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Connect Smote Oversampling Engine to ChatGPT and Claude

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Fix biased predictive models with mathematically sound synthetic data.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

A futuristic MCP client docking bay
V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 1 capability

We ship only the actions that matter.

Capability set01 / 01

01

1 capability in this set.

Part of 1 available through Native V8.

  1. 01

    Generate smote

    This capability generates synthetic minority oversampling data points using deterministic SMOTE logic. It creates new, statistically valid samples based on your existing minority class distribution.

Real work

What teams actually run

01

Fraud Detection

Generate synthetic fraud profiles when you have very few real-world examples of malicious activity.

02

Medical Diagnosis

Expand small datasets of rare diseases to create more robust diagnostic models.

03

User Churn Prediction

Create additional edge-case profiles to help models better identify users likely to leave.

04

Model Resilience Testing

Fabricate synthetic data to stress test how models handle volatile or rare input patterns.

Automate a task

Put Native V8 to work on one thing.

Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.

One connector, every AI

Native V8 works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put Native V8 to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

1029ms average. Fast in production.

Native V8 is checked daily against the live service.

Daily averagePeak 1224ms
Oct 3Today
Fastest day
708ms
Slowest day
1224ms
14-day trend
Improving-29%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 1 capability arrives ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Native V8, so you can see the experience inside your AI.

It does not authenticate your account with Native V8. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Native V8 Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_Xu8tNfSu2oJQMkax65i8ODXUxkKCb3ZJKsseLvia/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Native V8 capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "smote-oversampling-engine-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_Xu8tNfSu2oJQMkax65i8ODXUxkKCb3ZJKsseLvia/mcp"
    }
  }
}
  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Step-by-step instructions for each client are in the guide. How to connect

Guided setup for Claude? Set up Native V8 in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Native V8 owners hand off.

Data scientists and machine learning engineers who need to handle class imbalance without manual data manipulation.

  • 01

    Data Scientist

    Hands off imbalanced datasets to the agent to prepare training sets.

  • 02

    ML Engineer

    Uses the MCP to automate preprocessing steps in a training pipeline.

  • 03

    Fraud Analyst

    Generates synthetic edge cases to test the resilience of detection models.

FAQ

Questions Native V8 owners ask.

  • 01

    How is this different from just duplicating existing rows?

    Simple duplication is random oversampling, which leads to overfitting. This MCP uses SMOTE to interpolate between points, creating new, unique data that follows the existing statistical distribution.

  • 02

    Can I use this with Claude or Cursor?

    Yes. You can connect this MCP to any compatible client like Claude, Cursor, or Windsurf through the Vinkius platform.

  • 03

    Does this replace my data preprocessing pipeline?

    It acts as a specialized capability within your pipeline. Your agent can call this MCP to handle the specific task of balancing classes dynamically.

  • 04

    Is the synthetic data mathematically valid?

    Yes. The engine uses the Synthetic Minority Over-sampling Technique and K-Nearest Neighbors to ensure the new points are statistically sound.

  • 05

    What happens if I have extremely few samples?

    The capability is designed for exactly that. You can specify the number of neighbors to use to expand a tiny minority class into a much larger, more useful dataset.

  • 06

    Is the generated data statistically valid?

    Yes, it creates new points strictly along the vector pathways between actual existing minority samples, ensuring extreme realism.

  • 07

    Do I need to encode categorical variables?

    Yes, standard SMOTE relies on Euclidean distance geometry, requiring all features to be purely numeric prior to execution.

  • 08

    Can it handle massive upscaling?

    Absolutely. You can effortlessly scale a rare 50-row class into 10,000 statistically robust synthetic rows in mere moments.

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