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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use AI Expansion Analyzer with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Know exactly which features drive expansion and growth.

Included with plan

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

Complete set · 4 capabilities

The complete AI Expansion Analyzer capability set.

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

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through AI Expansion Analyzer.

  1. 01

    Analyze upsell conversion

    Measures how effectively AI features drive users to upgrade their subscription tiers

  2. 02

    Attribute AI revenue

    Distributes expansion revenue to specific AI features based on usage patterns and perceived value

  3. 03

    Calculate expansion lift

    Determines the relative revenue growth boost provided by AI features

  4. 04

    Evaluate feature impact summary

    Provides a high-level health check of AI feature contribution across the entire customer base

Observed, not estimated

904ms average. Fast in production.

AI Expansion Analyzer is checked daily against the live service.

Daily averagePeak 968ms
Aug 28Today
Fastest day
734ms
Slowest day
968ms
14-day trend
Improving-5%

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

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

AI Expansion Analyzer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_Wt2UfwoXpA1LwfRdp2P7xlSpAX9tV9ZULB3Pl4HK/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 — AI Expansion Analyzer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "ai-feature-expansion-impact-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_Wt2UfwoXpA1LwfRdp2P7xlSpAX9tV9ZULB3Pl4HK/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

Who it's for

Built for the work AI Expansion Analyzer owners hand off.

This MCP is essential for product and finance teams who need hard data on AI investment. If you're responsible for proving the ROI of new features or justifying the next development cycle, this is your capability. It turns usage data into financial metrics.

  • 01

    Product Manager

    Use this to validate which AI features are most valuable to users and which ones should be prioritized for the next release.

  • 02

    Finance Analyst

    Use this to accurately model and report the expansion revenue generated specifically by AI adoption.

  • 03

    VP of Product

    Use this to present a clear, data-backed case to leadership showing the financial impact of the AI roadmap.

FAQ

Questions AI Expansion Analyzer owners ask.

  • 01

    Does this analyze revenue from all my sources?

    The capability is designed to analyze revenue cohorts and user behavior to determine expansion lift. You must provide the necessary usage and revenue data for the calculation to run.

  • 02

    Can I see which features are responsible for the money?

    Yes. The attribute_ai_revenue capability specifically distributes expansion revenue to individual AI features based on usage patterns and perceived value.

  • 03

    Is this only for SaaS companies?

    The core functionality is focused on SaaS metrics, specifically quantifying the financial impact of AI features on expansion revenue and upsell conversion.

  • 04

    Do I need to write complex code to use this?

    No. You use this MCP through your AI client. You simply ask your agent to perform the analysis by invoking the specific, named capabilities.

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