Shooting Efficiency Calculator

Shooting Efficiency Calculator MCP Connector for Claude

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Transform raw football shooting data into professional efficiency metrics and per-90 statistics.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner

This MCP server provides a specialized analytical engine for football performance analysis. It allows AI agents to process raw shooting statistics--such as total shots, shots on target, and expected goals (xG)--into high-level metrics like shot accuracy, conversion rates, and normalized per-90-minute statistics. Use calculate_shooting_metrics to generate a full efficiency profile, compare_player_efficiency to benchmark two players, or validate_shot_integrity to ensure statistical data is logically sound. It is designed to help analysts and fans understand player lethality and scoring patterns through precise mathematical modeling.

soccerfootballstatisticsperformancemetricsxg

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

calculate_shooting_metrics

Calculates comprehensive efficiency metrics for a player

compare_player_efficiency

Compares two different shooting profiles

get_shooting_summary_by_volume

Filters and categorizes players based on shot volume

validate_shot_integrity

Verifies if shot statistics are mathematically and logically sound

See how to talk to your AI agent using Shooting Efficiency Calculator.

Calculate the efficiency for a player with 10 shots, 4 shots on target, 2 goals, 1.5 xG, and 90 minutes played.

The player has a shot accuracy of 40%, a conversion rate of 20%, and 0.5 xG overperformance. Their per-90 stats are 2.0 goals, 10.0 shots, and 4.0 shots on target.

Is it valid to have 5 shots, 6 shots on target, and 2 goals?

No, the data is invalid because the number of shots on target cannot exceed the total number of shots.

Compare a player with a 20% conversion rate to a player with a 25% conversion rate.

The second player is more efficient with a 5% higher conversion rate.

You can use the `validate_shot_integrity` tool. It checks if the number of goals exceeds shots on target or if shots on target exceeds total shots, ensuring the data follows strict hierarchical rules.

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