How do I use this MCP with my AI client?

You connect your client to Vinkius once. After that, your agent can call the capabilities directly within your existing workflow.

What kind of data do I need to provide?

You typically need to provide the number of Battle Pass tiers, the XP required per tier, and expected player play hours.

Can I model different types of players?

Yes. You can use the capability to estimate completion days for both steady players and those playing at a higher intensity.

Does this help with player retention?

It helps you design seasonal durations that match player behavior, which is a key part of managing retention.

What is the buffer duration used for?

It is used to add a safety margin to your seasonal planning so you do not run out of content too soon.

How does the capability calculate completion days?

It uses estimate_completion_days to divide total required XP by the product of XP per hour and median daily hours, providing both steady and accelerated (rush) estimates.

What is the purpose of the comfort buffer?

The get_buffer_duration capability adds a hardcoded 20% margin to your base days to account for player fatigue or unexpected content droughts.

Can I plan specific seasonal deadlines?

Yes, use calculate_daily_xp_requirement to determine exactly how much XP players must earn daily to reach the final tier by your target date.

An astronaut overseeing a futuristic data hub

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Connect Season Length Optimizer to ChatGPT and Claude

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. Set precise XP targets and seasonal timelines based on player behavior.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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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 · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Season Length Optimizer.

01
Get buffer duration
This capability calculates a recommended season length that includes a safety buffer. It helps you avoid running out of content too early.
02
Calculate daily xp requirement
Use this to find the exact amount of XP players need to earn every day to hit a specific seasonal deadline.
03
Estimate completion days
This capability predicts how many days it will take for players to finish a season based on their play habits.

Real work

What teams actually run

Battle Pass Balancing

Determine if your XP rewards are too high or too low for your intended season length.

Retention Planning

Model how long different player types will stay active before finishing a pass.

Live Ops Scheduling

Calculate the exact date a season will end to plan the next content drop.

Economy Stress Testing

Test how changing XP per tier affects the total time required to reach max level.

Automate a task

Put Season Length Optimizer 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

Season Length Optimizer 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 Season Length Optimizer 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

707ms average. Fast in production.

Season Length Optimizer is checked daily against the live service.

Daily averagePeak 791ms

Oct 3Today

Fastest day: 538ms
Slowest day: 791ms
14-day trend: Slowing+5%

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 Season Length Optimizer, so you can see the experience inside your AI.

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

Season Length Optimizer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_WAucXNppqTCIwhvXMEiR4RMkI2xClW8tUbPFgW3K/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 — Season Length Optimizer capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "season-length-optimizer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_WAucXNppqTCIwhvXMEiR4RMkI2xClW8tUbPFgW3K/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 Season Length Optimizer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Season Length Optimizer owners hand off.

This MCP is built for developers and designers working on live service games and seasonal content loops.

01
Game Economy Designer
Hands off XP math and tier progression data to the AI for rapid balancing.
02
Live Ops Manager
Uses the capability to plan seasonal rollout schedules and content lifecycles.
03
Systems Designer
Feeds player behavior metrics into the AI to model engagement timelines.

FAQ

Questions Season Length Optimizer owners ask.

01
How do I use this MCP with my AI client?
You connect your client to Vinkius once. After that, your agent can call the capabilities directly within your existing workflow.
02
What kind of data do I need to provide?
You typically need to provide the number of Battle Pass tiers, the XP required per tier, and expected player play hours.
03
Can I model different types of players?
Yes. You can use the capability to estimate completion days for both steady players and those playing at a higher intensity.
04
Does this help with player retention?
It helps you design seasonal durations that match player behavior, which is a key part of managing retention.
05
What is the buffer duration used for?
It is used to add a safety margin to your seasonal planning so you do not run out of content too soon.
06
How does the capability calculate completion days?
It uses estimate_completion_days to divide total required XP by the product of XP per hour and median daily hours, providing both steady and accelerated (rush) estimates.
07
What is the purpose of the comfort buffer?
The get_buffer_duration capability adds a hardcoded 20% margin to your base days to account for player fatigue or unexpected content droughts.
08
Can I plan specific seasonal deadlines?
Yes, use calculate_daily_xp_requirement to determine exactly how much XP players must earn daily to reach the final tier by your target date.

Explore

More in Productivity

Connect Season Length Optimizer to Claude, Cursor, ChatGPT & more

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

Each Connector runs inside its own sealed environment.

One switch stops every agent. Instantly.

Spending limits that pause instead of surprise.

We ship only the actions that matter.

01-03

Get buffer duration

Calculate daily xp requirement

Estimate completion days

What teams actually run

Battle Pass Balancing

Retention Planning

Live Ops Scheduling

Economy Stress Testing

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

Season Length Optimizer Connector

Claude Desktop

Game Economy Designer

Live Ops Manager

Systems Designer

How do I use this MCP with my AI client?

What kind of data do I need to provide?

Can I model different types of players?

Does this help with player retention?

What is the buffer duration used for?

How does the capability calculate completion days?

What is the purpose of the comfort buffer?

Can I plan specific seasonal deadlines?

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