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Connect Jordan Chain Calculator 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. Decompose complex matrices into Jordan Normal Form.

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 · 4 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Jordan Chain Calculator.

  1. 01

    Analyze numerical sensitivity

    This capability evaluates how stable a Jordan structure remains when you introduce small perturbations to the input matrix.

  2. 02

    Compute transformation basis

    This capability generates the specific vectors you need to build a similarity transformation matrix P.

  3. 03

    Get jordan structure

    This capability analyzes a matrix to find its eigenvalue distribution and the size of its Jordan blocks.

  4. 04

    Verify chain integrity

    This capability checks if a set of vectors correctly forms valid Jordan chains for a specific matrix.

Real work

What teams actually run

01

Stability Analysis

Use the sensitivity capability to see if a matrix structure changes drastically with small input errors.

02

System Modeling

Calculate the transformation basis to simplify complex linear systems.

03

Eigenvalue Problems

Quickly find the Jordan structure of a given matrix to understand its properties.

04

Vector Validation

Verify that your calculated generalized eigenvectors actually form valid chains.

One connector, every AI

Jordan Chain Calculator 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 Jordan Chain Calculator 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

968ms average. Fast in production.

Jordan Chain Calculator is checked daily against the live service.

Daily averagePeak 968ms
Oct 16Today
Fastest day
968ms
Slowest day
968ms
14-day trend
Stable0%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 4 capabilities arrive 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 Jordan Chain Calculator, so you can see the experience inside your AI.

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

Jordan Chain Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_dzvitG8GuL9n8FHFNgBoH6i7ZcmpK21MPwzxWhHa/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 — Jordan Chain Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "jordan-chain-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_dzvitG8GuL9n8FHFNgBoH6i7ZcmpK21MPwzxWhHa/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 Jordan Chain Calculator in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Jordan Chain Calculator owners hand off.

This MCP is built for professionals working with advanced linear algebra and numerical analysis.

  • 01

    Applied Mathematicians

    Hand off complex matrix decomposition and eigenvalue problems to the agent.

  • 02

    Control Engineers

    Use the agent to analyze system stability and state-space representations.

  • 03

    Data Scientists

    Delegate the verification of eigenvector chains and numerical sensitivity checks.

FAQ

Questions Jordan Chain Calculator owners ask.

  • 01

    What can this MCP do with matrices?

    It decomposes matrices into Jordan Normal Form, identifies eigenvalue distributions, and calculates transformation bases.

  • 02

    Which AI clients can use this MCP?

    You can use this with any MCP-compatible client like Claude, Cursor, Windsurf, or VS Code.

  • 03

    How does it handle defective matrices?

    It uses specific capabilities to analyze the Jordan structure and check the numerical sensitivity of these defective matrices.

  • 04

    Can I verify my own eigenvector calculations?

    Yes, you can use the verify_chain_integrity capability to check if your vectors form valid Jordan chains.

  • 05

    Do I need to host the MCP myself?

    No, Vinkius hosts and manages the MCP for you. You just connect your client and start working.

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