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Connect Enterprise Feature Adoption Depth 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. Turn product usage data into clear expansion and retention signals.

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 Enterprise Feature Adoption Depth.

  1. 01

    Analyze feature stickiness

    This capability measures how much a customer relies on specific features to stay productive. It helps you understand the strength of the bond between a user and your product's core functionality.

  2. 02

    Calculate adoption depth

    This capability computes a score representing how deeply a customer has embedded your product into their ecosystem. It looks at the breadth and frequency of integration across the account.

  3. 03

    Evaluate training efficacy

    This capability determines if low feature usage is caused by a lack of user knowledge or actual friction within the product. It helps you decide whether to send more training or fix a bug.

  4. 04

    Identify expansion opportunities

    This capability scans usage patterns to find accounts that are perfect candidates for an upsell. It flags customers who have outgrown their current tier based on how they use specific features.

Real work

What teams actually run

01

Proactive Churn Prevention

Identify accounts where feature stickiness is dropping so you can intervene before the renewal period.

02

Targeted Upselling

Find customers who are hitting the limits of their current plan by analyzing their feature usage patterns.

03

Product Health Audits

Determine if a new feature launch is actually being adopted or if users are struggling with the interface.

04

Customer Success Planning

Use adoption scores to prioritize which enterprise accounts need a high-touch engagement this quarter.

One connector, every AI

Enterprise Feature Adoption Depth 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 Enterprise Feature Adoption Depth 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

879ms average. Fast in production.

Enterprise Feature Adoption Depth is checked daily against the live service.

Daily averagePeak 1289ms
Oct 6Today
Fastest day
744ms
Slowest day
1289ms
14-day trend
Slowing+39%

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 Feature Adoption Depth, so you can see the experience inside your AI.

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

Enterprise Feature Adoption Depth Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_UsguPH4Ijnm4tP29HTqojnoPXK0srhaK35vxD77h/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 — Enterprise Feature Adoption Depth capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "enterprise-feature-adoption-depth-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_UsguPH4Ijnm4tP29HTqojnoPXK0srhaK35vxD77h/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 Feature Adoption Depth in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Enterprise Feature Adoption Depth owners hand off.

This MCP is built for teams managing large-scale B2B software relationships who need to move beyond basic login counts.

  • 01

    Customer Success Managers

    They ask the AI to identify which accounts need a health check or a training session.

  • 02

    Product Managers

    They use the capability to see if new feature releases are actually sticking with users.

  • 03

    Account Executives

    They rely on the AI to find the best time to pitch an expansion or upgrade.

FAQ

Questions Enterprise Feature Adoption Depth owners ask.

  • 01

    What is adoption depth?

    It is a metric that measures how much a customer relies on your product's features to complete their core business processes.

  • 02

    How does this MCP help prevent churn?

    It analyzes feature stickiness to see if users are losing their dependency on your capability, allowing you to act before they cancel.

  • 03

    Can I use this with Claude or Cursor?

    Yes, you can connect this MCP to any compatible client including Claude, Cursor, and Windsurf.

  • 04

    Does this MCP host my data?

    Vinkius hosts the MCP and manages the connection, but the insights are generated based on the data you provide to your AI client.

  • 05

    How do I find upsell opportunities?

    You can use the identify_expansion_opportunities capability to find customers whose usage patterns suggest they need more advanced features.

  • 06

    How does this capability help prevent churn?

    By using analyze_feature_stickiness, you can identify if a customer is utilizing core feature combinations that create high value, which is a strong indicator of retention.

  • 07

    Can I identify which features to pitch to a customer?

    Yes, the identify_expansion_opportunities capability analyzes the gap between available features and current usage to recommend the best next steps for sales teams.

  • 08

    How is adoption depth calculated?

    The calculate_adoption_depth capability uses a weighted combination of feature breadth and usage intensity, adjusted by whether the user has completed training.

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