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Connect Multi Modal AI Economics Engine to your AI

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. Get precise cost and margin data for complex AI workloads.

Ask AI about this Connector

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.

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 · 4 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through AI Economics Engine.

  1. 01

    Analyze profit margins

    This capability evaluates how much profit you make under a specific pricing model.

  2. 02

    Calculate request cost

    This capability determines the total expense for a single multi-modal request.

  3. 03

    Get modality impact summary

    This capability provides a breakdown of how much each specific modality contributes to your total cost.

  4. 04

    Optimize pricing mix

    This capability recommends the best pricing structure to maximize your total profit.

Real work

What teams actually run

01

New Feature Pricing

Determine how much to charge users for a new feature that accepts video and audio inputs.

02

Margin Protection

Check if a sudden increase in image processing costs will make your current pricing unprofitable.

03

Competitor Benchmarking

Find a price point that stays competitive while still hitting your required profit targets.

04

Cost Auditing

Analyze which specific modalities are the most expensive parts of your AI service.

One connector, every AI

AI Economics Engine 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 AI Economics Engine 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

823ms average. Fast in production.

AI Economics Engine is checked daily against the live service.

Daily averagePeak 954ms
Oct 3Today
Fastest day
681ms
Slowest day
954ms
14-day trend
Improving-5%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 4 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 AI Economics Engine, so you can see the experience inside your AI.

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

AI Economics Engine Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_7myVnv2bAKXQcV6gXZz6n74RRcxjdWmDwNmEPxFw/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 — AI Economics Engine capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "multi-modal-ai-economics-engine-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_7myVnv2bAKXQcV6gXZz6n74RRcxjdWmDwNmEPxFw/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 AI Economics Engine in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work AI Economics Engine owners hand off.

This MCP is for teams building AI-driven products that rely on more than just text. It helps bridge the gap between engineering costs and business strategy.

  • 01

    AI Product Managers

    They use the engine to set pricing for new multi-modal features.

  • 02

    FinOps Engineers

    They use it to monitor and control the costs of large-scale AI deployments.

  • 03

    AI Developers

    They use it to estimate the cost of complex agentic workflows before they deploy.

FAQ

Questions AI Economics Engine owners ask.

  • 01

    Does this MCP account for video costs?

    Yes, it factors in video durations along with text, images, and audio.

  • 02

    Can I use this with Claude or Cursor?

    Yes, it works with any MCP-compatible client including Claude, Cursor, and Windsurf.

  • 03

    How does it handle multi-modal fusion costs?

    The engine includes specific overhead for multi-modal fusion and model switching in its total cost calculations.

  • 04

    Can it help me set prices for my AI app?

    Yes, the optimize_pricing_mix capability recommends price points to maximize your profit based on your costs and targets.

  • 05

    Is there a way to see which part of my request is most expensive?

    Yes, you can use the get_modality_impact_summary capability to see how each modality contributes to the total cost.

  • 06

    How does the engine handle multi-modal fusion overhead?

    The engine uses calculate_request_cost to add a specific fusion overhead when multiple modalities are detected in a single request, ensuring the computational cost of aligning inputs is captured.

  • 07

    Can I optimize my pricing based on competitor data?

    Yes, by using the optimize_pricing_mix capability, you can input competitor prices and target margins to receive a recommended pricing strategy.

  • 08

    What information is needed to calculate request costs?

    You need to provide text tokens, image counts, and the unit costs for each modality via calculate_request_cost to get an accurate total.

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