MCP For Claude Marketplace
AI Model Adoption Velocity

AI Model Adoption Velocity MCP Connector for Claude

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Measure and predict the speed of AI model integration and market penetration.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner
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This MCP server provides advanced analytics to evaluate how quickly AI models move from experimentation to widespread usage. By analyzing technical usage and community momentum, you can calculate the get_adoption_velocity score, predict the get_growth_trajectory, and assess the get_ecosystem_impact of any model. It also isolates the get_viral_metrics to understand organic growth potential within developer ecosystems. This tool is essential for tracking market penetration and the depth of model integration in modern AI stacks.

adoptionvelocitygrowthecosystemmetrics

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

get_adoption_velocity

Calculates the core adoption velocity score for a specific model

get_ecosystem_impact

Evaluates how community and developer infrastructure are accelerating or hindering adoption

get_growth_trajectory

Predicts the future momentum and direction of model adoption

get_viral_metrics

Specifically isolates the viral coefficient to understand organic growth potential

See how to talk to your AI agent using AI Model Adoption Velocity.

Calculate the adoption velocity for model 'gpt-4o' with 5000 API users, 1200 monthly active users, a 15% query growth rate, and an integration depth of 8.

The adoption velocity score for gpt-4o is 74.2, indicating a high-momentum growth trajectory.

What is the predicted growth trajectory for model 'llama-3' with 1000 current users, 25% growth rate, and an ecosystem strength of 90?

The predicted growth phase for llama-3 is 'Exponential Takeoff' with high momentum status.

Evaluate the ecosystem impact for model 'claude-3' with a community engagement score of 85 and developer tools availability of 95.

The ecosystem multiplier for claude-3 is 80.75 with a very low friction score of 5.

The Adoption Velocity Score is a composite metric representing the speed of market penetration, synthesized from usage volume, growth intensity, and integration depth.

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