
Connect Roommate Compatibility Score 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 clear answers on living arrangements and fair rent splits.
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.
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 Roommate Compatibility Score.
- 01
Get compatibility summary
Provides a high-level overview of the match status to help you make a quick decision.
- 02
Calculate compatibility score
Evaluates the total compatibility between two people by checking lifestyle preferences and deal breakers.
- 03
Calculate rent split
Determines a fair monthly rent distribution based on the physical dimensions of the bedrooms.
Real work
What teams actually run
Vetting Potential Roommates
Compare two people's lifestyle habits to see if they will actually get along.
Fair Rent Negotiation
Use bedroom square footage to decide how much each person should pay in a shared flat.
Conflict Prevention
Check for smoking or pet allergy mismatches before moving in together.
Quick Match Assessment
Get a summary of a match to decide if it is worth pursuing further.
One connector, every AI
Roommate Compatibility 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 Roommate Compatibility 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
841ms average. Fast in production.
Roommate Compatibility Score is checked daily against the live service.
- Fastest day
- 634ms
- Slowest day
- 1023ms
- 14-day trend
- Improving-11%
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 Roommate Compatibility Score, so you can see the experience inside your AI.
It does not authenticate your account with Roommate Compatibility Score. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Roommate Compatibility Score Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_czasIyBlqauvh86MaRxn1jYsvD0ymGGpyasxnqwn/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 — Roommate Compatibility Score capabilities are ready to use.
{
"mcpServers": {
"roommate-compatibility-score-mcp": {
"url": "https://edge.vinkius.com/vk_preview_czasIyBlqauvh86MaRxn1jYsvD0ymGGpyasxnqwn/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 Roommate Compatibility Score in Claude and other AIs
Who it's for
Built for the work Roommate Compatibility Score owners hand off.
This MCP is designed for young adults navigating the Singapore rental market.
- 01
Renters
Individuals looking for roommates to share HDB or condo spaces.
- 02
Roommate Seekers
People trying to vet potential housemates before signing a lease.
FAQ
Questions Roommate Compatibility Score owners ask.
- 01
How does the rent split work?
The capability calculates rent distribution based on the physical dimensions of the bedrooms in your HDB or condo.
- 02
What factors affect the compatibility score?
It evaluates lifestyle pillars like cleanliness, noise tolerance, guest policies, and cooking frequency.
- 03
Can it detect deal breakers?
Yes, it identifies critical issues like smoking habits or pet allergies.
- 04
Which AI clients can use this MCP?
You can use this with any MCP-compatible client like Claude, Cursor, Windsurf, or VS Code.
- 05
Is this specifically for Singapore?
Yes, the logic is designed for living arrangements in Singapore, including HDB and condo settings.
- 06
How is the compatibility score calculated?
The score is calculated by matching four lifestyle pillars: cleanliness, noise, guests, and cooking. Each match adds 25 points. If deal breakers like smoking or pet allergies are detected, the score is reduced by 100.
- 07
How does the rent split capability work?
The calculate_rent_split capability distributes the total rent proportionally based on the square meterage of each individual's room.
- 08
What are deal breakers?
Deal breakers are non-negotiable conflicts, such as one person smoking while the other does not, or pet-related allergies, which significantly impact the compatibility score.
Explore
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Connect Roommate Compatibility Score to Claude, Cursor, ChatGPT & more
