An astronaut overseeing a futuristic data hub
Download PDFMarkdown Version

Connect User Research Roi Calculator 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. Turn research data into clear financial and strategic metrics.

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 · 4 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through User Research ROI.

  1. 01

    Get insight efficiency

    Determines how effectively your research team converts information into actual product changes.

  2. 02

    Estimate optimal investment

    Suggests the ideal budget allocation to balance research costs against potential product gains.

  3. 03

    Get methodology impact

    Evaluates how your specific combination of research methods influences the overall cost and quality profile.

  4. 04

    Get research roi

    Calculates the total financial return for a specific research engagement.

Real work

What teams actually run

01

Budget Justification

Show leadership the specific financial return of last quarter's research to secure more funding.

02

Team Performance Review

Measure how effectively your research team is turning findings into implemented features.

03

Methodology Audits

Check if your current mix of research methods is providing the best quality for the lowest cost.

04

Investment Planning

Determine the right amount of money to spend on a new product area based on potential value.

One connector, every AI

User Research ROI 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 User Research ROI 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

829ms average. Fast in production.

User Research ROI is checked daily against the live service.

Daily averagePeak 1015ms
Oct 3Today
Fastest day
717ms
Slowest day
1015ms
14-day trend
Stable-3%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 4 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 User Research ROI, so you can see the experience inside your AI.

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

User Research ROI Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_oFdOMSvBUMjWDYwo74FtRIw7AyST5hczSD22apn8/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 — User Research ROI capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "user-research-roi-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_oFdOMSvBUMjWDYwo74FtRIw7AyST5hczSD22apn8/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 User Research ROI in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work User Research ROI owners hand off.

This MCP is built for product leaders who need to prove the economic value of their research work.

  • 01

    Product Managers

    Use the AI to justify research budgets and track how insights impact the roadmap.

  • 02

    UX Researchers

    Hand off raw study data to the AI to generate efficiency and ROI reports.

  • 03

    Product Strategists

    Use the capability to model optimal investment levels for upcoming research cycles.

FAQ

Questions User Research ROI owners ask.

  • 01

    What can this MCP calculate?

    It calculates research ROI, insight efficiency, optimal budget allocations, and methodology impact.

  • 02

    Which AI clients can I use with this MCP?

    You can use any MCP-compatible client, including Claude, Cursor, Windsurf, and VS Code.

  • 03

    Do I need to host this myself?

    No, Vinkius hosts and manages the MCP for you. You just connect your client and start using the capabilities.

  • 04

    How does it measure research efficiency?

    It determines efficiency by looking at how many research insights are actually converted into product changes.

  • 05

    Can it help with budget planning?

    Yes, the estimate_optimal_investment capability suggests budget levels that balance research costs against potential product gains.

  • 06

    How do I calculate the financial return of my research?

    You can use the get_research_roi capability. It calculates the difference between the product improvement value (adjusted for quality and bias) and the total cost of the research.

  • 07

    Can this capability help with budget planning?

    Yes, the estimate_optimal_investment capability suggests the ideal budget allocation to balance research costs against potential product gains.

  • 08

    What is the insight-to-action rate?

    It is a metric that indicates how effectively your research findings are being converted into tangible product changes, which can be calculated using get_insight_efficiency.

Explore

More in Product Management

Suggestions

Connect User Research ROI to Claude, Cursor, ChatGPT & more