How is the performance score calculated?

The score is calculated by normalizing raw statistics, applying weights defined by player roles, and then scaling the result based on minutes played using `scale_by_efficiency`.

Can I use different weights for different player roles?

Yes, you can use `get_weight_configuration` to retrieve standard weight profiles for roles like Attacker, Midfielder, or Defender.

What happens if a player's stats are outside the normal range?

You can use `validate_component_ranges` to check if statistics are within acceptable thresholds before performing calculations.

Player Performance Index MCP Connector for Claude

A+

Calculate deterministic football player performance scores using weighted statistical components.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner

More Details Connect to Claude

This MCP server provides a deterministic engine to calculate standardized football player performance scores. By normalizing raw statistics like goals, assists, and tackles, and applying role-specific weights, it generates a precise index. The engine uses calculate_player_index to provide a full breakdown of contributions and scale_by_efficiency to adjust scores to a standard per-90-minutes basis, ensuring fair comparison between players with different playing times.

footballsoccerperformancemetricsdata-analysis

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_5nOmpqBxYwT4SKsT2rHnFWCdcGh9V1F2gFglq2qj/mcp

② Claude Code (terminal)

claude mcp add --transport http player-performance-index https://edge.vinkius.com/vk_preview_5nOmpqBxYwT4SKsT2rHnFWCdcGh9V1F2gFglq2qj/mcp

③ Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "player-performance-index": {
      "url": "https://edge.vinkius.com/vk_preview_5nOmpqBxYwT4SKsT2rHnFWCdcGh9V1F2gFglq2qj/mcp"
    }
  }
}

Get full access on Vinkius

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