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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use ml-regression with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Perform exact Linear and Polynomial regression on scatter plot data local. Get mathematically perfect coefficients, equations, and R-squared scores.

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 ml-regression capability set.

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

Capability set01 / 01

01

1 capability in this set.

Part of 1 available through ml-regression.

  1. 01

    Calculate regression

    Perform exact deterministic curve fitting (Linear, Polynomial) on scatter plot data

Observed, not estimated

804ms average. Fast in production.

ml-regression is checked daily against the live service.

Daily averagePeak 1059ms
Aug 20Today
Fastest day
653ms
Slowest day
1059ms
14-day trend
Slowing+21%

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 ml-regression, so you can see the experience inside your AI.

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

ml-regression Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_GO1fBS3iBxNkA8lFrOVHJ7vN6YkFb6wEYYZNguMd/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 — ml-regression capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "curve-fitting-engine-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_GO1fBS3iBxNkA8lFrOVHJ7vN6YkFb6wEYYZNguMd/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 ml-regression owners ask.

  • 01

    Does it calculate R-squared automatically?

    Yes. Every regression model automatically returns the exact R-squared score. Values closer to 1.0 indicate a better fit, and the AI interprets this context for you.

  • 02

    Can I specify the polynomial degree?

    Yes! When choosing the 'polynomial' type, specify any degree (2 for quadratic, 3 for cubic, etc.) and the engine computes all coefficients with exact precision.

  • 03

    Do the X and Y arrays need to be sorted?

    No. The internal ML engine matches X[i] to Y[i] regardless of the order. The regression computation is independent of how the data is sorted.

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