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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use simple-statistics with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Automatically fill NaN and missing values in datasets using Mean, Median, Mode, or Zero strategies deterministically local. Essential ML data preparation.

Included with plan

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

Complete set · 1 capability

The complete simple-statistics capability set.

These are the exact actions your AI can choose when you ask it to work with simple-statistics.

Capability set01 / 01

01

1 capability in this set.

Part of 1 available through simple-statistics.

  1. 01

    Impute missing values

    Deterministically fill NaN/missing values in a dataset using Mean, Median, Mode, or Zero

Observed, not estimated

827ms average. Fast in production.

simple-statistics is checked daily against the live service.

Daily averagePeak 1084ms
Aug 20Today
Fastest day
692ms
Slowest day
1084ms
14-day trend
Slowing+14%

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 simple-statistics, so you can see the experience inside your AI.

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

simple-statistics Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_BTxif6Mgt22Ph4cDxZc0GCJG4IrQppXbcgk0qLS1/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 — simple-statistics capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "missing-value-imputer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_BTxif6Mgt22Ph4cDxZc0GCJG4IrQppXbcgk0qLS1/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

FAQ

Questions simple-statistics owners ask.

  • 01

    Does it modify the original data file on disk?

    No. The engine processes the JSON payload entirely in memory and returns the cleaned array back to the AI. Your original files are never touched.

  • 02

    What happens if the entire target column is empty?

    If you try to compute mean or median on a completely empty column, the engine throws a deterministic error explaining the issue. You can fall back to the 'zero' strategy instead.

  • 03

    How does it decide which cells are 'missing'?

    The engine treats null, undefined, empty strings, and NaN as missing values. Any cell that cannot be parsed as a valid number is flagged for imputation.

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