Can I use this for any currency?

The capability is designed for WeChat Red Packet (Hongbao) logic, which typically uses RMB.

What is the difference between random_fair and lucky_king?

random_fair uses a stick-breaking algorithm for a balanced feel, while lucky_king creates high variance for a single winner.

How do I know if my distribution is possible?

Your agent can use the validate_hongbao_config capability to check if your total amount meets the minimum requirements for your recipient count.

Does this MCP work with Claude?

Yes, it works with any MCP-compatible client including Claude, Cursor, and Windsurf.

Can I see the average amount in a distribution?

Yes, you can use the get_distribution_statistics capability to see the average, the spread, and the highest amount.

What is the minimum amount required for a distribution?

Each recipient must receive at least 0.01 RMB. You can use validate_hongbao_config to check if your total amount is sufficient for your group size.

How does the 'random_fair' mode work?

The random_fair mode uses a stick-breaking algorithm. It ensures every person gets at least 0.01 RMB and prevents extreme inequality by capping any single person's share at twice the current remaining average.

Can I see the statistical spread of the red packet?

Yes, after generating a distribution with calculate_distribution, you can pass the resulting amounts to get_distribution_statistics to find the average, variance, and the Lucky King amount.

An astronaut overseeing a futuristic data hub

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Connect Wechat Red Packet Distributor 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. Get precise, mathematically sound Hongbao distributions instantly.

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 WeChat Hongbao Distribution.

01
Validate hongbao config
This capability checks if your proposed budget and recipient count are mathematically possible. It prevents errors by verifying the total amount is sufficient before you attempt a calculation.
02
Calculate distribution
This capability generates the specific list of monetary amounts for every participant. It applies your chosen strategy, whether that is fixed, random_fair, or lucky_king.
03
Get distribution statistics
This capability analyzes your generated list of amounts. It provides data on the spread, the average, and the highest single amount in the set.

Real work

What teams actually run

Equal Group Rewards

Use the fixed strategy to split a set amount of RMB perfectly among a group of colleagues.

Fair Social Games

Apply the random_fair mode to ensure a natural, fair feeling for a group of friends.

High Stakes Prizes

Use the lucky_king mode when you want one person to win a much larger portion of the total.

Budget Verification

Check if a specific amount of money is actually enough to cover a large group before you start.

One connector, every AI

WeChat Hongbao Distribution 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 WeChat Hongbao Distribution 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

849ms average. Fast in production.

WeChat Hongbao Distribution is checked daily against the live service.

Daily averagePeak 960ms

Oct 3Today

Fastest day: 651ms
Slowest day: 960ms
14-day trend: Stable+1%

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 WeChat Hongbao Distribution, so you can see the experience inside your AI.

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

WeChat Hongbao Distribution Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_4oOwAHylM3KnZ7hDKsXFVlQsTojQHxrg0gg2hv5Z/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 — WeChat Hongbao Distribution capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "wechat-red-packet-distributor-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_4oOwAHylM3KnZ7hDKsXFVlQsTojQHxrg0gg2hv5Z/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 WeChat Hongbao Distribution in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work WeChat Hongbao Distribution owners hand off.

This MCP is for anyone managing group rewards or digital gifts in WeChat environments. It moves the math from your head to your AI client.

01
Community Managers
They hand off the task of calculating group rewards to their agent.
02
Event Organizers
They use the AI to generate fair or high-variance prize distributions for participants.
03
Developers
They use the mathematical models to verify distribution logic within their own workflows.

FAQ

Questions WeChat Hongbao Distribution owners ask.

01
Can I use this for any currency?
The capability is designed for WeChat Red Packet (Hongbao) logic, which typically uses RMB.
02
What is the difference between random_fair and lucky_king?
random_fair uses a stick-breaking algorithm for a balanced feel, while lucky_king creates high variance for a single winner.
03
How do I know if my distribution is possible?
Your agent can use the validate_hongbao_config capability to check if your total amount meets the minimum requirements for your recipient count.
04
Does this MCP work with Claude?
Yes, it works with any MCP-compatible client including Claude, Cursor, and Windsurf.
05
Can I see the average amount in a distribution?
Yes, you can use the get_distribution_statistics capability to see the average, the spread, and the highest amount.
06
What is the minimum amount required for a distribution?
Each recipient must receive at least 0.01 RMB. You can use validate_hongbao_config to check if your total amount is sufficient for your group size.
07
How does the 'random_fair' mode work?
The random_fair mode uses a stick-breaking algorithm. It ensures every person gets at least 0.01 RMB and prevents extreme inequality by capping any single person's share at twice the current remaining average.
08
Can I see the statistical spread of the red packet?
Yes, after generating a distribution with calculate_distribution, you can pass the resulting amounts to get_distribution_statistics to find the average, variance, and the Lucky King amount.

Explore

More in Finance

Connect WeChat Hongbao Distribution 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

Validate hongbao config

Calculate distribution

Get distribution statistics

What teams actually run

Equal Group Rewards

Fair Social Games

High Stakes Prizes

Budget Verification

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

WeChat Hongbao Distribution Connector

Claude Desktop

Community Managers

Event Organizers

Developers

Can I use this for any currency?

What is the difference between random_fair and lucky_king?

How do I know if my distribution is possible?

Does this MCP work with Claude?

Can I see the average amount in a distribution?

What is the minimum amount required for a distribution?

How does the 'random_fair' mode work?

Can I see the statistical spread of the red packet?

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