An astronaut overseeing a futuristic data hub
Download PDFMarkdown Version

Connect Accelerator Unit Economics to ChatGPT and Claude

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Know the true cost of every startup program.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

Waiting for input…

Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

A futuristic MCP client docking bay
V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Accelerator Unit Economics.

  1. 01

    Calculate cohort success metrics

    Calculates the aggregate impact of success rates and follow-on value on the overall program sustainability

  2. 02

    Calculate company economics

    Determines the direct financial relationship between the cost of supporting one company and the expected value of the equity held

  3. 03

    Analyze subsidization model

    Evaluates how much surplus value from successful companies is required to cover the costs of unsuccessful companies

Real work

What teams actually run

01

Evaluating Program Viability

Before launching a new cohort, you run a simulation to see if the program can cover its own costs based on historical success rates.

02

Due Diligence for Investors

You need to show potential investors that the accelerator model is mathematically sound and sustainable long-term.

03

Adjusting Funding Models

The current funding model is failing. You use the MCP to pinpoint exactly where the financial leak is, whether it's in the cost or the equity structure.

04

Comparing Accelerator Models

You are comparing two different accelerator structures and need to know which one has a superior unit economics.

Automate a task

Put Accelerator Unit Economics to work on one thing.

Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.

One connector, every AI

Accelerator Unit Economics works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put Accelerator Unit Economics to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

873ms average. Fast in production.

Accelerator Unit Economics is checked daily against the live service.

Daily averagePeak 1043ms
Oct 3Today
Fastest day
701ms
Slowest day
1043ms
14-day trend
Slowing+7%

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 Accelerator Unit Economics, so you can see the experience inside your AI.

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

Accelerator Unit Economics Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_d7IusvFYNBn7wRUmYbUoBGaq2mHXdWPz5gBfVx6h/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 — Accelerator Unit Economics capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "accelerator-unit-economics-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_d7IusvFYNBn7wRUmYbUoBGaq2mHXdWPz5gBfVx6h/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

Guided setup for Claude? Set up Accelerator Unit Economics in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Accelerator Unit Economics owners hand off.

This MCP is built for program managers and financial analysts running startup accelerators. It lets you move beyond gut feeling and use hard numbers to prove your program's financial model. You get clear metrics on viability and risk.

  • 01

    Accelerator Program Manager

    Needs to evaluate the overall financial sustainability and long-term viability of the program.

  • 02

    Venture Capital Analyst

    Needs to model the true unit economics and risk profile for potential investors.

  • 03

    Financial Modeler

    Needs to calculate complex relationships between program costs, equity stakes, and success rates.

FAQ

Questions Accelerator Unit Economics owners ask.

  • 01

    Is this for general startup finance or specifically accelerators?

    It's specialized for accelerator program managers. The capabilities focus on cohort-level metrics and the unique economics of supporting multiple companies through a program.

  • 02

    What kind of data does it need to run a calculation?

    You provide inputs like total program costs, expected success rates, and equity stakes. The MCP handles the complex financial modeling required to process that data.

  • 03

    Can I see the cost of failure?

    Yes. The analyze_subsidization_model capability helps you evaluate how much surplus value is needed to cover the costs of unsuccessful companies in the cohort.

  • 04

    Does this work with any AI client?

    Since it's on the Vinkius catalog, you connect it once from any compatible AI client, like Claude, Cursor, or VS Code.

  • 05

    How do I calculate the return on a single startup?

    You can use the calculate_company_economics capability. Provide the cost spent on the company, the equity percentage held, and the expected valuation at exit.

  • 06

    Can I model the impact of unsuccessful companies on my program?

    Yes, the analyze_subsidization_model capability helps you understand how much surplus value from successful companies is needed to cover the costs of those that do not meet targets.

  • 07

    How is cohort sustainability measured?

    Sustainability is measured using the calculate_cohort_success_metrics capability, which calculates the sustainability ratio by comparing the total expected portfolio value to the total cohort cost.

Explore

More in Finance

Suggestions

Connect Accelerator Unit Economics to Claude, Cursor, ChatGPT & more