Download PDFMarkdown Version
ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use ml-matrix with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Perform exact linear algebra. multiply, transpose, invert, and compute determinants of massive matrices local. Zero LLM math hallucinations.

Included with plan

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

Waiting for input…

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

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 1 capability

The complete ml-matrix capability set.

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

Capability set01 / 01

01

1 capability in this set.

Part of 1 available through ml-matrix.

  1. 01

    Matrix operations

    Perform deterministic exact matrix math: multiply, add, subtract, determinant, inverse, transpose. Never hallucinate matrix math

Observed, not estimated

1046ms average. Fast in production.

ml-matrix is checked daily against the live service.

Daily averagePeak 1320ms
Aug 20Today
Fastest day
753ms
Slowest day
1320ms
14-day trend
Improving-20%

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

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

ml-matrix Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_oQQkbQtJwMZBVl9Z7lHUjKWiTSyD5U3beNbMernJ/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-matrix capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "matrix-operations-engine-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_oQQkbQtJwMZBVl9Z7lHUjKWiTSyD5U3beNbMernJ/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-matrix owners ask.

  • 01

    What happens if I try to invert a singular matrix?

    The engine throws a deterministic mathematical error that the AI will report to you, instead of hallucinating fake numbers. This is by design. fail loud, not wrong.

  • 02

    Is there a size limit for the matrices?

    The engine handles very large matrices natively. The practical limit is your LLM's context window for serializing the JSON payload of the matrix data.

  • 03

    Can I use it for dot products between 1D vectors?

    Yes! Treat your 1D vectors as 1xN and Nx1 matrices, then use the 'multiply' operation to get the exact dot product result.

Explore

More in Developer Tools

Suggestions