How does the speed estimation work?

The engine calculates speed by modeling gravity resistance, rolling resistance, and aerodynamic drag based on your power and environmental inputs.

Can I account for wind direction?

Yes, you can specify headwind, tailwind, or crosswind to get an accurate speed estimate.

What metrics are provided?

The server provides estimated speed, power-to-weight ratio, energy expenditure in kilojoules, and travel time for specific distances.

Cycling Power to Speed Estimator MCP Connector for Claude

A+

Converts cycling power output into estimated speed and performance metrics.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner

More Details Connect to Claude

This MCP server provides a physics-based engine to translate cycling power into real-world performance expectations. By accounting for rider weight, bike weight, terrain grade, and wind conditions, it calculates precise metrics. Use get_estimated_speed to predict velocity, get_energy_expenditure to track kilojoules, get_time_to_distance to plan routes, and get_power_to_weight_metrics to analyze efficiency.

cyclingpowerspeedphysicstraining

Connect to Claude

Subscribe on Vinkius, then add this connector to Claude.ai or Claude Code.

① Claude.ai (web app)

Go to Settings → Connectors → Add custom connector
Paste the MCP endpoint URL below

https://edge.vinkius.com/vk_preview_iiBQpVV0HMbG0r9s3pQsnhpOIohdnSxTtvEKizVI/mcp

② Claude Code (terminal)

claude mcp add --transport http cycling-power-to-speed-estimator https://edge.vinkius.com/vk_preview_iiBQpVV0HMbG0r9s3pQsnhpOIohdnSxTtvEKizVI/mcp

③ Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "cycling-power-to-speed-estimator": {
      "url": "https://edge.vinkius.com/vk_preview_iiBQpVV0HMbG0r9s3pQsnhpOIohdnSxTtvEKizVI/mcp"
    }
  }
}

Get full access on Vinkius

The preview token above works for testing. Powered by Vinkius.