Use Growth Accounting Framework with your AI.
Connect your account once and let the AI you already use work with it, without building another integration. Analyze user movement, retention patterns, and growth efficiency using the Growth Accounting Framework.
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.
Complete set · 3 capabilities
The complete Growth Accounting Framework capability set.
These are the exact actions your AI can choose when you ask it to work with Growth Accounting Framework.
01-03
3 capabilities in this set.
Part of 3 available through Growth Accounting Framework.
- 01
Calculate growth metrics
Compute growth stability and engagement metrics
- 02
Evaluate growth health
Diagnose growth health status
- 03
Classify user flow
Categorize users into New, Retained, Resurrected, and Churned
Observed, not estimated
649ms average. Fast in production.
Growth Accounting Framework is checked daily against the live service.
- Fastest day
- 548ms
- Slowest day
- 882ms
- 14-day trend
- Improving-15%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 3 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 Growth Accounting Framework, so you can see the experience inside your AI.
It does not authenticate your account with Growth Accounting Framework. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Growth Accounting Framework Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_BwNh9Of8HL1D6Dm9nKDKxuaH0EFsiLPmdaOR37af/mcpClaude 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 — Growth Accounting Framework capabilities are ready to use.
{
"mcpServers": {
"growth-accounting-framework-mcp": {
"url": "https://edge.vinkius.com/vk_preview_BwNh9Of8HL1D6Dm9nKDKxuaH0EFsiLPmdaOR37af/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
FAQ
Questions Growth Accounting Framework owners ask.
- 01
What is the Quick Ratio?
The Quick Ratio measures growth momentum by evaluating whether the influx of new and resurrected users is outpacing the loss of churned users. A ratio above 1 indicates a growing user base.
- 02
How do I categorize my users?
You can use the classify_user_flow capability. By providing lists of user IDs for the current, previous, and historical periods, the capability will automatically identify New, Retained, Resurrected, and Churned users.
- 03
What does 'Stickiness' represent in this context?
Stickiness, calculated as the DAU/MAU ratio, represents how frequently users engage with your product within a month. A higher ratio indicates stronger user retention and engagement.
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