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How to Use the Normality Test Engine MCP in Cline

Cline builds better models by using the Normality Test Engine to verify your data before writing a single line of code.

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Cline

Connect Normality Test Engine MCP to Cline

Create your Vinkius account to connect Normality Test Engine to Cline 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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End-to-end testing with Cline

Tell Cline to build a statistical dashboard, and it will use `test_normality` as the first step. It verifies the distribution shape before finalizing your data pipeline. Cline doesn't stop at the test. It writes the code, imports your data, and builds the tests based on the actual distribution results.

Deterministic data verification

Stop relying on intuition for your data cleaning. Cline invokes `test_normality` to check for skewness and kurtosis, ensuring your downstream models aren't built on bad assumptions. It treats the output as a strict gatekeeper. If the data fails the check, Cline reports the issue and stops the execution.

Streamlined MCP integration

Cline manages the server connection through its internal settings. You add the endpoint, and the agent gains the ability to run `test_normality` whenever a task requires statistical rigor. It is built for developers who want to avoid manual data audits. You define the requirement, and Cline handles the verification.

Setup guide

Set up Normality Test Engine MCP in Cline

Prerequisites

  • VS Code with Cline extension installed
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Open Cline MCP settings

    Click the Cline icon in the VS Code sidebar to open the Cline panel. Then click the MCP Servers icon (server stack) at the top-right corner of the panel.

  2. 2

    Add a remote server

    Click "Remote Servers" at the top, then click "Add Remote MCP". In the Name field, type normality-test-engine-mcp. In the URL field, paste your Vinkius endpoint: https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp. Get your token from cloud.vinkius.com.

  3. 3

    Enable the server

    After saving, the server appears in the Cline MCP panel. Toggle the switch to enable it. The status indicator turns green when the connection is live.

  4. 4

    Start using tools

    Return to the Cline chat and ask: "Check my latest Normality Test Engine refund status." Cline will discover the available tools and request your approval before invoking each one — giving you full control over every action.

Cline MCP Settings
{
  "mcpServers": {
    "normality-test-engine-mcp": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}

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Common questions about Normality Test Engine MCP in Cline

Cline uses the tool as a decision-making step. When you ask it to perform analysis, it calls `test_normality` to determine which statistical method is appropriate for your data.
It can. Cline will fetch your data, run the `test_normality` tool, and write the necessary logic based on the reported skewness and kurtosis values.
It is. The tool performs exact calculations rather than estimating results. Cline relies on these precise metrics to ensure your code remains statistically valid.
Your numeric data is processed in a local sandbox. The server only interacts with the raw numbers you provide, ensuring sensitive information never leaves your environment.
Cline will detect the deviation via the tool output. It then adjusts your code to use non-parametric tests, preventing the common mistakes associated with invalid assumptions.

Start using the Normality Test Engine MCP today

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