.tools.mcp_tool.mcp_session_manager import (
    StreamableHTTPConnectionParams,
)

# Your Vinkius token. get it at cloud.vinkius.com
mcp_tools = McpToolset(
    connection_params=StreamableHTTPConnectionParams(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
    )
)

agent = Agent(
    model="gemini-2.5-pro",
    name="sensors_data_agent",
    instruction=(
        "You help users interact with Sensors Data "
        "using 10 available tools."
    ),
    tools=[mcp_tools],
)

Fully ManagedVinkius Servers

60%Token savings

High SecurityEnterprise-grade

IAMAccess control

EU AI ActCompliant

DLPData protection

V8 IsolateSandboxed

Ed25519Audit chain

<40msKill switch

Stream every event to Splunk, Datadog, or your own webhook in real-time

* 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 Sensors Data MCP Server

Connect your AI agents to Sensors Data (神策数据), the leading professional big data analytics platform. This MCP provides 10 tools to manage event tracking, retrieve user behavioral profiles, and monitor the health of your data pipeline directly through natural conversation.

Google ADK natively supports Sensors Data as an MCP tool provider. declare Vinkius Edge URL and the framework handles discovery, validation, and execution automatically. Combine 10 tools with Gemini's long-context reasoning for complex multi-tool workflows, with production-ready session management and evaluation built in.

What you can do

Event Orchestration — Query and analyze event metadata and properties to understand user interactions in real-time
User Profiling — Retrieve detailed behavioral profiles and attributes for specific user IDs to power personalized experiences
Data Health — Monitor ingestion rates and check for data quality issues across your analytics streams
Project Management — List and inspect project configurations, including project names and token settings
Export Intelligence — Trigger and monitor data export tasks for further downstream processing or reporting

The Sensors Data MCP Server exposes 10 tools through the Vinkius. Connect it to Google ADK 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 Sensors Data to Google ADK via MCP

Follow these steps to integrate the Sensors Data MCP Server with Google ADK.

Install Google ADK

Run pip install google-adk

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Create the agent

Save the code above and integrate into your ADK workflow

Explore tools

The agent will discover 10 tools from Sensors Data via MCP

Why Use Google ADK with the Sensors Data MCP Server

Google ADK provides unique advantages when paired with Sensors Data through the Model Context Protocol.

Google ADK natively supports MCP tool servers. declare a tool provider and the framework handles discovery, validation, and execution

Built on Gemini models, ADK provides long-context reasoning ideal for complex multi-tool workflows with Sensors Data

Production-ready features like session management, evaluation, and deployment come built-in. not bolted on

Seamless integration with Google Cloud services means you can combine Sensors Data tools with BigQuery, Vertex AI, and Cloud Functions

Sensors Data + Google ADK Use Cases

Practical scenarios where Google ADK combined with the Sensors Data MCP Server delivers measurable value.

Enterprise data agents: ADK agents query Sensors Data and cross-reference results with internal databases for comprehensive analysis

Multi-modal workflows: combine Sensors Data tool responses with Gemini's vision and language capabilities in a single agent

Automated compliance checks: schedule ADK agents to query Sensors Data regularly and flag policy violations or configuration drift

Internal tool platforms: build self-service agent platforms where teams connect their own MCP servers including Sensors Data

Sensors Data MCP Tools for Google ADK (10)

These 10 tools become available when you connect Sensors Data to Google ADK via MCP:

analyze_events

Perform complex event analysis

analyze_funnel

Calculate conversion funnel metrics

analyze_retention

Calculate user retention rates

get_event_schema

Retrieve the property schema for a specific event

get_project_info

Retrieve Sensors Data project metadata

get_user_behavior_sequence

Get the chronological sequence of events for a user

list_events

List all defined event names in the schema

list_user_properties

List all defined user profile properties

lookup_user

Get profile information for a specific user

query_behavior_list

Retrieve a list of user behaviors/events

Example Prompts for Sensors Data in Google ADK

Ready-to-use prompts you can give your Google ADK agent to start working with Sensors Data immediately.

"Show me the top 5 events by volume in project 'MainApp' for today."

"Get the behavioral attributes for user ID 'user_sensors_777'."

"Is the data ingestion pipeline healthy for project 'AnalyticsBeta'?"

Troubleshooting Sensors Data MCP Server with Google ADK

Common issues when connecting Sensors Data to Google ADK through the Vinkius, and how to resolve them.

McpToolset not found

Update: pip install --upgrade google-adk

Sensors Data + Google ADK FAQ

Common questions about integrating Sensors Data MCP Server with Google ADK.

How does Google ADK connect to MCP servers?

Import the MCP toolset class and pass the server URL. ADK discovers and registers all tools automatically, making them available to your agent's tool-use loop.

Can ADK agents use multiple MCP servers?

Yes. Declare multiple MCP tool providers in your agent configuration. ADK merges all tool schemas and the agent can call tools from any server in a single turn.

Which Gemini models work best with MCP tools?

Gemini 2.0 Flash and Pro models both support function calling required for MCP tools. Flash is recommended for latency-sensitive use cases, Pro for complex reasoning.