Growth Accounting Framework MCP for AI. See the real story behind your user growth.
Works with every AI agent you already use
…and any MCP-compatible client








Connect to your AI in seconds.
Growth Accounting Framework MCP helps you track how users actually move through your product. Instead of guessing why your numbers are shifting, you can see who is sticking around, who is coming back after a break, and who is leaving for good.
It breaks down growth into specific categories like acquisition, retention, and resurrection so you can see the real story behind your active user base.
What your AI can do
Calculate growth metrics
Computes engagement scores like Quick Ratio and Stickiness.
Evaluate growth health
Gives a qualitative diagnosis of your product's growth sustainability.
Classify user flow
Sorts users into New, Retained, Resurrected, and Churned categories.
Sort users into New, Retained, Resurrected, and Churned categories.
Calculate your Quick Ratio and Stickiness scores automatically.
Receive a qualitative health status for your product's growth.
See exactly how many users are dropping off between periods.
Monitor how many old users are returning to your app.
Ask an AI about this
Waiting for input…
Growth Accounting Framework (3 tools)
Categorize user movement, compute engagement metrics, and get a health diagnosis for your product's growth.
Make your AI actually useful.
Add this MCP to Claude, Cursor, or Windsurf and your AI stops guessing. It gets real tools to look things up, take action, and handle the stuff you keep doing by hand.
Start using Growth Accounting Framework on VinkiusCalculate Growth Metrics
Computes engagement scores like Quick Ratio and Stickiness.
Evaluate Growth Health
Gives a qualitative diagnosis of your product's growth sustainability.
Classify User Flow
Sorts users into New, Retained, Resurrected, and Churned categories.
Security and governance baked right in.
Pick your AI client below to get set up. Just create a Vinkius account, subscribe, and you're instantly up and running. We handle the entire backend infrastructure, delivering out-of-the-box support for HTTPS Streamable, SSE, and OAuth2—zero messy routing required.
Choose How to Get Started
Build a custom MCP for your own tools, or connect a ready-made integration from our catalog.
Build Your Own
Turn any API into an MCP. Import a spec, define Agent Skills, or deploy with MCPFusion.
- Import from OpenAPI, Swagger, or YAML specs
- Create Agent Skills with progressive disclosure
- Deploy to edge with MCPFusion framework
- Built in DLP, auth, and compliance on every call
- Real time usage dashboard and cost metering
- Publish to catalog or keep private
Make Your AI Do More
Start with Growth Accounting Framework, then connect any of our 5,100+ other servers whenever your AI needs more. One click, no limits.
- Use this MCP plus 5,100+ others, all in one place
- Add new capabilities to your AI anytime you want
- Every connection is secured and compliant automatically
- Track usage and costs across all your servers
- Works with Claude, ChatGPT, Cursor, and more
- New servers added to the catalog every week
Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Growth Accounting Framework. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.
VINKIUS INFRASTRUCTURE
Cloud Hosted
Managed infra
V8 Isolated
Sandboxed per request
Zero-Trust Proxy
No stored credentials
DLP Enforced
Policy on every call
GDPR Compliant
EU data residency
Token Compression
~60% cost reduction
Works with Claude, ChatGPT, Cursor, and more
The Model Context Protocol standardizes how applications expose capabilities to LLMs. Instead of operating in isolation, your AI gains direct access to external platforms, live data, and real-world actions through secure, standardized connections.
This connection provides 3 powerful capabilities that interface natively with Claude, ChatGPT, Cursor, and other compatible AI platforms. No middleware. No custom integration required.
Stop guessing why your user numbers are shifting.
Most growth teams spend hours every week pulling data from different sources, trying to figure out if a spike in users was a fluke or a real trend. You are jumping between spreadsheets, manually comparing user IDs from last month to this month, and trying to remember who came back and who left. It is a mess of copy-pasting and gut feelings that often lead to the wrong strategy.
With this MCP, you just describe the user data to your agent. It handles the heavy lifting of sorting every single user into the right category. You get a clear breakdown of new acquisitions, returning users, and churned accounts instantly. You stop guessing and start making decisions based on what is actually happening.
Growth Accounting Framework gives you a clear growth map.
You can skip the manual sorting of user IDs and the tedious math of calculating stickiness ratios. No more manual SQL queries just to see if your Quick Ratio is healthy.
You get a direct diagnosis of your product's sustainability. It is the difference between seeing a number and understanding your business.
What your AI can actually do with this
Stop guessing why your user count is moving and start seeing the actual mechanics behind it. Most teams look at a single number and try to figure out if it is good or bad, but that does not tell you how to fix the leaks. This MCP lets you pull back the curtain on user behavior by looking at the flow between different time periods.
You can see exactly how many people are new, how many stayed active, and how many were resurrected from previous inactivity. It turns raw data into a clear picture of your product's health.
