Loot Table Balancer Connector for AI agents.
4 live capabilities
Mathematically verify game drop rates and virtual economy values.
Waiting for input…
Why people use Loot Table Balancer
Loot Table Balancer for Precise Game Economy Design
This Connector lets you skip the manual math entirely. You just tell your agent what items you have and what their weights are, and it gives you a perfect breakdown of the probabilities and economic impact.
What Vinkius changes
That you get mathematically verified loot tables without doing the manual arithmetic.
Use it from Claude, ChatGPT, Cursor or another AI client you already have.
One account · 5,900+ Connectors
- Real-world use case 01
Testing drop frequency for rare items
A designer wants to know if a 0.
- Real-world use case 02
Checking loot chest generosity
An economy lead needs to check if a new 'Epic' chest is too generous.
- Real-world use case 03
Cleaning up raw design data
A dev has a list of 50 items with random weights.
Complete set · 4capabilities
The complete Loot Table Balancer capability set.
These are the exact actions your AI can choose when you ask it to work with Loot Table Balancer.
01—04
4 capabilities in this set.
Part of 4 available through Loot Table Balancer.
- 01 Capability
Compute expected value
Calculates the average gold or item value a player gets from a single roll. Use this to monitor and control economy inflation.
- 02 Capability
Normalize weights
Converts arbitrary weight values into clean, standardized drop percentages. This is useful for quickly cleaning up raw data from design docs.
- 03 Capability
Audit rarity distribution
Checks your current loot tables against standard MMO rarity benchmarks. It helps you ensure your game feels balanced compared to the industry.
- 04 Capability
Estimate cadence
Predicts how many times an item will drop over a specific number of gameplay runs. It helps you see the long-term frequency of rare items.
Set up in minutes
One URL. Then ask Loot Table Balancer to work.
Claude and ChatGPT only need the Connector URL. Copy it once, add it in settings, and use Loot Table Balancer from the conversation.
Choose your client
Live previewAdvanced clients IDE · CLI
Claude · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_W3Bl20kxHyqKVHtkPkJl4kAYBpgwTI2ARZYEemsq/mcp - Step 01
Open Connectors
In Claude Web or Claude Desktop, open Settings and choose Connectors.
- Step 02
Add the URL
Choose Add custom connector, name it Loot Table Balancer, and paste the URL above.
- Step 03
Turn it on in chat
Select +, open Connectors, and enable Loot Table Balancer for the conversation.
ChatGPT · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_W3Bl20kxHyqKVHtkPkJl4kAYBpgwTI2ARZYEemsq/mcp - Step 01
Open MCP settings
On desktop, open Settings and MCP servers. On web, open your workspace app or connector settings.
- Step 02
Add the URL
Choose Add server with Streamable HTTP, or create a custom MCP app, then paste the Loot Table Balancer URL.
- Step 03
Save and start
Save the connection and enable Loot Table Balancer in your conversation. Desktop may ask you to restart once.
Cursor · IDE configuration
Advanced setup
{
"mcpServers": {
"loot-table-balancer": {
"url": "https://edge.vinkius.com/vk_preview_W3Bl20kxHyqKVHtkPkJl4kAYBpgwTI2ARZYEemsq/mcp"
}
}
}- Step 01
Open MCP Settings
Press Cmd+Shift+P (macOS) or Ctrl+Shift+P (Windows/Linux) → search "MCP Settings"
- Step 02
Add the server config
Paste the JSON configuration above into the mcp.json file that opens
- Step 03
Save the file
Cursor will automatically detect the new Connector
- Step 04
Start using Loot Table Balancer
Open Agent mode in chat and ask: "Using Loot Table Balancer, help me...". 4 tools available
VS Code Copilot · IDE configuration
Advanced setup
{
"mcpServers": {
"loot-table-balancer": {
"url": "https://edge.vinkius.com/vk_preview_W3Bl20kxHyqKVHtkPkJl4kAYBpgwTI2ARZYEemsq/mcp"
}
}
}- Step 01
Create MCP config
Create a .vscode/mcp.json file in your project root
- Step 02
Add the server config
Paste the JSON configuration above
- Step 03
Enable Agent mode
Open GitHub Copilot Chat and switch to Agent mode using the dropdown
- Step 04
Start using Loot Table Balancer
Ask Copilot: "Using Loot Table Balancer, help me...". 4 tools available
Windsurf · IDE configuration
Advanced setup
{
"mcpServers": {
"loot-table-balancer": {
"url": "https://edge.vinkius.com/vk_preview_W3Bl20kxHyqKVHtkPkJl4kAYBpgwTI2ARZYEemsq/mcp"
}
}
}- Step 01
Open MCP Settings
Go to Settings → MCP Configuration or press Cmd+Shift+P and search "MCP"
- Step 02
Add the server
Paste the JSON configuration above into mcp_config.json
- Step 03
Save and reload
Windsurf will detect the new server automatically
- Step 04
Start using Loot Table Balancer
Open Cascade and ask: "Using Loot Table Balancer, help me...". 4 tools available
