How do I convert my item weights to percentages?

Use the normalize_weights capability by providing a JSON array of items, where each object includes the name, weight, and rarity.

Can I check if my loot table is balanced for an MMO?

Yes, the audit_rarity_distribution capability compares your item drop rates against hardcoded industry-standard benchmarks to identify deviations.

How do I calculate the average gold gain from a single drop?

Use the compute_expected_value capability with an array of items that include their calculated drop rates and assigned currency values.

An astronaut overseeing a futuristic data hub

Download PDF Markdown Version

Connect Loot Table Balancer to ChatGPT, Claude and Gemini

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Balance your item drop rates and game economy with precision.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

Waiting for input…

Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 4 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Loot Table Balancer.

01
Normalize weights
This capability converts arbitrary item weights into standardized drop rate percentages. It's useful for turning raw numbers into usable probability data.
02
Estimate cadence
Use this to predict how frequently an item will drop over a large number of gameplay sessions. It helps you see the long-term reality of your drop rates.
03
Audit rarity distribution
This capability checks your loot tables against industry-standard MMO rarity benchmarks. It identifies if your item distribution is out of alignment with common player expectations.
04
Compute expected value
This capability calculates the average economic gain from a single loot roll. It helps you understand the impact of item values on your game's economy.

Automate a task

Put Loot Table Balancer to work on one thing.

Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.

One connector, every AI

Loot Table Balancer works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

Building your own app? The connector is yours to use.

You don't need a client to put Loot Table Balancer to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

745ms average. Fast in production.

Loot Table Balancer is checked daily against the live service.

Daily averagePeak 1035ms

Oct 3Today

Fastest day: 540ms
Slowest day: 1035ms
14-day trend: Improving-12%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 4 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Loot Table Balancer, so you can see the experience inside your AI.

It does not authenticate your account with Loot Table Balancer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Loot Table Balancer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_W3Bl20kxHyqKVHtkPkJl4kAYBpgwTI2ARZYEemsq/mcp

Claude Desktop

Follow the steps below to connect in seconds.

1In Claude Desktop, open Settings → Connectors.
2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
3Click Add and start a new chat — Loot Table Balancer capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "loot-table-balancer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_W3Bl20kxHyqKVHtkPkJl4kAYBpgwTI2ARZYEemsq/mcp"
    }
  }
}

Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline

Step-by-step instructions for each client are in the guide. How to connect

Guided setup for Claude? Set up Loot Table Balancer in Claude and other AIs

See all the AI clients this connector works with ↑

FAQ

Questions Loot Table Balancer owners ask.

01
How do I convert my item weights to percentages?
Use the normalize_weights capability by providing a JSON array of items, where each object includes the name, weight, and rarity.
02
Can I check if my loot table is balanced for an MMO?
Yes, the audit_rarity_distribution capability compares your item drop rates against hardcoded industry-standard benchmarks to identify deviations.
03
How do I calculate the average gold gain from a single drop?
Use the compute_expected_value capability with an array of items that include their calculated drop rates and assigned currency values.

Explore

More in Mathematics

Connect Loot Table Balancer to Claude, Cursor, ChatGPT & more

Connect Loot Table Balancer to ChatGPT, Claude and Gemini

Your AI does the work. We keep it safe and sound.