• CRITICAL
  • IMBALANCE
  • GAP
  • HUMAN

How to audit elemental system stability with your AI

Connect your game data to your AI client to find math errors in your combat system. Once connected, your agent handles the heavy lifting of matrix calculations.

Ask AI about this page

Short answer

How can I audit my game's elemental system with AI?

Your AI client uses the Elemental Weakness Calculator to run mathematical audits on your interaction matrix. It identifies specific imbalances, broken damage loops, or dead-end elemental paths. You get a clear breakdown of where your combat math fails.

Audit outcomes

Where every issue lands.

The AI categorizes every mathematical anomaly it finds into these four buckets.

CRITICAL

Broken damage loops

The AI flags interactions that create infinite loops or unintended damage spikes. You'll see exactly which elements cause the math to break.

IMBALANCE

Skewed interaction weights

This identifies elements that are statistically too strong or too weak. You get the specific coefficients that are causing the tilt.

GAP

Missing interaction paths

The AI finds holes in your matrix where certain elements have no meaningful interaction. This highlights where you need to add new content.

HUMAN

Manual tuning required

The AI identifies areas where the math is technically sound but feels wrong. You decide if these specific values need a designer's touch.

The workflow

What your AI does when the data arrives.

The AI handles the heavy math so you can focus on game design.

  1. Ingest interaction data

    Your agent reads your existing elemental relationship tables and damage coefficients.

    analyze_matrix_stability

  2. Run stability checks

    The AI performs high-level mathematical audits to check for systemic imbalances.

    analyze_matrix_stability

  3. Identify anomalies

    The agent isolates specific nodes in the matrix that deviate from your intended design.

    analyze_matrix_stability

  4. Report findings

    The AI presents a structured list of mathematical errors and suggested adjustments.

    analyze_matrix_stability

Try it

Copy these to start.

Use these prompts to kick off your first audit.

Starting points

Replace the bracketed text with your actual file names or data sources.

Elemental Weakness Calculator Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_IeeOH3mafLrTeBfo0NRjunziXZmm0RwrESU9wv07/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Elemental Weakness Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "elemental-weakness-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_IeeOH3mafLrTeBfo0NRjunziXZmm0RwrESU9wv07/mcp"
    }
  }
}
Copy into chat04

  • Analyze the elemental matrix in my combat_data.json and find any broken damage loops.

  • Run a stability audit on the interaction table in my game_design_sheet and look for imbalances.

  • Check my elemental interaction matrix for any missing paths or dead ends.

  • Identify which elements in my combat system are statistically overpowered based on the current matrix.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Elemental Weakness Calculator once, then ask.

Just link the MCP to your preferred client. Your credentials stay encrypted, and you can start auditing immediately.

Connect Elemental Weakness Calculator to your AI

FAQ

How this task behaves.

  • 01

    Can the AI change my game files directly?

    No. The AI only analyzes the data you provide. You must manually apply any balance changes to your game code or spreadsheets.

  • 02

    Does it work with any game engine?

    Yes, as long as you can export your elemental interaction data to a format your AI client can read, like JSON or CSV.

  • 03

    Can the AI fix the math for me?

    No. The AI identifies the mathematical errors and suggests where the issues lie, but the actual tuning is a human task.

  • 04

    What kind of data does it need?

    It needs a structured matrix of your elemental interactions, including the coefficients or multipliers used in your combat math.

  • 05

    Will it delete my design documents?

    No. This MCP is read-only. It performs analysis and reports findings without ever modifying your source files.

  • More questions about Elemental Weakness Calculator? The Connector page answers them. See everything the Elemental Weakness Calculator Connector can do

Connect Elemental Weakness Calculator to Claude, Cursor, ChatGPT & more