Viral Coefficient Calculator

Viral Coefficient Calculator MCP Connector for Claude

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Calculate viral growth, expansion multipliers, and time to scale.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner

This MCP server provides essential tools for analyzing product growth dynamics. Use calculate_viral_k to determine the fundamental viral coefficient, calculate_growth_multiplier to estimate user base expansion, and estimate_time_to_scale to predict the duration needed to reach specific user targets. It also includes analyze_saturation_impact to account for market availability and diminishing returns as the user base grows.

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

analyze_saturation_impact

Adjusts growth expectations based on market availability

estimate_time_to_scale

Predicts how long it will take to reach a specific user target

calculate_growth_multiplier

Estimates the total expansion of the user base relative to the initial cohort

calculate_viral_k

Determines the fundamental viral coefficient for a user cohort

See how to talk to your AI agent using Viral Coefficient Calculator.

What is the viral coefficient if each user sends 5 invites and the conversion rate is 15%?

The viral coefficient is 0.75.

If I have 100 users and want to reach 10,000 with a K of 1.2 and a 7-day cycle, how long will it take?

It will take approximately 42 days to reach the target of 10,000 users.

Calculate the growth multiplier for a K of 1.5 over 3 cycles.

The total multiplier after 3 cycles is 3.375.

The viral coefficient (K) represents the number of new users generated by each existing user. You can find this value using the `calculate_viral_k` tool.

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