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Connect Multi-Tenant Isolation Calculator to your AI

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. Manage resource distribution and tenant quotas with precision.

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 · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Multi-Tenant Isolation Calculator.

  1. 01

    Analyze utilization health

    This capability evaluates how efficiently resources are being distributed and identifies current system pressure.

  2. 02

    Calculate tenant allocations

    Use this to find the exact resource distribution for all tenants based on your specific isolation strategy.

  3. 03

    Get quota lifecycle

    This capability provides the specific scheduling data for when tenant limits are set to replenish.

Real work

What teams actually run

01

Quota Management

Your agent calculates how to split tokens among users based on their tier.

02

System Health Audits

The AI checks if any tenant is violating fair share rules in a shared environment.

03

Capacity Forecasting

You use the capability to model how new tenants will impact existing resource pools.

04

Automated Scheduling

The agent monitors when limits reset to trigger automated resource adjustments.

One connector, every AI

Multi-Tenant Isolation 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 Multi-Tenant Isolation 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

927ms average. Fast in production.

Multi-Tenant Isolation Calculator is checked daily against the live service.

Daily averagePeak 1170ms
Oct 3Today
Fastest day
638ms
Slowest day
1170ms
14-day trend
Improving-11%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 3 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 Multi-Tenant Isolation Calculator, so you can see the experience inside your AI.

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

Multi-Tenant Isolation Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_2OyfDAxh2zLKhHnkFcuFUm1XXUXqlPpUGU2B7tay/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 — Multi-Tenant Isolation Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "multi-tenant-isolation-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_2OyfDAxh2zLKhHnkFcuFUm1XXUXqlPpUGU2B7tay/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 Multi-Tenant Isolation Calculator in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Multi-Tenant Isolation Calculator owners hand off.

This MCP is built for engineers managing multi-tenant infrastructure and cloud-based services.

  • 01

    Platform Engineers

    They hand off quota management and resource isolation modeling to the AI.

  • 02

    SREs

    They use the agent to monitor system health and resource contention.

  • 03

    DevOps Engineers

    They rely on the AI to track replenishment schedules and capacity limits.

FAQ

Questions Multi-Tenant Isolation Calculator owners ask.

  • 01

    What isolation strategies can this MCP handle?

    It supports hard quotas, soft quotas with burst capacity, and reserved capacity models.

  • 02

    Can I use this with Claude or Cursor?

    Yes, you can connect this MCP to any compatible client like Claude, Cursor, or Windsurf.

  • 03

    How does the MCP help with resource contention?

    The analyze_utilization_health capability evaluates the efficiency of your distribution and flags pressure or violations.

  • 04

    Does Vinkius host the MCP?

    Yes, Vinkius hosts and manages the MCP so it is ready to use immediately upon connection.

  • 05

    Can the AI tell me when a user's limit resets?

    Yes, the get_quota_lifecycle capability provides the exact scheduling information for replenishment.

  • 06

    How does the hard quota strategy work?

    With calculate_tenant_allocations using the hard_quota strategy, each tenant is assigned exactly their quota. No resources are shared or borrowed from other tenants.

  • 07

    How can I check if the system is under high pressure?

    You can use analyze_utilization_health to evaluate system pressure. It will trigger a high pressure alert if resource contention exceeds 30% or if any tenant's utilization goes above 100%.

  • 08

    When will the tenant quotas be reset?

    Use the get_quota_lifecycle capability to retrieve the next reset timestamp based on whether your frequency is set to daily or hourly.

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