
Connect Wechat Article Viral Score Calculator to your AI
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. Predict how well your WeChat content will spread.
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.

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.
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.
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 · 4 capabilities
We ship only the actions that matter.
01-04
4 capabilities in this set.
Part of 4 available through WeChat Viral Score.
- 01
Calculate total viral score
This capability provides the final, single metric that represents the total viral potential of your article.
- 02
Get keyword match score
Use this to see how well your article content aligns with current trending topics.
- 03
Get posting time score
This capability predicts how much the specific time you release your article will impact its initial reach.
- 04
Get readability score
This capability evaluates the structural quality of your article to determine how easily it can be consumed.
Real work
What teams actually run
Draft Validation
Run a finished draft through the MCP to see if the readability score meets your standards.
Trend Checking
Verify if your planned topic has enough keyword match to actually trend.
Scheduling Decisions
Determine if a midday post or an evening post will yield a higher score.
Content Optimization
Adjust the number of images or paragraphs in a draft to improve the total score.
One connector, every AI
WeChat Viral Score 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.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put WeChat Viral Score 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
867ms average. Fast in production.
WeChat Viral Score is checked daily against the live service.
- Fastest day
- 655ms
- Slowest day
- 1154ms
- 14-day trend
- Improving-5%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 4 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 Viral Score, so you can see the experience inside your AI.
It does not authenticate your account with WeChat Viral Score. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
WeChat Viral Score Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_AOj75BgwCfTU0GwxJ9U2RUJmt7b146P246g7bG3p/mcpClaude 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 Viral Score capabilities are ready to use.
{
"mcpServers": {
"wechat-article-viral-score-calculator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_AOj75BgwCfTU0GwxJ9U2RUJmt7b146P246g7bG3p/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 Viral Score in Claude and other AIs
Who it's for
Built for the work WeChat Viral Score owners hand off.
This MCP is built for creators and marketing teams managing WeChat Official Accounts who need to validate content strategy.
- 01
Content Creators
They hand off drafts to the AI to check if the structure is ready for WeChat readers.
- 02
Social Media Managers
They use the capability to time their posts and align with trending topics.
- 03
Digital Strategists
They use the final viral score to decide which articles to prioritize for production.
FAQ
Questions WeChat Viral Score owners ask.
- 01
What AI clients can I use with this MCP?
You can use any MCP-compatible client, including Claude, Cursor, Windsurf, and VS Code.
- 02
How is the viral score calculated?
The score is a combination of readability, keyword match, and posting time metrics.
- 03
Do I need to host the MCP myself?
No, Vinkius hosts and manages the MCP for you. You just connect and use it.
- 04
Can this predict if an article will go viral?
It provides a deterministic estimate of viral potential based on specific structural and topical metrics.
- 05
What metrics affect the readability score?
The score is determined by elements like paragraph density and the number of images used.
- 06
How is the readability score calculated?
The get_readability_score capability starts with a baseline of 100, subtracts 2 points for every paragraph, and adds 5 points for every image, capped at 100.
- 07
What is the best time to post for a higher score?
Using get_posting_time_score, you can see that publishing between 18:00 and 20:00 yields the highest score (100), followed by the lunch window (12:00-13:00) which yields 80.
- 08
Can I use this with Claude Desktop?
Yes, this MCP server can be connected to Claude Desktop, Cursor, VS Code, Windsurf, and any other MCP-compatible client via Vinkius Edge.
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Connect WeChat Viral Score to Claude, Cursor, ChatGPT & more
