What can this MCP do for my enterprise accounts?

It allows your AI agent to calculate expansion rates, track how fast seats are being adopted, and find accounts that are ready to buy more seats.

Which AI clients can I use with this MCP?

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

How does it identify expansion opportunities?

The AI uses capabilities to look at seat utilization and adoption depth to flag accounts that are primed for more seats.

Do I need to host this myself?

No, Vinkius hosts and manages the MCP for you, so it is ready to use as soon as you connect it.

Can it track adoption across different departments?

Yes, it has a capability specifically to evaluate adoption depth by looking at departmental and use-case spread.

How do I calculate the expansion rate?

You can use the calculate_expansion_metrics capability by providing the initial seats, current seats, and the time period in months.

Can I identify accounts ready for more seats?

Yes, the identify_expansion_opportunities capability flags accounts based on utilization rates and expansion triggers.

How is adoption depth measured?

The evaluate_adoption_depth capability assesses embedding by looking at the number of departments and functional use cases active in the account.

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Connect Enterprise Seat Expansion Analytics to your AI

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. Track account growth and spot expansion opportunities instantly.

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.

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 Enterprise Seat Expansion.

01
Analyze account trend
This capability determines the direction and speed of seat adoption for any given account.
02
Calculate expansion metrics
This capability calculates high-level growth performance metrics over a specific timeframe.
03
Evaluate adoption depth
Use this to assess how deeply a product is embedded by looking at departmental and use-case spread.
04
Identify expansion opportunities
This capability flags specific accounts that are primed for additional seat purchases.

Real work

What teams actually run

Expansion Forecasting

Use the AI to predict which accounts will likely increase seat counts based on current adoption velocity.

Account Health Monitoring

Check adoption depth to see if a product is widely used or stuck in a single department.

Sales Triggering

Get alerts when an account hits high utilization levels that signal a need for more seats.

Growth Reporting

Generate high-level expansion metrics for specific time periods to review account performance.

One connector, every AI

Enterprise Seat Expansion 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 Enterprise Seat Expansion 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

886ms average. Fast in production.

Enterprise Seat Expansion is checked daily against the live service.

Daily averagePeak 1081ms

Oct 3Today

Fastest day: 700ms
Slowest day: 1081ms
14-day trend: Stable0%

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 Enterprise Seat Expansion, so you can see the experience inside your AI.

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

Enterprise Seat Expansion Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_x1q8eSQQx4bErgycrKvP236TgWH9QtHjvBNw1weA/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 — Enterprise Seat Expansion capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "enterprise-seat-expansion-analytics-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_x1q8eSQQx4bErgycrKvP236TgWH9QtHjvBNw1weA/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 Enterprise Seat Expansion in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Enterprise Seat Expansion owners hand off.

This MCP is designed for revenue and customer success teams managing large enterprise accounts.

01
Customer Success Managers
They use the AI to identify which accounts need an expansion conversation.
02
Account Executives
They rely on the AI to find high-potential expansion opportunities within their book of business.
03
Revenue Operations
They use the metrics to track overall growth performance and adoption trends.

FAQ

Questions Enterprise Seat Expansion owners ask.

01
What can this MCP do for my enterprise accounts?
It allows your AI agent to calculate expansion rates, track how fast seats are being adopted, and find accounts that are ready to buy more seats.
02
Which AI clients can I use with this MCP?
You can use this MCP with any compatible client, including Claude, Cursor, Windsurf, and VS Code.
03
How does it identify expansion opportunities?
The AI uses capabilities to look at seat utilization and adoption depth to flag accounts that are primed for more seats.
04
Do I need to host this myself?
No, Vinkius hosts and manages the MCP for you, so it is ready to use as soon as you connect it.
05
Can it track adoption across different departments?
Yes, it has a capability specifically to evaluate adoption depth by looking at departmental and use-case spread.
06
How do I calculate the expansion rate?
You can use the calculate_expansion_metrics capability by providing the initial seats, current seats, and the time period in months.
07
Can I identify accounts ready for more seats?
Yes, the identify_expansion_opportunities capability flags accounts based on utilization rates and expansion triggers.
08
How is adoption depth measured?
The evaluate_adoption_depth capability assesses embedding by looking at the number of departments and functional use cases active in the account.

Explore

More in Enterprise

Connect Enterprise Seat Expansion to Claude, Cursor, ChatGPT & more

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

Each Connector runs inside its own sealed environment.

One switch stops every agent. Instantly.

Spending limits that pause instead of surprise.

We ship only the actions that matter.

01-04

Analyze account trend

Calculate expansion metrics

Evaluate adoption depth

Identify expansion opportunities

What teams actually run

Expansion Forecasting

Account Health Monitoring

Sales Triggering

Growth Reporting

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

Enterprise Seat Expansion Connector

Claude Desktop

Customer Success Managers

Account Executives

Revenue Operations

What can this MCP do for my enterprise accounts?

Which AI clients can I use with this MCP?

How does it identify expansion opportunities?

Do I need to host this myself?

Can it track adoption across different departments?

How do I calculate the expansion rate?

Can I identify accounts ready for more seats?

How is adoption depth measured?

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