
Connect Loot Box Expectation Calculator to your AI
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. Stop guessing your gacha pull odds and budget.
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.

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.
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.
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 · 3 capabilities
We ship only the actions that matter.
01-03
3 capabilities in this set.
Part of 3 available through Loot Box Expectation Calculator.
- 01
Estimate budget requirement
Use this to figure out the expected cost in USD or EUR needed to secure a character.
- 02
Get pull success rate
This capability calculates the mathematical probability of landing a specific target character within a set number of pulls.
- 03
Analyze bad luck streak
This capability calculates the statistical likelihood of experiencing a streak of consecutive losses.
Real work
What teams actually run
Banner Preparation
Calculate if you have enough pulls to realistically hit a character before a banner ends.
Financial Planning
Determine exactly how much money you need to set aside for a guaranteed character.
Luck Assessment
Check the math on your recent losses to see if you are actually experiencing a statistical anomaly.
One connector, every AI
Loot Box Expectation Calculator 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.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Loot Box Expectation Calculator 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
709ms average. Fast in production.
Loot Box Expectation Calculator is checked daily against the live service.
- Fastest day
- 547ms
- Slowest day
- 834ms
- 14-day trend
- Improving-9%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 3 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 Box Expectation Calculator, so you can see the experience inside your AI.
It does not authenticate your account with Loot Box Expectation Calculator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Loot Box Expectation Calculator Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_UdyI1nOnoiilWmVYq6cGoqV7Dd2HzZrrlotLaxZR/mcpClaude 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 Box Expectation Calculator capabilities are ready to use.
{
"mcpServers": {
"loot-box-expectation-calculator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_UdyI1nOnoiilWmVYq6cGoqV7Dd2HzZrrlotLaxZR/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 Box Expectation Calculator in Claude and other AIs
Who it's for
Built for the work Loot Box Expectation Calculator owners hand off.
This is for players who want to treat gacha pulls as a calculated decision rather than a gamble.
- 01
Gacha Players
Users who want to calculate their odds and budget before pulling on a new banner.
- 02
Resource Managers
Players who track their in-game currency to ensure they hit their targets without overspending.
FAQ
Questions Loot Box Expectation Calculator owners ask.
- 01
How does this MCP help with gacha games?
It provides mathematical models for pull success rates, budget requirements in USD or EUR, and the probability of bad luck streaks.
- 02
Can I use this with Claude?
Yes, you can connect this MCP to any compatible client including Claude, Cursor, and Windsurf.
- 03
What currencies are supported for budgeting?
The budget estimation capability supports USD and EUR.
- 04
Does it account for pity systems?
Yes, the capability uses pity mechanics to calculate the probability of obtaining characters within a set number of pulls.
- 05
How does the success rate calculation work?
The get_pull_success_rate capability uses binomial probability and cumulative distribution functions, accounting for both soft pity thresholds and hard pity limits.
- 06
Can I estimate how much money I need to spend?
Yes, use the estimate_budget_requirement capability. It provides both an expected cost and a worst-case scenario based on your current pity state.
- 07
Does this account for 50/50 mechanics?
Yes, you can specify if you are currently in a 'fiftyFifty' or 'guaranteed' state when using the calculation capabilities.
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Connect Loot Box Expectation Calculator to Claude, Cursor, ChatGPT & more
