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Vinkius

D&D Stat Roller Connector for AI agents.

4 live capabilities

Stress-test your TTRPG character creation mechanics with precise statistical data.

Live agent request D&D Stat Roller / Connector

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Why people use D&D Stat Roller

D&D Character Stat Roller TTRPG Balance Testing

This Connector replaces that guesswork with thousands of simulations in seconds. You can see the exact distribution of results, allowing you to tweak your rules until the math actually works.

  • Claude
  • ChatGPT
  • Gemini
  • Cursor
  • Visual Studio Code
  • Windsurf

What Vinkius changes

You get hard data on game balance instead of just guessing.

Use it from Claude, ChatGPT, Cursor or another AI client you already have.

One account · 6,100+ Connectors

  1. Real-world use case 01

    Balancing a new homebrew mechanic

    A DM wants to know if a new heroic roll makes characters too strong.

  2. Real-world use case 02

    System design research

    A creator wants to see if point buy is more consistent than standard array.

  3. Real-world use case 03

    Probability checking

    A player wants to know the odds of getting three 16s on a 3d6 roll.

Complete set · 4capabilities

The complete D&D Stat Roller capability set.

These are the exact actions your AI can choose when you ask it to work with D&D Stat Roller.

Capability set01 / 01

01—04

4 capabilities in this set.

Part of 4 available through D&D Stat Roller.

  1. 01 Capability

    Analyze attribute averages

    Calculates the mean values for all attributes from your simulation results. It helps you find the true average score.

  2. 02 Capability

    Generate method comparison report

    Creates a high-level summary comparing two different simulation datasets. Use it to see how different systems stack up.

  3. 03 Capability

    Evaluate power threshold

    Finds the probability of a character meeting or exceeding a specific power metric. It tells you how often 'overpowered' results occur.

  4. 04 Capability

    Simulate method

    Runs a massive randomized simulation for a specific attribute generation method. It builds a large dataset of results.

Set up in minutes

One URL. Then ask D&D Stat Roller to work.

Claude and ChatGPT only need the Connector URL. Copy it once, add it in settings, and use D&D Stat Roller from the conversation.

Choose your client

Live preview
Advanced clients IDE · CLI

Claude · Web + desktop

Official guide ↗

Connector URL · ready to paste

Streamable HTTP
https://edge.vinkius.com/vk_preview_g4o4vmZ154XtdBqY17x7v5DyvtXjgk2Tgsk3RoZx/mcp
  1. Step 01

    Open Connectors

    In Claude Web or Claude Desktop, open Settings and choose Connectors.

  2. Step 02

    Add the URL

    Choose Add custom connector, name it D&D Stat Roller, and paste the URL above.

  3. Step 03

    Turn it on in chat

    Select +, open Connectors, and enable D&D Stat Roller for the conversation.

Where the request belongs

Work D&D Stat Roller can move forward.

Built around the request

This is for tabletop RPG designers who need to balance homebrew mechanics and players who want to understand the underlying math of their character creation.

01

Game Designer

Stress-testing new attribute systems to ensure they aren't broken before publishing.

02

Dungeon Master

Checking if a specific house rule makes characters too strong for a specific campaign.

03

TTRPG Content Creator

Validating new rulesets for public release by checking statistical consistency.

Bring your own AI

Change the model, client or framework. Keep D&D Stat Roller connected.

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Before you connect

Questions about D&D Stat Roller.

The practical details behind the request, access and result.

Can the D&D Character Stat Roller help me balance my homebrew?

Yes, it allows you to run 10,000 simulations of your custom rules to see if they actually produce the results you want. You can check averages and probabilities to ensure your homebrew doesn't break the game.

How does the D&D Character Stat Roller compare to a regular dice roller?

A regular dice roller is for live play. This capability is for design. It runs massive batches of rolls simultaneously to give you statistical data on how a system works as a whole.

Can I use the D&D Character Stat Roller to test point buy?

Yes, it specifically handles point buy, standard array, and various d6 methods. You can compare them side-by-side to see which one gives your players the best experience.

Does the D&D Character Stat Roller show probabilities?

Yes, it can calculate the exact probability of a character reaching a specific power level. This helps you identify if certain rolls are too common or too rare.

How many rolls does the D&D Character Stat Roller run?

It runs 10,000 iterations by default. This large sample size ensures that the averages and probabilities you see are statistically significant and reliable for game balancing.

What methods can I simulate?

You can simulate heroic_4d6, classic_3d6, point_buy, and standard_array methods.

How many simulations are performed?

Every simulation run executes exactly 10,000 independent iterations to ensure statistical significance.

Can I compare two different methods?

Yes, using the generate_method_comparison_report capability, you can see the delta in attribute averages and success rates between datasets.

One connection away

Give your agent a direct line to D&D Stat Roller.

Connect D&D Stat Roller once. Keep it beside 6,100+ managed Connectors when the next task needs more.

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