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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use AI SaaS Token Economics with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Know exactly where your AI spending goes, down to the feature level.

Included with plan

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

Complete set · 4 capabilities

The complete AI SaaS Token Economics capability set.

These are the exact actions your AI can choose when you ask it to work with AI SaaS Token Economics.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through AI SaaS Token Economics.

  1. 01

    Get optimized consumption impact

    Estimates the savings gained from optimization and caching strategies

  2. 02

    Get tier cost analysis

    Calculates the financial burden of serving users across different subscription levels

  3. 03

    Get user consumption metrics

    Provides high-level average usage statistics per user

  4. 04

    Get feature efficiency breakdown

    Analyzes how much each feature contributes to the total token load

Observed, not estimated

859ms average. Fast in production.

AI SaaS Token Economics is checked daily against the live service.

Daily averagePeak 990ms
Aug 28Today
Fastest day
709ms
Slowest day
990ms
14-day trend
Improving-14%

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 SaaS Token Economics, so you can see the experience inside your AI.

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

AI SaaS Token Economics Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_zKKuH4aPEyAjOvsxHHhMD18JRRZ4PINEAX5x4F5q/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 SaaS Token Economics capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "ai-saas-token-economics-engine-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_zKKuH4aPEyAjOvsxHHhMD18JRRZ4PINEAX5x4F5q/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

Who it's for

Built for the work AI SaaS Token Economics owners hand off.

Product Managers, CTOs, and Finance Analysts use this MCP to move beyond simple usage reports. They need to connect raw token data to actual dollar costs. This allows them to build pricing models that are both profitable and scalable for growing AI platforms.

  • 01

    Product Manager

    Determines which features to prioritize by understanding their true token cost.

  • 02

    CTO / Head of Engineering

    Uses it to guide engineering efforts toward cost-saving optimizations like caching.

  • 03

    Finance Analyst

    Builds and stress-tests subscription models to ensure revenue covers variable LLM costs.

FAQ

Questions AI SaaS Token Economics owners ask.

  • 01

    Does this MCP calculate the cost in dollars?

    It calculates the usage metrics and the financial burden based on the token counts and subscription levels you provide. It gives you the data needed to calculate the dollar cost, but you input the final pricing variables.

  • 02

    What kind of data does this MCP need?

    It requires usage data, specifically token counts, feature usage breakdowns, and details about the subscription tiers you offer.

  • 03

    Is this only for large companies?

    No. If your SaaS product uses LLMs and you worry about token costs, this MCP helps. It's for any team managing AI-driven services.

  • 04

    Can I use this with my existing analytics dashboard?

    You feed the data from your dashboard into your AI client, and then your agent uses this MCP to perform the complex economic analysis on that data.

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