Growth Accounting Framework Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_BwNh9Of8HL1D6Dm9nKDKxuaH0EFsiLPmdaOR37af/mcp
Connecting Growth Accounting Framework to LangChain
About a minute, in your code
- 1Install LangChain with the mcp extra: pip install "langchain[mcp]".
- 2Create an MCPAdapter with your Growth Accounting Framework link: MCPAdapter("<your link>"). The link above is the URL.
- 3Call list_tools and pass the tools to your agent. Growth Accounting Framework is now part of your LangChain agent.
{
"mcpServers": {
"growth-accounting-framework-mcp": {
"url": "https://edge.vinkius.com/vk_preview_BwNh9Of8HL1D6Dm9nKDKxuaH0EFsiLPmdaOR37af/mcp"
}
}
}LangChain + Growth Accounting Framework
One agent. Your Growth Accounting Framework, live inside LangChain.
Real prompts, answered with live data. This is the kind of session your agent will run once the adapter is in.
Waiting for input…
Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
These prompts ship with the Growth Accounting Framework Connector. Once yours is connected, your agent can run them.
The full capability set, the prompts and the observed latency live on the Growth Accounting Framework Connector page.
Mission Control
See everything your LangChain agents do in Growth Accounting Framework.
When your LangChain agent runs a tool in Growth Accounting Framework, it happens inside your code: you see the output, but not the request itself, what data it carried, or whether a rule was broken.
Now every move lands on your screen.
Every execution is recorded, enforced, and shown to you: what ran, what it returned, what was blocked, and why.
Know exactly what needs your attention before you even look at the charts. One briefing. The full picture. The next move.
AI Agents Activities
last 30 daysRequest Volume & Latency
requests latencyEvery request your LangChain agents make through Growth Accounting Framework is logged, enforced and auditable. See how AI Governance turns agent activity into accountability, and what it means for your Growth Accounting Framework workflows.
What sets us apart
It's not just the Connector that stays safe. Everything your agents do through it is.
Connecting Growth Accounting Framework to your AI is step one. But an open line between your agents and Growth Accounting Framework is only half the story: without protection, every action they take runs unguarded.
That's why protection doesn't stop at the door.
Every action your agents take through the Connector runs inside our infrastructure: signed activity logs, automatic key rotation, spending limits that pause instead of surprise, and a sandbox that isolates every execution.
Tamper Proof Activity Log
Every request your agents make in Growth Accounting Framework is recorded and signed, so any change to the history becomes detectable.
Automatic Key Rotation
We rotate security keys every 24 hours. Your Growth Accounting Framework connection stays protected without any manual work.
Spending Protection
We enforce the spending limit you choose and pause actions that exceed it until approval is received. Your Growth Accounting Framework actions never surprise you.
Isolated Sandbox
Every execution through Growth Accounting Framework runs isolated, with 34+ security rules covering memory, CPU, network access, file handling and execution.
Security Event Streaming
Security events flow to Splunk, Datadog or your own webhook, so Growth Accounting Framework activity lands in the tools you already rely on.
Instant Resume
Idle connections resume in 3 to 5 ms while preserving their state, keeping your LangChain sessions responsive.
Malicious File Protection
We detect compressed files designed to exhaust system resources and block them before they ever reach Growth Accounting Framework.
Credential Validation
We test your Growth Accounting Framework credentials before saving them. Invalid credentials are rejected instead of being stored.
Separate Usage Limits
Usage stays isolated per account, so activity in one connection never consumes another account's allowance.
One Connector, one link, and the whole operation is protected. Not just the connection: everything your agents do through it.
These guarantees are not add-ons: they are the infrastructure every Growth Accounting Framework connection runs on. Read how our infrastructure protects everything your LangChain agents do, end to end.
Inside Vinkius
Get Growth Accounting Framework ready for your AI. It's easy.
You choose Growth Accounting Framework from the Vinkius Catalog and get one connection link. That's it.
You choose Growth Accounting Framework
You find Growth Accounting Framework in the Catalog and install the Connector with one click.
Growth Accounting Framework
Active
Enable ConnectorActivating…You add the link in your code
Vinkius gives you one connection link. In your agent, you create an MCPAdapter with the link as the server URL, and the tools are ready.
Token generated successfully
MCP Connection URL
https://edge.vinkius.com/vk_preview_BwNh9Of8HL1D6Dm9nKDKxuaH0EFsiLPmdaOR37af/mcpGo to DashboardConnection Token
vk_live_••••••••
Set it up once. Use Growth Accounting Framework with the AI you already use.
FAQ
LangChain access questions.
- 01
Which LangChain version supports this?
LangChain 1.4.0 or newer with the mcp extra (pip install langchain[mcp]). The MCPAdapter lives in the langchain.mcp namespace and is currently in beta.
- 02
If I connect Growth Accounting Framework to my LangChain agent, can I use the same connection in Claude or ChatGPT later?
Yes, and that's the point: the connection is yours, not LangChain's. You paste the same link in any AI you use, and there's nothing new to set up or pay again. Connect a new AI and Growth Accounting Framework is already there.
- 03
Do I need to hand my Growth Accounting Framework password to my agent?
Never. You sign in once at Vinkius, and we keep your logins encrypted and away from your AI. Your code only ever sees the link, and you can remove it whenever you want.
- 04
What can my agent actually do with Growth Accounting Framework?
Whatever the Connector covers: check data, run actions and bring answers back. The Connector page lists every capability your AI gains, with real examples you can copy.
- 05
The tools don't show up. What do I check?
Confirm the URL matches your link exactly and that the Connector is active in your Vinkius account, then call list_tools again. A deactivated Connector stops responding.
- 06
Can I remove the access later?
Anytime. Remove the MCPAdapter call from your code and the tools leave your agent. Your Vinkius account keeps the connection and its history either way, ready for the next AI.
More questions about Growth Accounting Framework? The Connector page answers them. See everything the Growth Accounting Framework Connector can do
About the Connector
What Growth Accounting Framework adds to your AI.
Once you connect it, your AI gains 3 capabilities: the exact actions it can take in Growth Accounting Framework when you ask. The Connector page lists every one of them in detail, alongside the latency we measure in production and prompts worth trying first.
See everything the Growth Accounting Framework Connector can do