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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Workflow Convergence Verifier with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Monitors agentic workflows to detect stability, convergence, and infinite loops.

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 · 3 capabilities

The complete Workflow Convergence Verifier capability set.

These are the exact actions your AI can choose when you ask it to work with Workflow Convergence Verifier.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Workflow Convergence Verifier.

  1. 01

    Analyze convergence

    Determines if the workflow has successfully reached a stable state or if it is still progressing

  2. 02

    Detect oscillation

    Identifies if the workflow is trapped in a repetitive loop by detecting recurring state patterns

  3. 03

    Calculate progress velocity

    Estimates the rate at which the workflow is moving toward a solution to help predict completion

Observed, not estimated

776ms average. Fast in production.

Workflow Convergence Verifier is checked daily against the live service.

Daily averagePeak 929ms
Aug 21Today
Fastest day
672ms
Slowest day
929ms
14-day trend
Improving-22%

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 Workflow Convergence Verifier, so you can see the experience inside your AI.

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

Workflow Convergence Verifier Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_VHbrHTaKdegSG1jagH739g7Blw3AwttMDe2tYmat/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 — Workflow Convergence Verifier capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "workflow-convergence-verifier-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_VHbrHTaKdegSG1jagH739g7Blw3AwttMDe2tYmat/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 Workflow Convergence Verifier owners ask.

  • 01

    How does the capability detect if a workflow has converged?

    Convergence is confirmed when the Jaccard similarity of the workflow state key sets remains above the specified threshold for the duration of the convergence window.

  • 02

    What is oscillation in an agentic workflow?

    Oscillation occurs when an agent repeatedly transitions between a limited set of states without making progress. You can use detect_oscillation to identify these repetitive patterns.

  • 03

    Can I predict when my agent will finish its task?

    Yes, by using calculate_progress_velocity, you can estimate the rate of state evolution and predict the remaining steps toward convergence.

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