What platforms does this MCP support?

This MCP is specifically designed for the economic funnels of Douyin and TikTok live commerce.

How do I use this with Claude or Cursor?

You connect your client to Vinkius once. After that, you can simply ask your AI agent to perform calculations using the capabilities provided in this MCP.

Can I use this to predict future revenue?

Yes. You can use the forecasting capability to determine the viewer count needed to reach specific GMV targets based on your current metrics.

Does this require manual data entry?

You provide the metrics (like CTR, conversion rate, or viewer count) to your AI agent, and the MCP performs the math for you.

Is the math accurate?

The MCP uses a deterministic mathematical engine, meaning it provides exact calculations rather than estimates.

How do I calculate my expected revenue?

You can use the calculate_stream_performance capability by providing your total viewers, watch time, click-through rate, conversion rate, and average order value.

Can I plan for a specific sales goal?

Yes, use forecast_required_traffic to input your target GMV and current conversion metrics to find the necessary viewer count.

What is the engagement score?

The engagement score is a percentage representing how much of the total stream duration viewers spent watching, calculated via calculate_stream_performance.

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Connect Douyin Live Commerce Math 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. Turn live stream data into precise economic forecasts.

Ask AI about this Connector

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.

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 Douyin Live Commerce Math.

01
Analyze funnel efficiency
This capability evaluates how effectively users move through your conversion stages. It identifies specific bottlenecks in the journey from initial view to final purchase.
02
Calculate stream performance
This capability computes total clicks, orders, GMV, and net revenue for a specific live stream. It also measures engagement levels based on your provided metrics.
03
Forecast required traffic
This capability determines the exact number of viewers you need to hit a specific GMV target. It uses your existing conversion and order value data to provide a precise estimate.

Real work

What teams actually run

Post-Stream Audits

Calculate the exact net revenue and GMV from a completed live session.

Pre-Stream Planning

Determine how many viewers to drive to the stream to hit a specific revenue goal.

Conversion Optimization

Find out if your low sales are caused by poor click-through rates or low purchase conversion.

Revenue Projections

Model how changes in average order value or commission will impact your bottom line.

One connector, every AI

Douyin Live Commerce Math 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 Douyin Live Commerce Math 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

858ms average. Fast in production.

Douyin Live Commerce Math is checked daily against the live service.

Daily averagePeak 1007ms

Oct 3Today

Fastest day: 566ms
Slowest day: 1007ms
14-day trend: Stable-4%

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 Douyin Live Commerce Math, so you can see the experience inside your AI.

It does not authenticate your account with Douyin Live Commerce Math. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Douyin Live Commerce Math Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_zmlvqbSsXtu8I9TiSJnTFcYCMm06Q9qmW0j4BqlU/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 — Douyin Live Commerce Math capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "douyin-live-commerce-math-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_zmlvqbSsXtu8I9TiSJnTFcYCMm06Q9qmW0j4BqlU/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 Douyin Live Commerce Math in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Douyin Live Commerce Math owners hand off.

This MCP is built for professionals managing high-volume live commerce operations on Douyin and TikTok.

01
Live Stream Operators
They hand off raw stream data to the AI to get instant performance summaries.
02
E-commerce Analysts
They use the capability to model traffic requirements and conversion efficiency.
03
Brand Managers
They use the forecasting capabilities to set realistic revenue targets for upcoming campaigns.

FAQ

Questions Douyin Live Commerce Math owners ask.

01
What platforms does this MCP support?
This MCP is specifically designed for the economic funnels of Douyin and TikTok live commerce.
02
How do I use this with Claude or Cursor?
You connect your client to Vinkius once. After that, you can simply ask your AI agent to perform calculations using the capabilities provided in this MCP.
03
Can I use this to predict future revenue?
Yes. You can use the forecasting capability to determine the viewer count needed to reach specific GMV targets based on your current metrics.
04
Does this require manual data entry?
You provide the metrics (like CTR, conversion rate, or viewer count) to your AI agent, and the MCP performs the math for you.
05
Is the math accurate?
The MCP uses a deterministic mathematical engine, meaning it provides exact calculations rather than estimates.
06
How do I calculate my expected revenue?
You can use the calculate_stream_performance capability by providing your total viewers, watch time, click-through rate, conversion rate, and average order value.
07
Can I plan for a specific sales goal?
Yes, use forecast_required_traffic to input your target GMV and current conversion metrics to find the necessary viewer count.
08
What is the engagement score?
The engagement score is a percentage representing how much of the total stream duration viewers spent watching, calculated via calculate_stream_performance.

Explore

More in Finance

Connect Douyin Live Commerce Math 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

Analyze funnel efficiency

Calculate stream performance

Forecast required traffic

What teams actually run

Post-Stream Audits

Pre-Stream Planning

Conversion Optimization

Revenue Projections

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

Douyin Live Commerce Math Connector

Claude Desktop

Live Stream Operators

E-commerce Analysts

Brand Managers

What platforms does this MCP support?

How do I use this with Claude or Cursor?

Can I use this to predict future revenue?

Does this require manual data entry?

Is the math accurate?

How do I calculate my expected revenue?

Can I plan for a specific sales goal?

What is the engagement score?

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