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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Sliding Window Aggregator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Deterministic engine for sliding window metric aggregation, trend analysis, and anomaly detection.

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 · 3 capabilities

The complete Sliding Window Aggregator capability set.

These are the exact actions your AI can choose when you ask it to work with Sliding Window Aggregator.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Sliding Window Aggregator.

  1. 01

    Check alerts

    Checks for threshold violations

  2. 02

    Process metrics

  3. 03

    Analyze trends

    Calculates trend direction

Observed, not estimated

829ms average. Fast in production.

Sliding Window Aggregator is checked daily against the live service.

Daily averagePeak 929ms
Aug 20Today
Fastest day
623ms
Slowest day
929ms
14-day trend
Slowing+20%

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 Sliding Window Aggregator, so you can see the experience inside your AI.

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

Sliding Window Aggregator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_qSzdTgEJR9Mb1QnHPDqIWEWAK1bnC7BDP5vYViDL/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 — Sliding Window Aggregator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "sliding-window-aggregator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_qSzdTgEJR9Mb1QnHPDqIWEWAK1bnC7BDP5vYViDL/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 Sliding Window Aggregator owners ask.

  • 01

    How does the engine handle window overlaps?

    Overlaps occur when the window size is larger than the slide interval. The engine calculates these windows deterministically based on your provided parameters.

  • 02

    What triggers an alert?

    An alert is triggered via check_alerts if a metric exceeds the specified threshold for three consecutive windows.

  • 03

    How is a sensor malfunction detected?

    A malfunction flag is set if more than 50% of the data points in a window are identified as statistical outliers.

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