Use Loot Box Expectation Calculator with your AI.
Connect your account once and let the AI you already use work with it, without building another integration. Calculate gacha success probabilities, expected costs, and bad luck streak risks.
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.
Complete set · 3 capabilities
The complete Loot Box Expectation Calculator capability set.
These are the exact actions your AI can choose when you ask it to work with Loot Box Expectation Calculator.
01-03
3 capabilities in this set.
Part of 3 available through Loot Box Expectation Calculator.
- 01
Get pull success rate
Calculate the probability of getting a target character within N pulls
- 02
Analyze bad luck streak
Analyze the probability of a consecutive loss streak
- 03
Estimate budget requirement
Estimate the cost required for a character
Observed, not estimated
654ms average. Fast in production.
Loot Box Expectation Calculator is checked daily against the live service.
- Fastest day
- 496ms
- Slowest day
- 956ms
- 14-day trend
- Slowing+63%
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
FAQ
Questions Loot Box Expectation Calculator owners ask.
- 01
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.
- 02
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.
- 03
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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