An astronaut overseeing a futuristic data hub
Download PDFMarkdown Version

Connect Curie Measurement Prover to ChatGPT and Claude

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 accepting vague claims and start demanding empirical proof.

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

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 Curie Measurement Prover.

  1. 01

    Validate curie measurement

    This capability subjects any empirical claim to a five-step rigor check involving measurement, isolation, cross-validation, persistence, and risk quantification.

Real work

What teams actually run

01

Process Optimization

Verify if a new manufacturing step actually caused a speed increase or if it was just a better batch of raw materials.

02

Software Deployment

Ensure a performance patch is validated under peak load rather than just in a local dev environment.

03

Supply Chain Auditing

Quantify the impact and probability of switching to a new vendor.

04

Risk Management

Convert 'low risk' statements into structured data containing probability, impact, and mitigation.

Automate a task

Put Curie Measurement 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

Curie Measurement 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 Curie Measurement 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

968ms average. Fast in production.

Curie Measurement Prover is checked daily against the live service.

Daily averagePeak 1159ms
Oct 3Today
Fastest day
704ms
Slowest day
1159ms
14-day trend
Slowing+14%

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 Curie Measurement Prover, so you can see the experience inside your AI.

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

Curie Measurement Prover Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_CPb0xivIrSLYBuuZ7KzsZrT7gj3fFKipKNBJYSPo/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 — Curie Measurement Prover capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "curie-measurement-prover-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_CPb0xivIrSLYBuuZ7KzsZrT7gj3fFKipKNBJYSPo/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 Curie Measurement Prover in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Curie Measurement Prover owners hand off.

This MCP is for professionals who cannot afford to make decisions based on vague AI hallucinations or unverified correlations.

  • 01

    Data Scientists

    They use it to audit the statistical rigor of an agent's conclusions.

  • 02

    Operations Managers

    They hand off process change logs to the AI to verify if improvements are actually isolated.

  • 03

    Systems Engineers

    They use it to ensure testing covers peak conditions and cross-domain environments.

FAQ

Questions Curie Measurement Prover owners ask.

  • 01

    What does this MCP actually do?

    It acts as a logical validator that forces your AI client to use scientific rigor. It checks for proper measurement, variable isolation, cross-domain testing, persistence, and risk quantification.

  • 02

    How do I use it with Claude or Cursor?

    Vinkius hosts the MCP for you. You simply connect your client to the Vinkius catalog once, and the capabilities become available to your agent immediately.

  • 03

    Can it help me find out why a process failed?

    Yes. By using the isolation pivot, it helps you determine if a failure was caused by a specific variable or if you haven't tested enough variations to be sure.

  • 04

    What is a 'Measurement Absent' verdict?

    This happens when an agent uses words like 'faster' or 'better' without providing a baseline, a method, an after-value, and a quantified delta.

  • 05

    Does this require manual data entry?

    The agent uses the data you provide in your prompts to run the validation. It is a capability for the agent to process the information you give it.

  • 06

    Is this only for performance optimization?

    No. Curie's method applies to any domain requiring empirical validation. process improvement (measure before/after cycle times, isolate each change), vendor evaluation (measure cost/quality/reliability, not 'it seems better'), risk assessment (quantify probability and impact, not 'the risk is minimal'), method selection (benchmark each candidate in isolation), controlled experiments (single variable, controlled conditions). Anywhere you would say 'better' or 'faster' or 'more reliable,' replace the adjective with a number.

  • 07

    What if isolation is impractical?

    Sometimes variables are genuinely coupled. changing the supplier requires changing the delivery schedule. The engine does not demand artificial isolation. It demands AWARENESS of what was changed together and WHY isolation was impractical. Document: 'We changed X and Y together because X requires Y. We cannot isolate their effects. We accept that the 67% improvement is from X+Y combined, with Y alone contributing approximately 15% based on a separate controlled test.' Honest documentation of coupled changes is acceptable. Pretending 3 changes are one is not.

  • 08

    How does it differ from the Watt Efficiency Prover?

    Watt validates EFFICIENCY ENGINEERING. finding waste, instrumenting baselines, designing feedback loops, isolating bottlenecks, quantifying improvements. It asks 'where is the bottleneck?' Curie validates EMPIRICAL RIGOR. measuring instead of claiming, isolating variables, cross-domain validation, persistence, risk quantification. It asks 'where is the number?' Watt finds WHERE to optimize. Curie proves THAT you optimized. Use Watt to identify bottlenecks. Use Curie to prove your fix actually worked. with numbers, not adjectives.

Explore

More in Complex Reasoning

Suggestions

Connect Curie Measurement Prover to Claude, Cursor, ChatGPT & more