
Connect Social Media Engagement 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. Get precise engagement metrics and industry benchmarks instantly.
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 · 3 capabilities
We ship only the actions that matter.
01-03
3 capabilities in this set.
Part of 3 available through Social Media Engagement Calculator.
- 01
Compute instagram engagement
Calculates the engagement rate for Instagram posts using likes, comments, and saves relative to impressions.
- 02
Compute linkedin engagement
Determines LinkedIn engagement rates based on likes, comments, and shares.
- 03
Retrieve benchmark standard
Fetches the target engagement rate for specific account tiers like Nano, Micro, Macro, or Mega.
Real work
What teams actually run
Client Reporting
Feed post metrics to your agent to get a clean engagement percentage for monthly reports.
Account Audits
Compare current engagement rates against Nano or Micro benchmarks to see if growth is on track.
Platform Comparison
Use the different capabilities to see if your content performs better on LinkedIn than on Instagram.
Content Optimization
Check how specific engagement drivers like saves affect your Instagram rate.
Automate a task
Put Social Media Engagement Calculator to work on one thing.
Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.
One connector, every AI
Social Media Engagement Calculator 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 Social Media Engagement Calculator 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
646ms average. Fast in production.
Social Media Engagement Calculator is checked daily against the live service.
- Fastest day
- 540ms
- Slowest day
- 799ms
- 14-day trend
- Stable+3%
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 Social Media Engagement Calculator, so you can see the experience inside your AI.
It does not authenticate your account with Social Media Engagement Calculator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Social Media Engagement Calculator Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_NdxECRbvZoVAGqCMOBt6XWPv7UUsubtMWrPr7Kdo/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 — Social Media Engagement Calculator capabilities are ready to use.
{
"mcpServers": {
"social-media-engagement-calculator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_NdxECRbvZoVAGqCMOBt6XWPv7UUsubtMWrPr7Kdo/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 Social Media Engagement Calculator in Claude and other AIs
Who it's for
Built for the work Social Media Engagement Calculator owners hand off.
Social media managers and digital marketers use this to automate their reporting and performance audits.
- 01
Social Media Manager
Hands off raw post data to the agent to generate performance reports.
- 02
Digital Marketing Agency
Uses the MCP to quickly verify if client accounts are meeting industry benchmarks.
- 03
Content Strategist
Asks the agent to compare different post types against account tier standards.
FAQ
Questions Social Media Engagement Calculator owners ask.
- 01
How do I calculate Instagram engagement?
You provide the likes, comments, saves, and impressions to your agent, which then uses the compute_instagram_engagement capability.
- 02
Can I compare my results to industry standards?
Yes, you can use the retrieve_benchmark_standard capability to get target rates for Nano, Micro, Macro, or Mega accounts.
- 03
Does this work for LinkedIn?
Yes, there is a specific capability for LinkedIn that uses likes, comments, and shares to find your engagement rate.
- 04
What account tiers are supported for benchmarks?
The MCP supports benchmarks for Nano, Micro, Macro, and Mega account tiers.
- 05
Do I need to host this myself?
No, Vinkius hosts the MCP and manages everything so you can use it with one click.
- 06
How is Instagram engagement calculated?
The compute_instagram_lag capability calculates the rate by summing likes, comments, and saves, then dividing that sum by the total number of impressions.
- 07
What is a benchmark standard?
A benchmark standard is a target engagement rate based on your account size. You can use retrieve_benchmark_standard to find the appropriate target for Nano, Micro, Macro, or Mega tiers.
- 08
Does this capability support LinkedIn?
Yes, the compute_linkedin_engagement capability calculates engagement rates for LinkedIn using likes, comments, and shares relative to impressions.
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Connect Social Media Engagement Calculator to Claude, Cursor, ChatGPT & more