Cline · IDE configuration
Advanced setup
{
"mcpServers": {
"loot-table-balancer": {
"url": "https://edge.vinkius.com/vk_preview_W3Bl20kxHyqKVHtkPkJl4kAYBpgwTI2ARZYEemsq/mcp"
}
}
}- Step 01
Open Cline MCP Settings
Click the Connectors icon in the Cline sidebar panel
- Step 02
Add remote server
Click "Add Connector" and paste the configuration above
- Step 03
Enable the server
Toggle the server switch to ON
- Step 04
Start using Loot Table Balancer
Ask Cline: "Using Loot Table Balancer, help me...". 4 tools available
Claude Code · Terminal command
Advanced setup
claude mcp add loot-table-balancer --transport http "https://edge.vinkius.com/vk_preview_W3Bl20kxHyqKVHtkPkJl4kAYBpgwTI2ARZYEemsq/mcp"- Step 01
Install Claude Code
Run npm install -g @anthropic-ai/claude-code if not already installed
- Step 02
Add the Connector
Run the command above in your terminal
- Step 03
Verify the connection
Run claude mcp to list connected servers, or type /mcp inside a session
- Step 04
Start using Loot Table Balancer
Ask Claude: "Using Loot Table Balancer, show me...". 4 tools are ready
Where the request belongs
Work Loot Table Balancer can move forward.
Game designers and economy leads who need to ensure loot drops aren't too common or too rare. It's for the person responsible for preventing inflation in a virtual economy.
Game Designer
Balancing drop rates for weapons and gear on a Tuesday afternoon.
Economy Designer
Calculating gold inflation and item value to maintain a stable market.
QA Tester
Auditing loot tables to find 'broken' drop rates or exploits.
Build the capability set
Add more capabilities.
Each Connector adds new actions and data without changing how you work.
Browse Connectors
Loot Drop Simulator
A probabilistic engine for simulating and analyzing randomized item distribution patterns in RPG loot systems.
Prestige System Calculator
Analyze the economic efficiency and temporal impact of prestige/rebirth mechanics.
Gacha Pity Simulator
Analyze gacha mechanics including base rates, soft pity ramps, and hard pity guarantees to predict player costs.
Dice Probability Calculator
Calculate full probability distributions, statistical metrics, and success thresholds for any dice notation.
Drop Rate Calculator
Calculate item drop probabilities, pity mechanics, and expected resource usage for loot-based systems.
Loot Box Expectation Calculator
Calculate gacha success probabilities, expected costs, and bad luck streak risks.
Bring your own AI
Change the model, client or framework. Keep Loot Table Balancer connected.
-
Claude -
ChatGPT -
Gemini -
Cursor -
VS Code -
Windsurf -
ZCode -
Cline -
Zed -
Continue -
Kiro -
Roo Code -
Zencoder -
Goose -
Void -
Augment Code -
Amp -
Qodo -
Tabnine -
Pieces -
Sourcegraph Cody -
JetBrains -
Warp -
Amazon Q -
Antigravity -
BoltAI -
Raycast -
Jan -
LM Studio -
AnythingLLM -
Open WebUI -
Msty -
Cherry Studio -
LibreChat -
TypingMind -
Chorus -
5ire -
n8n -
LangChain -
LlamaIndex -
CrewAI -
Vercel AI SDK
Before you connect
Questions about Loot Table Balancer.
The practical details behind the request, access and result.
Can the Loot Table Balancer help me fix a broken game economy?
Yes, it helps you find the average value of rolls to see if items are too valuable. By identifying the expected value, you can spot where inflation might be happening in your loot system.
How does Loot Table Balancer handle different item weights?
It takes your raw numbers and turns them into clean percentages. This allows you to see the actual drop rates without doing any manual division.
Can I use Loot Table Balancer to see if my loot is too common?
Yes, you can predict the drop frequency over thousands of runs. This helps you understand how often a player will actually see a specific item during a long play session.
Does Loot Table Balancer work for MMO-style loot tables?
Yes, it includes capabilities to audit your rarity against standard MMO benchmarks. This ensures your game feels balanced and follows industry standards for rarity.
How do I use Loot Table Balancer to check gold inflation?
You can use it to compute the expected value of every loot roll in your game. This gives you a clear picture of how much currency is entering your economy on average.
Is Loot Table Balancer good for balancing RPG loot?
It is perfect for RPGs because it helps you move from guessing to knowing. You can verify that your 'Legendary' items are actually rare enough to feel special.
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.
One connection away
Give your agent a direct line to Loot Table Balancer.
Connect Loot Table Balancer once. Keep it beside 5,900+ managed Connectors when the next task needs more.
Explore every Connector No credit card required · Free tier available