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Connect Claude Conversation Drift Detector 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. Stop your AI agents from wandering off task.

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 Claude Conversation Drift Detector.

  1. 01

    Get task relevance summary

    This capability provides a high-level overview of task completion. It calculates how much of the original goal is covered based on keyword overlap.

  2. 02

    Analyze conversation drift

    This capability checks the agent's current trajectory. It determines if the sequence of recent actions still aligns with your primary goal.

  3. 03

    Detect topic shift

    This capability flags sudden changes in direction. It identifies when an agent abruptly switches to a subject unrelated to the current context.

Real work

What teams actually run

01

Long-form Research

Ensure your agent stays focused on the specific research questions without drifting into tangential topics.

02

Autonomous Coding

Monitor if an agent starts fixing unrelated files instead of the specific bug you assigned.

03

Complex Data Extraction

Verify that the agent is still covering all required keywords and hasn't missed parts of the dataset.

04

Multi-step Agent Workflows

Keep agents on track during long sequences of actions to prevent them from losing the original objective.

One connector, every AI

Claude Conversation Drift Detector 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 Claude Conversation Drift Detector 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

881ms average. Fast in production.

Claude Conversation Drift Detector is checked daily against the live service.

Daily averagePeak 1110ms
Oct 3Today
Fastest day
637ms
Slowest day
1110ms
14-day trend
Improving-21%

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 Claude Conversation Drift Detector, so you can see the experience inside your AI.

It does not authenticate your account with Claude Conversation Drift Detector. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Claude Conversation Drift Detector Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_rObXhKFL44u7UOFlnk6J7kduaguWtPFxIPk5673c/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 — Claude Conversation Drift Detector capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "claude-conversation-drift-detector-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_rObXhKFL44u7UOFlnk6J7kduaguWtPFxIPk5673c/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 Claude Conversation Drift Detector in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Claude Conversation Drift Detector owners hand off.

This MCP is built for anyone running long-running or complex agentic workflows that require high precision.

  • 01

    AI Engineers

    They use this to monitor agent reliability during autonomous task execution.

  • 02

    Workflow Automators

    They deploy this to ensure automated agents don't wander into irrelevant sub-tasks.

  • 03

    Prompt Engineers

    They use the relevance summaries to refine instructions and improve task coverage.

FAQ

Questions Claude Conversation Drift Detector owners ask.

  • 01

    What does conversation drift mean?

    Drift happens when an AI agent starts performing actions or discussing topics that no longer align with your original goal.

  • 02

    Which AI clients can use this MCP?

    You can use this with any MCP-compatible client, including Claude, Cursor, and Windsurf.

  • 03

    How does it measure task progress?

    It uses the get_task_relevance_summary capability to check keyword overlap between your task and the agent's actions.

  • 04

    Does this prevent hallucinations?

    It helps prevent hallucination loops by identifying when an agent's trajectory deviates from the semantic relevance of the task.

  • 05

    Do I need to host this myself?

    No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately after connection.

  • 06

    How does the drift detection work?

    It uses Jaccard similarity to compare keywords extracted from the original task with keywords extracted from recent agent actions like analyze_conversation_drift or file changes.

  • 07

    Can I adjust the sensitivity of the drift detection?

    Yes, you can specify a driftThreshold in the analyze_conversation_drift capability to control how sensitive the rolling average relevance check is.

  • 08

    What is a topic shift?

    A topic shift is detected when there is a sudden loss of keyword overlap between the current action and the previous one, indicating the agent has jumped to a new subject.

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