MCP For Claude Marketplace
AI Model Unit Economics

AI Model Unit Economics MCP Connector for Claude

A+

Calculate gross margins, viability, and optimal pricing for AI model API services.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner
More Details Connect to Claude

This MCP server provides essential financial modeling tools for AI model businesses. It allows agents to perform detailed unit economics analysis by calculating gross margin per call using get_margin_analysis. Users can assess business health with check_viability to ensure margins meet profitability thresholds. The server also supports complex volume discount modeling via calculate_tiered_pricing and can suggest ideal price points to hit specific profit targets using optimize_pricing.

unit-economicspricingmargin-analysisai-businessprofitability

4 tools expose this connector's capabilities to your AI agent.

check_viability

Determines if the current unit economics meet the business's profitability thresholds

get_margin_analysis

Calculates the current gross margin percentage for a specific pricing scenario

optimize_pricing

Suggests an adjusted price per call to achieve a target gross margin

calculate_tiered_pricing

Evaluates how volume discounts across different usage tiers impact total profitability

See how to talk to your AI agent using AI Model Unit Economics.

What is my gross margin if I charge $0.05 per call with costs of $0.01 compute, $0.01 data, and $0.01 support?

Your gross margin is 60.0%, with a profit of $0.02 per call.

Is my current model viable if my margin is 30% and my minimum threshold is 40%?

No, the model is not viable. There is a margin gap of 10.0%.

What price should I charge to get a 70% margin if my total costs are $0.03 per call?

To achieve a 70% margin, the suggested price per call is $0.10.

You can use the `get_margin_analysis` tool by providing the price per call and the individual costs for compute, data, and support.

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