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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. Analyzes agent workflows to detect stability, convergence, or 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 state stability

    Provides a granular breakdown of how much the agent's internal structure is changing over time

  2. 02

    Detect oscillations

    Identifies if the agent is trapped in a repetitive loop (cycling through the same states)

  3. 03

    Verify convergence

    Determines if the agent's workflow has reached a stable, finished state

Observed, not estimated

830ms average. Fast in production.

workflow-convergence-verifier is checked daily against the live service.

Daily averagePeak 951ms
Aug 20Today
Fastest day
658ms
Slowest day
951ms
14-day trend
Slowing+18%

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_Yb75kJGol71QyVQTUmWhVoloZtTt1iwHdDVYZ56q/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-1-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_Yb75kJGol71QyVQTUmWhVoloZtTt1iwHdDVYZ56q/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?

    The verify_convergence capability checks if the similarity between consecutive state key sets remains above a defined threshold for a specific number of steps.

  • 02

    What is an oscillation in an agent workflow?

    Oscillation occurs when an agent cycles through a repetitive sequence of states, such as moving from State A to State B and back to State A, preventing progress.

  • 03

    Can I customize the convergence sensitivity?

    Yes, you can adjust the convergenceThreshold and the convergenceWindow when using the verify_convergence capability to fine-tune detection.

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