
Connect Instagram Engagement Predictor 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 precise engagement forecasts for the Singapore market.
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 Instagram Engagement Predictor.
- 01
Calculate engagement metrics
This capability generates a full suite of engagement predictions based on the specific characteristics of your post.
- 02
Get content multiplier info
Use this to see how different Instagram formats like reels or carousels impact your predicted reach.
- 03
Get engagement tier info
This capability provides the base engagement rates assigned to different follower count tiers.
Real work
What teams actually run
Campaign Pre-flight
Run predictions on a planned reel to see if it meets your engagement targets before posting.
Influencer Vetting
Check if an influencer's follower tier and typical engagement align with your goals.
Content Strategy
Compare the predicted impact of carousels versus reels to optimize your posting schedule.
Budget Allocation
Use engagement forecasts to decide which creators to partner with for maximum reach.
One connector, every AI
Instagram Engagement Predictor 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 Instagram Engagement Predictor 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
850ms average. Fast in production.
Instagram Engagement Predictor is checked daily against the live service.
- Fastest day
- 661ms
- Slowest day
- 977ms
- 14-day trend
- Improving-17%
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 Instagram Engagement Predictor, so you can see the experience inside your AI.
It does not authenticate your account with Instagram Engagement Predictor. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Instagram Engagement Predictor Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_yP74K7cpYvqrVO9pqHc3o8eKZGzJ5rPj6eEZNrXX/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 — Instagram Engagement Predictor capabilities are ready to use.
{
"mcpServers": {
"instagram-engagement-predictor-mcp": {
"url": "https://edge.vinkius.com/vk_preview_yP74K7cpYvqrVO9pqHc3o8eKZGzJ5rPj6eEZNrXX/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 Instagram Engagement Predictor in Claude and other AIs
Who it's for
Built for the work Instagram Engagement Predictor owners hand off.
This MCP is built for professionals managing social media presence or advertising spend in Singapore.
- 01
Social Media Managers
They hand off post-planning tasks to the AI to validate content ideas.
- 02
Digital Marketers
They use the predictions to forecast campaign performance for clients.
- 03
Content Creators
They check which formats will likely yield the best engagement for their specific follower size.
FAQ
Questions Instagram Engagement Predictor owners ask.
- 01
What market does this MCP focus on?
This MCP is specifically designed for the young adult demographic in Singapore.
- 02
How does content format affect the predictions?
Different formats like reels or carousels use specific multipliers to adjust the base engagement rate.
- 03
Can I use this with Claude?
Yes, you can use this with any MCP-compatible client including Claude, Cursor, and Windsurf.
- 04
Does it predict likes?
Yes, the capability calculates both the engagement rate and the estimated number of likes.
- 05
How are base rates determined?
The MCP uses engagement tier info to assign base rates based on the account's follower count.
- 06
How does the predictor determine the engagement rate?
The predictor uses fixed Singaporean benchmarks for follower tiers and applies multipliers for content types (like reels) and bonuses for optimal posting times and caption lengths.
- 07
Which content types are supported?
The capability supports reels, carousels, photos, and stories.
- 08
Can I use this for accounts with fewer than 1,000 followers?
No, the capability requires a minimum follower count of 1,000 to provide accurate tier-based predictions.
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Connect Instagram Engagement Predictor to Claude, Cursor, ChatGPT & more
