
Connect Brunch Cost Instagram Roi 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. Turn your dining expenses into measurable social media data.
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 Brunch ROI Service.
- 01
Get location vibe
This capability identifies the general atmosphere or crowd density of a specific café location.
- 02
Calculate brunch metrics
This capability provides a full economic breakdown of a brunch visit, including photo efficiency and social ROI.
- 03
Compare venue efficiency
This capability lets you compare the content value and efficiency of two different brunch experiences.
Real work
What teams actually run
Content Budgeting
Calculate how much a specific brunch will cost you in terms of both money and time.
Location Scouting
Check the vibe of a new district before you head out to shoot content.
Efficiency Audits
Compare two different cafés to see which one provides better social ROI for your spend.
Engagement Forecasting
Estimate your social return based on photo quality and expected likes.
One connector, every AI
Brunch ROI Service 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 Brunch ROI Service 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
818ms average. Fast in production.
Brunch ROI Service is checked daily against the live service.
- Fastest day
- 668ms
- Slowest day
- 1047ms
- 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 Brunch ROI Service, so you can see the experience inside your AI.
It does not authenticate your account with Brunch ROI Service. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Brunch ROI Service Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_vSot1xmb1PGy2SzmtkIuFbMMCs84RKkbmPYN8o5q/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 — Brunch ROI Service capabilities are ready to use.
{
"mcpServers": {
"brunch-cost-instagram-roi-calculator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_vSot1xmb1PGy2SzmtkIuFbMMCs84RKkbmPYN8o5q/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 Brunch ROI Service in Claude and other AIs
Who it's for
Built for the work Brunch ROI Service owners hand off.
This MCP is built for creators who treat their social media presence as a business. It helps you move from casual dining to data-driven content planning.
- 01
Content Creators
They use the data to decide which cafés offer the best photo-to-cost ratio.
- 02
Social Media Strategists
They use the ROI metrics to plan high-efficiency content shoots.
- 03
Lifestyle Influencers
They use the capability to track the economic efficiency of their daily content production.
FAQ
Questions Brunch ROI Service owners ask.
- 01
How do I calculate my Instagram ROI for a meal?
You can use the calculate_brunch_metrics capability by providing your total spend, wait time, photo worthiness, and expected likes to your AI client.
- 02
Can I use this to compare two different cafés?
Yes, the compare_venue_efficiency capability allows you to compare the efficiency of two different brunch experiences.
- 03
What kind of data does the ROI calculation use?
The calculation uses your brunch expenditure, the time you spent waiting, and your expected engagement levels.
- 04
Does this MCP work with Claude or Cursor?
Yes, this MCP works with any MCP-compatible client including Claude, Cursor, and Windsurf.
- 05
Can I find out the vibe of a specific area?
Yes, the get_location_vibe capability provides information on the atmosphere and density of specific café locations.
- 06
How is the Instagram ROI calculated?
The ROI is calculated by multiplying your expected likes by a social value of 0.5 SGD and dividing that by your total cost (brunch cost plus time cost).
- 07
What is included in the total cost?
The total cost includes the direct price of the brunch and the opportunity cost of your time spent waiting and eating.
- 08
Can I compare two different cafés?
Yes, you can use the compare_venue_efficiency capability to see which venue provides a higher Instagram ROI.
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Connect Brunch ROI Service to Claude, Cursor, ChatGPT & more
