Growth Accounting Framework Connector for AI agents.
3 live capabilities
Track user retention patterns and calculate growth efficiency for your product.
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Why people use Growth Accounting Framework
Growth Accounting Framework for Growth Analytics
This Connector changes that by letting your agent do the sorting for you. You just provide the lists, and it handles the categorization of new, retained, and resurrected users instantly. You get a clear picture of your product's health without the spreadsheet headache.
What Vinkius changes
You get a clear picture of your user retention and growth sustainability without manual data cleaning.
Use it from Claude, ChatGPT, Cursor or another AI client you already have.
One account · 5,900+ Connectors
- Real-world use case 01
Checking campaign stickiness
A PM sees a spike in signups but low engagement.
- Real-world use case 02
Validating new user retention
A growth lead wants to see if a new campaign worked.
- Real-world use case 03
Assessing runway sustainability
A startup is worried about its runway.
Complete set · 3capabilities
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 Capability
Calculate growth metrics
Computes your Quick Ratio and Stickiness scores. These numbers tell you if your growth is sustainable or just a temporary spike.
- 02 Capability
Evaluate growth health
Provides a qualitative diagnosis of your product's sustainability. It compares your metrics against industry standards to see where you stand.
- 03 Capability
Classify user flow
Sorts your users into new, retained, resurrected, and churned buckets. It makes it easy to see who's actually sticking around.
Set up in minutes
One URL. Then ask Growth Accounting Framework to work.
Claude and ChatGPT only need the Connector URL. Copy it once, add it in settings, and use Growth Accounting Framework from the conversation.
Choose your client
Live previewAdvanced clients IDE · CLI
Claude · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_BwNh9Of8HL1D6Dm9nKDKxuaH0EFsiLPmdaOR37af/mcp - Step 01
Open Connectors
In Claude Web or Claude Desktop, open Settings and choose Connectors.
- Step 02
Add the URL
Choose Add custom connector, name it Growth Accounting Framework, and paste the URL above.
- Step 03
Turn it on in chat
Select +, open Connectors, and enable Growth Accounting Framework for the conversation.
ChatGPT · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_BwNh9Of8HL1D6Dm9nKDKxuaH0EFsiLPmdaOR37af/mcp - Step 01
Open MCP settings
On desktop, open Settings and MCP servers. On web, open your workspace app or connector settings.
- Step 02
Add the URL
Choose Add server with Streamable HTTP, or create a custom MCP app, then paste the Growth Accounting Framework URL.
- Step 03
Save and start
Save the connection and enable Growth Accounting Framework in your conversation. Desktop may ask you to restart once.
Cursor · IDE configuration
Advanced setup
{
"mcpServers": {
"growth-accounting-framework": {
"url": "https://edge.vinkius.com/vk_preview_BwNh9Of8HL1D6Dm9nKDKxuaH0EFsiLPmdaOR37af/mcp"
}
}
}- Step 01
Open MCP Settings
Press Cmd+Shift+P (macOS) or Ctrl+Shift+P (Windows/Linux) → search "MCP Settings"
- Step 02
Add the server config
Paste the JSON configuration above into the mcp.json file that opens
- Step 03
Save the file
Cursor will automatically detect the new Connector
- Step 04
Start using Growth Accounting Framework
Open Agent mode in chat and ask: "Using Growth Accounting Framework, help me...". 3 tools available
VS Code Copilot · IDE configuration
Advanced setup
{
"mcpServers": {
"growth-accounting-framework": {
"url": "https://edge.vinkius.com/vk_preview_BwNh9Of8HL1D6Dm9nKDKxuaH0EFsiLPmdaOR37af/mcp"
}
}
}- Step 01
Create MCP config
Create a .vscode/mcp.json file in your project root
- Step 02
Add the server config
Paste the JSON configuration above
- Step 03
Enable Agent mode
Open GitHub Copilot Chat and switch to Agent mode using the dropdown
- Step 04
Start using Growth Accounting Framework
Ask Copilot: "Using Growth Accounting Framework, help me...". 3 tools available
Windsurf · IDE configuration
Advanced setup
{
"mcpServers": {
"growth-accounting-framework": {
"url": "https://edge.vinkius.com/vk_preview_BwNh9Of8HL1D6Dm9nKDKxuaH0EFsiLPmdaOR37af/mcp"
}
}
}- Step 01
Open MCP Settings
Go to Settings → MCP Configuration or press Cmd+Shift+P and search "MCP"
- Step 02
Add the server
Paste the JSON configuration above into mcp_config.json
- Step 03
Save and reload
Windsurf will detect the new server automatically
- Step 04
Start using Growth Accounting Framework
