What is the minimum amount required for a WeChat Red Packet?

The minimum requirement is 0.01 RMB per recipient.

How does this MCP ensure the distributions are realistic?

It implements the double average constraint used in actual WeChat distributions to ensure the math follows real-world patterns.

Can I use this with Claude or Cursor?

Yes, you can connect this MCP to any compatible client like Claude, Cursor, or Windsurf.

What does the Gini coefficient tell me?

The Gini coefficient measures the inequality of the distribution, showing how much the money is concentrated among certain recipients.

Do I need to host this myself?

No, Vinkius hosts and manages the MCP for you. You just connect and use it.

What is the difference between the distribution types?

Fixed Equal divides the total amount equally among all recipients, while Random Fair uses a probabilistic approach where each person's share is bounded by twice the current average of the remaining funds.

How is the inequality measured?

Inequality is measured using the Gini coefficient, which ranges from 0 (perfect equality) to 1 (extreme inequality).

Can I simulate a distribution that is too small?

If the total amount is less than 0.01 RMB multiplied by the number of recipients, the validate_constraints capability will flag the configuration as impossible.

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Connect Wechat Red Packet Simulator 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. Model precise Hongbao distributions and inequality metrics.

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 Simulator.

01
Get distribution stats
Provides high-level summary metrics for a previously generated distribution. It gives you the statistical breakdown of how funds were spread.
02
Simulate distribution
Generates a specific distribution of funds based on your chosen logic. It creates the actual list of amounts for each recipient.
03
Validate constraints
Checks if a specific distribution configuration is valid under WeChat's economic rules. It ensures you have enough total funds to meet the 0.01 RMB minimum per person.

Real work

What teams actually run

Budget Verification

Check if a specific amount of money can legally support a large group of people based on WeChat rules.

Fairness Testing

Run simulations to see how much the 'Lucky King' typically wins compared to other recipients.

Economic Modeling

Analyze how different fund totals affect the inequality of the distribution using Gini metrics.

Logic Prototyping

Test different distribution logic patterns before implementing them in a live application.

One connector, every AI

WeChat Hongbao Simulator 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 Simulator 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

861ms average. Fast in production.

WeChat Hongbao Simulator is checked daily against the live service.

Daily averagePeak 974ms

Oct 3Today

Fastest day: 656ms
Slowest day: 974ms
14-day trend: Improving-13%

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 Simulator, so you can see the experience inside your AI.

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

WeChat Hongbao Simulator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_RP4rFDbtHCp8oOApW53JoItzbycpKP9v0ygY8JC0/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 Simulator capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "wechat-red-packet-simulator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_RP4rFDbtHCp8oOApW53JoItzbycpKP9v0ygY8JC0/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 Simulator in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work WeChat Hongbao Simulator owners hand off.

This is for developers and analysts working with WeChat-based social finance or gaming mechanics. They use it to test distribution logic before deployment.

01
Game Developers
They hand off the math for in-game reward distributions to the AI.
02
Fintech Analysts
They use the MCP to model social gifting behaviors and inequality metrics.
03
Software Engineers
They use the validation capabilities to test edge cases in fund allocation logic.

FAQ

Questions WeChat Hongbao Simulator owners ask.

01
What is the minimum amount required for a WeChat Red Packet?
The minimum requirement is 0.01 RMB per recipient.
02
How does this MCP ensure the distributions are realistic?
It implements the double average constraint used in actual WeChat distributions to ensure the math follows real-world patterns.
03
Can I use this with Claude or Cursor?
Yes, you can connect this MCP to any compatible client like Claude, Cursor, or Windsurf.
04
What does the Gini coefficient tell me?
The Gini coefficient measures the inequality of the distribution, showing how much the money is concentrated among certain recipients.
05
Do I need to host this myself?
No, Vinkius hosts and manages the MCP for you. You just connect and use it.
06
What is the difference between the distribution types?
Fixed Equal divides the total amount equally among all recipients, while Random Fair uses a probabilistic approach where each person's share is bounded by twice the current average of the remaining funds.
07
How is the inequality measured?
Inequality is measured using the Gini coefficient, which ranges from 0 (perfect equality) to 1 (extreme inequality).
08
Can I simulate a distribution that is too small?
If the total amount is less than 0.01 RMB multiplied by the number of recipients, the validate_constraints capability will flag the configuration as impossible.

Explore

More in Finance

Connect WeChat Hongbao Simulator 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 distribution stats

Simulate distribution

Validate constraints

What teams actually run

Budget Verification

Fairness Testing

Economic Modeling

Logic Prototyping

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

WeChat Hongbao Simulator Connector

Claude Desktop

Game Developers

Fintech Analysts

Software Engineers

What is the minimum amount required for a WeChat Red Packet?

How does this MCP ensure the distributions are realistic?

Can I use this with Claude or Cursor?

What does the Gini coefficient tell me?

Do I need to host this myself?

What is the difference between the distribution types?

How is the inequality measured?

Can I simulate a distribution that is too small?

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