How do I use this MCP with Claude?

You connect to the MCP through the Vinkius platform. Once connected, your agent in Claude can automatically call the calculation capabilities when you ask for them.

Can I calculate averages for specific dates?

Yes. You can use the filter_reviews_by_date capability to isolate feedback within a timeframe before calculating the average.

What is the difference between simple and weighted averages here?

The simple average treats all scores equally. The weighted average allows you to assign different levels of importance to specific reviews.

Do I need to host this myself?

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

Can this capability show me how many 5-star reviews I have?

Yes. The get_rating_distribution capability provides a breakdown of how many reviews fall into each rating category.

How do I calculate a simple mean?

Use the calculate_simple_average capability by providing an array of numerical scores.

Can I weight certain reviews more heavily?

Yes, use calculate_weighted_average to assign specific weights to individual reviews.

How can I see the rating spread?

The get_rating_distribution capability provides a count of reviews for every rating level.

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Connect Review Average 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 raw customer feedback into actionable statistical data.

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.

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.

How Vinkius works: one connection, every tool, in any AI

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.

Complete set · 4 capabilities

The complete Review Average capability set.

These are the exact actions your AI can choose when you ask it to work with Review Average.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Review Average.

01
Calculate weighted average
This capability calculates the weighted mean of your reviews. It's useful when you need to prioritize certain scores over others.
02
Filter reviews by date
This capability isolates feedback within a specific timeframe. Use it to see how ratings look for a specific month or quarter.
03
Get rating distribution
This capability shows how ratings are spread across the scale. It helps you see if your feedback is clustered at the top or scattered.
04
Calculate simple average
This capability finds the arithmetic mean of a list of scores. It's the quickest way to get a baseline average.

One connector, every AI

Review Average 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.

Building your own app? The connector is yours to use.

You don't need a client to put Review Average 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

982ms average. Fast in production.

Review Average is checked daily against the live service.

Daily averagePeak 1057ms

Sep 23Today

Fastest day: 944ms
Slowest day: 1057ms
14-day trend: Improving-8%

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 Review Average, so you can see the experience inside your AI.

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

Review Average Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_NP1wYTthhfgzfhE8GdNsVzM3uoKFzicKw4u2YWZ8/mcp

Claude Desktop

Follow the steps below to connect in seconds.

1In Claude Desktop, open Settings → Connectors.
2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
3Click Add and start a new chat — Review Average capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "review-average-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_NP1wYTthhfgzfhE8GdNsVzM3uoKFzicKw4u2YWZ8/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? How to give Claude access to Review Average

See all the AI clients this connector works with ↑

Who it's for

Built for the work Review Average owners hand off.

This is for professionals who need to turn qualitative feedback into quantitative reports without manual spreadsheet work.

01
Product Managers
They hand off raw user feedback to the AI to identify trend shifts.
02
Data Analysts
They use the AI to run quick statistical checks on review datasets.
03
Customer Success Leads
They use the AI to monitor rating distributions across different time periods.

FAQ

Questions Review Average owners ask.

01
How do I use this MCP with Claude?
You connect to the MCP through the Vinkius platform. Once connected, your agent in Claude can automatically call the calculation capabilities when you ask for them.
02
Can I calculate averages for specific dates?
Yes. You can use the filter_reviews_by_date capability to isolate feedback within a timeframe before calculating the average.
03
What is the difference between simple and weighted averages here?
The simple average treats all scores equally. The weighted average allows you to assign different levels of importance to specific reviews.
04
Do I need to host this myself?
No. Vinkius hosts and manages the MCP for you. You just connect your client and start working.
05
Can this capability show me how many 5-star reviews I have?
Yes. The get_rating_distribution capability provides a breakdown of how many reviews fall into each rating category.
06
How do I calculate a simple mean?
Use the calculate_simple_average capability by providing an array of numerical scores.
07
Can I weight certain reviews more heavily?
Yes, use calculate_weighted_average to assign specific weights to individual reviews.
08
How can I see the rating spread?
The get_rating_distribution capability provides a count of reviews for every rating level.

Explore

More in Analytics

Connect Review Average to Claude, Cursor, ChatGPT & more

Connect Review Average Calculator to ChatGPT and Claude

Your AI does the work. We keep it safe and sound.