Open Cascade and ask: "Using Growth Accounting Framework, help me...". 3 tools available
Cline · IDE configuration
Advanced setup
{
"mcpServers": {
"growth-accounting-framework": {
"url": "https://edge.vinkius.com/vk_preview_BwNh9Of8HL1D6Dm9nKDKxuaH0EFsiLPmdaOR37af/mcp"
}
}
}- Step 01
Open Cline MCP Settings
Click the Connectors icon in the Cline sidebar panel
- Step 02
Add remote server
Click "Add Connector" and paste the configuration above
- Step 03
Enable the server
Toggle the server switch to ON
- Step 04
Start using Growth Accounting Framework
Ask Cline: "Using Growth Accounting Framework, help me...". 3 tools available
Claude Code · Terminal command
Advanced setup
claude mcp add growth-accounting-framework --transport http "https://edge.vinkius.com/vk_preview_BwNh9Of8HL1D6Dm9nKDKxuaH0EFsiLPmdaOR37af/mcp"- Step 01
Install Claude Code
Run npm install -g @anthropic-ai/claude-code if not already installed
- Step 02
Add the Connector
Run the command above in your terminal
- Step 03
Verify the connection
Run claude mcp to list connected servers, or type /mcp inside a session
- Step 04
Start using Growth Accounting Framework
Ask Claude: "Using Growth Accounting Framework, show me...". 3 tools are ready
Where the request belongs
Work Growth Accounting Framework can move forward.
Growth analysts and product managers who are tired of messy spreadsheets and want to know if their retention strategy is actually working.
Growth Analyst
Uses this to build weekly reports on user acquisition versus churn.
Product Manager
Checks stickiness and health scores to prioritize the product roadmap.
Marketing Lead
Evaluates if new campaigns are bringing in sticky users or just one-time signups.
Build the capability set
Add more capabilities.
Each Connector adds new actions and data without changing how you work.
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Analyze cohort retention curves, average user lifetime, and benchmark performance against industry standards.
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Baremetrics
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Retention Curve Analyzer
Analyze cohort retention curves to identify stability versus churn and compare against industry benchmarks.
GrowingIO
Leading product analytics platform in China. manage events, segments, and metrics via AI.
Bring your own AI
Change the model, client or framework. Keep Growth Accounting Framework connected.
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Claude -
ChatGPT -
Gemini -
Cursor -
VS Code -
Windsurf -
ZCode -
Cline -
Zed -
Continue -
Kiro -
Roo Code -
Zencoder -
Goose -
Void -
Augment Code -
Amp -
Qodo -
Tabnine -
Pieces -
Sourcegraph Cody -
JetBrains -
Warp -
Amazon Q -
Antigravity -
BoltAI -
Raycast -
Jan -
LM Studio -
AnythingLLM -
Open WebUI -
Msty -
Cherry Studio -
LibreChat -
TypingMind -
Chorus -
5ire -
n8n -
LangChain -
LlamaIndex -
CrewAI -
Vercel AI SDK
Before you connect
Questions about Growth Accounting Framework.
The practical details behind the request, access and result.
What is the Growth Accounting Framework MCP?
It is a capability for analyzing how users move through your product. It helps you distinguish between new acquisitions, retained users, and those who have churned.
How does this help with churn?
It automatically categorizes your users so you can see exactly how many people are leaving. You get a clear count of churned users instead of just a general feeling of loss.
Can it tell me if my growth is sustainable?
Yes, it provides a qualitative health diagnosis. It compares your specific metrics against industry benchmarks to tell you if your current growth is healthy or critical.
What are resurrected users?
These are users who were inactive for a while but have come back to your product. The Connector helps you identify them so you can see who is returning after a break.
How is stickiness calculated?
The Connector calculates your DAU/MAU ratio. This tells you what percentage of your monthly users are engaging with your product on a daily basis.
Can I use this to see if my marketing is working?
You can use it to see if new signups from a campaign are actually sticking around. By checking retention and stickiness, you know if you're getting high-quality users.
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.
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.
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.
One connection away
Give your agent a direct line to Growth Accounting Framework.
Connect Growth Accounting Framework once. Keep it beside 5,900+ managed Connectors when the next task needs more.
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