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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Kubernetes HPA Simulator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Simulate Kubernetes Horizontal Pod Autoscaler behavior and stability.

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 · 4 capabilities

The complete Kubernetes HPA Simulator capability set.

These are the exact actions your AI can choose when you ask it to work with Kubernetes HPA Simulator.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Kubernetes HPA Simulator.

  1. 01

    Calculate target replicas

    Calculates the target number of replicas based on current metric and utilization

  2. 02

    Identify thrashing patterns

    Analyzes a scaling timeline to detect frequent oscillations (thrashing)

  3. 03

    Simulate scaling timeline

    Simulates how the replica count evolves over a series of metric observations

  4. 04

    Validate hpa config

    Validates the HPA configuration parameters

Observed, not estimated

687ms average. Fast in production.

Kubernetes HPA Simulator is checked daily against the live service.

Daily averagePeak 909ms
Aug 20Today
Fastest day
538ms
Slowest day
909ms
14-day trend
Improving-39%

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 Kubernetes HPA Simulator, so you can see the experience inside your AI.

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

Kubernetes HPA Simulator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_mCkq7kUIlpy0Ipoeih4wQjqrHGwgzL3bJzzfUATr/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 — Kubernetes HPA Simulator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "kubernetes-hpa-scaling-simulator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_mCkq7kUIlpy0Ipoeih4wQjqrHGwgzL3bJzzfUATr/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 Kubernetes HPA Simulator owners ask.

  • 01

    How does the simulator calculate target replicas?

    It uses the standard HPA formula: (current metric / target utilization) * current replicas, then rounds up and clamps within your min/max bounds.

  • 02

    Can I detect if my scaling configuration will cause thrashing?

    Yes, by using the identify_thrashing_patterns capability on a generated timeline, you can see if your stabilization windows are too short for your load volatility.

  • 03

    What kind of input does simulate_scaling_timeline require?

    It requires a JSON array of objects containing timestamps and metric values, representing your observed load pattern.

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