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Connect Watt Efficiency Prover to ChatGPT, Claude and Gemini

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 guessing and start measuring real operational gains.

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 · 1 capability

We ship only the actions that matter.

Capability set01 / 01

01

1 capability in this set.

Part of 1 available through Watt Efficiency Prover.

  1. 01

    Validate watt efficiency

    This capability forces your agent to validate an optimization proposal against five strict criteria: waste identification, measurement, feedback design, bottleneck isolation, and efficiency quantification. It rejects any proposal that lacks precise before and after metrics or fails to account for the cost of change.

Real work

What teams actually run

01

Manufacturing Throughput

Validate if a new machine actually increases units per hour or if it just moves the bottleneck elsewhere.

02

Service Workflow Optimization

Check if reducing appointment times in a clinic actually improves efficiency or just increases error rates.

03

Supply Chain Logistics

Verify that reducing inventory levels doesn't create a new bottleneck in order fulfillment.

04

Software Deployment Pipelines

Ensure that speeding up a build process doesn't increase the rate of failed deployments.

Automate a task

Put Watt Efficiency Prover to work on one thing.

Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.

One connector, every AI

Watt Efficiency Prover 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 Watt Efficiency Prover 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

942ms average. Fast in production.

Watt Efficiency Prover is checked daily against the live service.

Daily averagePeak 1161ms
Oct 3Today
Fastest day
713ms
Slowest day
1161ms
14-day trend
Slowing+10%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 1 capability arrives 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 Watt Efficiency Prover, so you can see the experience inside your AI.

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

Watt Efficiency Prover Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_a8fZDlKX5lAlz9O8QSb4spF6Ja0s2cXiffgJMyLa/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 — Watt Efficiency Prover capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "watt-efficiency-prover-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_a8fZDlKX5lAlz9O8QSb4spF6Ja0s2cXiffgJMyLa/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 Watt Efficiency Prover in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Watt Efficiency Prover owners hand off.

This MCP is for professionals who need to move beyond anecdotal improvements and into data-driven engineering.

  • 01

    Operations Managers

    Hand off process maps and cycle time data to the agent to validate restructuring plans.

  • 02

    Systems Engineers

    Use the agent to verify that new control loops and feedback mechanisms are mathematically sound.

  • 03

    Data Analysts

    Provide raw input/output ratios to the agent to confirm if an optimization actually yielded a return.

FAQ

Questions Watt Efficiency Prover owners ask.

  • 01

    What happens if my agent's optimization plan is too vague?

    The MCP will reject the call. It will return a specific error like WASTE_UNIDENTIFIED or MEASUREMENT_ABSENT, forcing the agent to provide more granular data.

  • 02

    Can I use this with Claude or Cursor?

    Yes. This MCP is compatible with any MCP-compatible client, including Claude, Cursor, and Windsurf.

  • 03

    Does this MCP perform the optimization itself?

    No. This MCP is a validation capability. It provides the logical framework and checks to ensure your agent's optimization logic is sound and data-backed.

  • 04

    What is a feedback loop in this context?

    A feedback loop is an automatic mechanism that responds to a signal. It requires a signal, a threshold, an automatic action, and a damping mechanism to prevent oscillation.

  • 05

    How does it handle the cost of change?

    The capability requires the agent to quantify the investment, downtime, and transition risks to ensure the improvement is actually worth the cost.

  • 06

    Is this only for operations performance?

    No. Watt's method applies to any system where resources are consumed and efficiency matters. manufacturing throughput, service delivery speed, administrative processing time, supply chain turnaround, team productivity, budget utilization, equipment uptime. The 5 pivots. waste identification, measurement, feedback, bottleneck isolation, quantification. work wherever you can measure input vs. useful output.

  • 07

    What counts as a valid feedback loop?

    Four elements: (1) a SIGNAL. a metric that indicates drift (cycle time rising, defect rate climbing, queue growing), (2) a THRESHOLD. a specific value that triggers action (cycle time > 200 minutes for 3 consecutive batches), (3) an AUTOMATIC ACTION. something that happens without human intervention (reallocate resources, activate backup capacity, redistribute workload), (4) DAMPING. a mechanism to prevent oscillation (cooldown period, gradual scaling, minimum stable period before further changes). 'We check reports' is monitoring. Watt's centrifugal governor is a feedback loop. it adjusts without an engineer.

  • 08

    How does it differ from the Brunel Engineering Prover?

    Brunel validates engineering at SCALE. what breaks at 10x/100x, integration contracts, specification tolerances, risk quantification, precedent challenge. Watt validates EFFICIENCY. where waste occurs, measurement instrumentation, feedback control, bottleneck isolation, quantified improvement. Brunel asks 'will this survive growing 10x?' Watt asks 'where is 80% of your resources being wasted right now, and can you prove the optimization worked?' Use Brunel for scale planning, Watt for performance tuning.

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