You can move past the confusion of marketing spikes and see if people are actually staying. It helps you identify where the momentum stalls and where it builds. By categorizing every user move, you get a clear view of your retention and acquisition success. You can find this and other growth tools in the Vinkius catalog to keep your stack organized.
You get a direct diagnosis of your product's sustainability based on real benchmarks, letting you make decisions on where to put your energy next.
019ee2e2-4a16-7395-8904-6cd442441c82 Here's how it actually works
The bottom line is you get a clear, data-backed map of your user lifecycle instead of a pile of raw numbers.
Provide your agent with the list of user IDs from your current and previous periods.
Ask the MCP to categorize the movement and calculate your core growth metrics.
Receive a breakdown of your new, retained, and churned users along with a health diagnosis.
Who is this actually for?
This is for the growth lead who is tired of manual data cleaning and wants to know if their new features actually improved retention.
Uses this on Tuesday afternoons to prove that a specific feature actually increased the Quick Ratio rather than just driving one-time signups.
Uses this to stop running the same manual SQL joins every time the team asks for a retention update.
Uses this to see if the bucket is leaking faster than they can fill it, looking for the real reasons behind churn.
What Changes When You Connect
Stop guessing about churn. Use classify_user_flow to see exactly who left and who stayed, giving you a clear view of your retention.
Measure stickiness accurately. Use calculate_growth_metrics to get your DAU/MAU and Quick Ratio without manual spreadsheet math.
Get a sustainability check. Use evaluate_growth_health to see if your current growth pace matches industry standards for your stage.
Track resurrection success. Identify how many old users are returning to your app so you can measure the impact of re-engagement campaigns.
Speed up reporting. Move from manual data cleaning to getting a full growth diagnosis in a single prompt from your AI client.
See it in action
Checking feature impact
A Product Manager wants to know if a new feature actually helped retention. They ask the agent to use classify_user_flow on two weeks of data to compare user categories.
Diagnosing high churn
A Growth Lead is worried about high churn. They ask the agent to use evaluate_growth_health to see if their Quick Ratio is within a healthy range.
Measuring win-back campaigns
A Founder wants to see if a win-back email campaign worked. They ask the agent to use classify_user_flow to count the number of Resurrected users.
Reporting on engagement
An Analyst needs to report on engagement. They ask the agent to use calculate_growth_metrics to get the Stickiness score for the last 30 days.
The honest tradeoffs
Guessing churn rates
Saying 'Our users seem to be leaving more often' based on a feeling.
Use classify_user_flow to get an exact count of Churned users vs. Retained users.
Reporting only on new signups
Celebrating 1,000 new signups today without knowing if they actually stay.
Use calculate_growth_metrics to find your Quick Ratio and see if those users are sticking around.
Ignoring resurrected users
Assuming a week had zero growth because no new signups occurred.
Use classify_user_flow to see how many old users came back, which might be your biggest win.
When It Fits, When It Doesn't
Use this if you need to move beyond vanity metrics like total signups and actually understand the lifecycle of your users. It is perfect for teams that need to justify growth spend or diagnose why a product is losing momentum. If you just need to pull a list of names or send a marketing email, this is not the tool for you. It is built for analysis, not for basic database management or CRM tasks. Use this when you need to know the why behind the numbers.
Questions you might have
What does Growth Accounting Framework do? +
It analyzes how users move through your product to show you the real story behind your growth.
How does Growth Accounting Framework handle churn? +
It uses classify_user_flow to put users into specific categories like Churned or Retained.
Can Growth Accounting Framework calculate stickiness? +
Yes, it uses calculate_growth_metrics to compute your DAU/MAU ratio.
How do I know if my growth is healthy? +
You can use evaluate_growth_health to get a diagnosis based on industry benchmarks.
Does Growth Accounting Framework track returning users? +
Yes, it identifies Resurrected users who were gone but have come back to the app.
Which AI clients are compatible with the Growth Accounting Framework? +
You can use this MCP with any compatible client like Claude, Cursor, or Windsurf. Once you connect it via Vinkius, your agent can call the tools directly.
What information is needed for the classify_user_flow tool? +
You need to provide lists of current, previous, and historical user IDs. The tool compares these sets to bucket users into categories like New, Retained, Resurrected, or Churned.
How do I set up the Growth Accounting Framework? +
You connect the MCP through the Vinkius platform. Once that's done, your AI client can use the tools whenever you need a growth analysis.
We've already built the connector for Growth Accounting Framework. Just plug in your AI agents and start using Vinkius.
No hosting. No infrastructure. No complex setup.
All 3 tools are live and waiting.
You're up and running in seconds.
Vinkius gives your AI agents access to the full catalog of app connectors, all fully managed, secure, and enterprise-ready. One subscription, every tool you need.
Built, hosted, and secured by Vinkius. You just connect and go.