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Connect LinkedIn Engagement Scorer 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 data-backed scores for your LinkedIn content strategy.

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.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

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.

A futuristic MCP client docking bay
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 · 2 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-02

2 capabilities in this set.

Part of 2 available through LinkedIn Engagement Scorer.

  1. 01

    Evaluate linkedin engagement

    This capability calculates the overall engagement potential of a specific LinkedIn post.

  2. 02

    Evaluate scroll stopper

    This capability checks if your text has enough stopping power to catch a user's attention in a feed.

Real work

What teams actually run

01

Draft Validation

Run a new post through the MCP to see if it hits the necessary engagement thresholds.

02

Content Auditing

Analyze previous posts to understand why certain content performed better than others.

03

A/B Testing Prep

Compare two different versions of a hook to see which one has higher stopping power.

04

Style Consistency

Ensure all team members are producing content with similar rhythm and punctuation patterns.

One connector, every AI

LinkedIn Engagement Scorer 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.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

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

You don't need a client to put LinkedIn Engagement Scorer 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

714ms average. Fast in production.

LinkedIn Engagement Scorer is checked daily against the live service.

Daily averagePeak 1076ms
Oct 3Today
Fastest day
523ms
Slowest day
1076ms
14-day trend
Improving-25%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 2 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 LinkedIn Engagement Scorer, so you can see the experience inside your AI.

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

LinkedIn Engagement Scorer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_cdu9yZHD6j0Jyex03Ry4MCucBUY8PmtRHZl103y4/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — LinkedIn Engagement Scorer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "linkedin-engagement-scorer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_cdu9yZHD6j0Jyex03Ry4MCucBUY8PmtRHZl103y4/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 LinkedIn Engagement Scorer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work LinkedIn Engagement Scorer owners hand off.

This MCP is built for professionals who need to validate social media copy before publishing.

  • 01

    Content Strategists

    They hand off draft copy to the AI to verify it meets engagement benchmarks.

  • 02

    Social Media Managers

    They use the capability to audit large batches of scheduled posts for quality control.

  • 03

    Digital Marketers

    They leverage the scoring to optimize CTA effectiveness across different campaigns.

FAQ

Questions LinkedIn Engagement Scorer owners ask.

  • 01

    What AI clients can I use with this MCP?

    You can use this MCP with any compatible client like Claude, Cursor, Windsurf, or VS Code.

  • 02

    Do I need to host the MCP myself?

    No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately.

  • 03

    How does the engagement score work?

    The score is based on a deterministic engine that analyzes CTA markers, punctuation, and sentence rhythm.

  • 04

    Can I use this for platforms other than LinkedIn?

    The capabilities are specifically optimized for LinkedIn post structures and engagement triggers.

  • 05

    Is there a way to automate this?

    Since it is an MCP, your agent can call these capabilities repeatedly as part of a larger automated workflow in your AI client.

  • 06

    How does the engagement scoring work?

    The evaluate_linkedin_engagement capability analyzes your text for specific Call-to-Action (CTA) markers and evaluates punctuation diversity to predict how well a post will drive interaction.

  • 07

    Can I use this with Claude Desktop?

    Yes, you can connect this MCP server to Claude Desktop, Cursor, VS Code, or Windsurf using your personal Connection Token from the Vinkius dashboard via V1nkius Edge.

  • 08

    Does it require an API key for LinkedIn?

    No, this capability analyzes the text content you provide directly; no LinkedIn API credentials are required.

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