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Connect Expansion Revenue Analysis 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 revenue data into actionable growth insights.

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 · 4 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Expansion Revenue Analysis.

  1. 01

    Get expansion metrics

    This capability calculates your core growth and retention percentages from your revenue inputs.

  2. 02

    Get expansion triggers

    This capability identifies the qualitative nature of your growth based on specific revenue patterns.

  3. 03

    Get retention health

    This capability evaluates the relationship between expansion and churn to see if your growth is sustainable.

  4. 04

    Get revenue mix

    This capability analyzes how your expansion revenue is composed to find your primary growth drivers.

Real work

What teams actually run

01

Monthly Board Reporting

Your agent generates the exact expansion and retention percentages needed for financial reviews.

02

Growth Strategy Audits

You use the revenue mix capability to see if your current expansion strategy is working.

03

Churn Impact Analysis

You check retention health to see if expansion is enough to cover customer losses.

04

Pricing Model Validation

You analyze how much of your growth is coming from price increases versus feature adoption.

One connector, every AI

Expansion Revenue Analysis 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 Expansion Revenue Analysis 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

850ms average. Fast in production.

Expansion Revenue Analysis is checked daily against the live service.

Daily averagePeak 1113ms
Oct 3Today
Fastest day
718ms
Slowest day
1113ms
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 Expansion Revenue Analysis, so you can see the experience inside your AI.

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

Expansion Revenue Analysis Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_WfGCsb6MTQ7UhFdcXeZWkrdQ2MozPFyRniPv7WN5/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 — Expansion Revenue Analysis capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "expansion-revenue-analysis-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_WfGCsb6MTQ7UhFdcXeZWkrdQ2MozPFyRniPv7WN5/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 Expansion Revenue Analysis in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Expansion Revenue Analysis owners hand off.

This MCP is built for finance and operations teams managing subscription-based business models.

  • 01

    SaaS Finance Analysts

    They hand off raw revenue numbers to the agent to get instant NRR and expansion reports.

  • 02

    Revenue Operations

    They use the agent to identify which expansion triggers are actually driving growth.

  • 03

    CS Leaders

    They use the capability to check if expansion is offsetting churn effectively.

FAQ

Questions Expansion Revenue Analysis owners ask.

  • 01

    What metrics can this MCP calculate?

    It calculates expansion rates, net revenue retention (NRR), total expansion revenue, and net growth.

  • 02

    How does it help with growth analysis?

    It uses the revenue mix and expansion triggers capabilities to show if growth is coming from product depth, cross-selling, or price increases.

  • 03

    Can I use this with Claude or Cursor?

    Yes, you can connect this MCP to any MCP-compatible client like Claude, Cursor, or Windsurf.

  • 04

    Does this MCP handle churn?

    Yes, it uses churn data to calculate net growth and to evaluate overall retention health.

  • 05

    What is the difference between upsell and cross-sell in these metrics?

    The MCP treats them as distinct drivers in the revenue mix to help you understand your specific growth patterns.

  • 06

    How does this capability calculate Net Revenue Retention (NRR)?

    NRR is calculated by adding total expansion revenue to the base revenue, subtracting churn revenue, and dividing the result by the base revenue using the get_expansion_metrics capability.

  • 07

    Can I identify my primary growth driver?

    Yes, the get_expansion_triggers capability identifies whether your primary driver is Product Depth, Product Breadth, or Pricing Optimization.

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