SMOTE Oversampling Engine MCP Server for Google ADKGive Google ADK instant access to 1 tools to Generate Smote

Name: SMOTE Oversampling Engine
Price: 29 USD
Availability: InStock
Rating: 5.0 (1 reviews)
Author: Vinkius

GDPR Free for Subscribers

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

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The SMOTE Oversampling Engine MCP Server for Google ADK is a standout in the Developer Tools category — giving your AI agent 1 tools to work with, ready to go from day one.

Built for AI Agents by Vinkius

Vinkius delivers Streamable HTTP and SSE to any MCP client

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+ other MCP clients

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="smote_oversampling_engine_agent",
    instruction=(
        "You help users interact with SMOTE Oversampling Engine "
        "using 1 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 SMOTE Oversampling Engine MCP Server

Training predictive models on heavily imbalanced data—like fraud detection or rare disease diagnosis—always leads to skewed, biased results. You cannot rely on language models to hallucinate new data points correctly. This engine leverages the Synthetic Minority Over-sampling Technique (SMOTE), utilizing K-Nearest Neighbors to intelligently interpolate and generate realistic, statistically valid synthetic vectors. Equip your AI agents with the ability to correct dataset imbalances dynamically before training begins.

Google ADK natively supports SMOTE Oversampling Engine as an MCP tool provider. declare Vinkius Edge URL and the framework handles discovery, validation, and execution automatically. Combine 1 tools with Gemini's long-context reasoning for complex multi-tool workflows, with production-ready session management and evaluation built in.

The SMOTE Oversampling Engine MCP Server exposes 1 tools through the Vinkius. Connect it to Google ADK in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

All 1 SMOTE Oversampling Engine tools available for Google ADK

When Google ADK connects to SMOTE Oversampling Engine through Vinkius, your AI agent gets direct access to every tool listed below — spanning data-science, machine-learning, dataset-balancing, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.

generate

Generate smote on SMOTE Oversampling Engine

Generates synthetic minority oversampling (SMOTE) data points deterministically

Connect SMOTE Oversampling Engine to Google ADK via MCP

Follow these steps to wire SMOTE Oversampling Engine into Google ADK. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.

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 1 tools from SMOTE Oversampling Engine via MCP

Why Use Google ADK with the SMOTE Oversampling Engine MCP Server

Google ADK provides unique advantages when paired with SMOTE Oversampling Engine 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 SMOTE Oversampling Engine

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 SMOTE Oversampling Engine tools with BigQuery, Vertex AI, and Cloud Functions

SMOTE Oversampling Engine + Google ADK Use Cases

Practical scenarios where Google ADK combined with the SMOTE Oversampling Engine MCP Server delivers measurable value.

Enterprise data agents: ADK agents query SMOTE Oversampling Engine and cross-reference results with internal databases for comprehensive analysis

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

Automated compliance checks: schedule ADK agents to query SMOTE Oversampling Engine regularly and flag policy violations or configuration drift

Internal tool platforms: build self-service agent platforms where teams connect their own MCP servers including SMOTE Oversampling Engine

Example Prompts for SMOTE Oversampling Engine in Google ADK

Ready-to-use prompts you can give your Google ADK agent to start working with SMOTE Oversampling Engine immediately.

"I only have 50 fraud examples against 10,000 normal cases. Run SMOTE on these 50 rows to safely generate 9,950 highly realistic synthetic fraud profiles."

"We possess very few samples of this rare medical diagnosis. Use K=3 neighbors to strictly expand this minority class to a robust 100-sample dataset."

"Process these highly volatile user churn profiles through SMOTE to instantly fabricate 500 additional edge-case profiles for model resilience testing."

Troubleshooting SMOTE Oversampling Engine MCP Server with Google ADK

Common issues when connecting SMOTE Oversampling Engine to Google ADK through Vinkius, and how to resolve them.

McpToolset not found

Update: pip install --upgrade google-adk

SMOTE Oversampling Engine + Google ADK FAQ

Common questions about integrating SMOTE Oversampling Engine 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.