
Connect Attendance Percentage Engine 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 instant, accurate attendance rates and status summaries.
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 · 4 capabilities
We ship only the actions that matter.
01-04
4 capabilities in this set.
Part of 4 available through Attendance Percentage Engine.
- 01
Get attendance percentage
This capability calculates the exact percentage of sessions a user has attended.
- 02
Get attendance summary
This capability provides a high-level overview of attendance status, including status labels.
- 03
Get attendance threshold status
This capability determines if a user has successfully met a specific attendance requirement.
- 04
Validate attendance inputs
This capability checks if the attendance numbers you provide are logically sound.
Real work
What teams actually run
Student Participation Tracking
An instructor gives the AI session counts to get an immediate percentage for a student.
Compliance Verification
A manager checks if an employee has met a 75% attendance requirement for a certification.
Event Management
A coordinator uses the summary capability to see a high-level overview of attendee participation.
Data Integrity Checks
The AI uses the validation capability to ensure attendance numbers aren't logically impossible.
One connector, every AI
Attendance Percentage Engine 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 Attendance Percentage Engine 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
897ms average. Fast in production.
Attendance Percentage Engine is checked daily against the live service.
- Fastest day
- 885ms
- Slowest day
- 1074ms
- 14-day trend
- Slowing+21%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 4 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 Attendance Percentage Engine, so you can see the experience inside your AI.
It does not authenticate your account with Attendance Percentage Engine. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Attendance Percentage Engine Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_RVNrlK6MHqTQnbc5TXL6po81ALxBkHzNGNULJqSr/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 — Attendance Percentage Engine capabilities are ready to use.
{
"mcpServers": {
"attendance-percentage-engine-mcp": {
"url": "https://edge.vinkius.com/vk_preview_RVNrlK6MHqTQnbc5TXL6po81ALxBkHzNGNULJqSr/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 Attendance Percentage Engine in Claude and other AIs
Who it's for
Built for the work Attendance Percentage Engine owners hand off.
This MCP is built for anyone managing attendance-based requirements or reporting.
- 01
Educators
Hand off session counts to the AI to track student participation.
- 02
Program Coordinators
Use the AI to verify if participants meet mandatory attendance thresholds.
- 03
HR Administrators
Let the agent process attendance data for employee training or compliance.
FAQ
Questions Attendance Percentage Engine owners ask.
- 01
How do I use this MCP with Claude?
You connect to the MCP through the Vinkius platform, which then makes the capabilities available to your Claude client.
- 02
Can this MCP check if I met a specific requirement?
Yes, the get_attendance_threshold_status capability specifically determines if a user has met a set requirement.
- 03
Does it validate the numbers I provide?
Yes, the validate_attendance_inputs capability checks that your attendance numbers are logically sound.
- 04
What kind of summaries can it provide?
The get_attendance_summary capability provides a high-level overview of attendance status and labels.
- 05
Do I need to host the MCP myself?
No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately after connection.
- 06
How do I calculate the attendance rate?
You can use the get_attendance_percentage capability by providing the number of attended sessions and the total sessions scheduled.
- 07
Can I check if a student passed an attendance requirement?
Yes, use the get_attendance_threshold_status capability to compare the current attendance against a target percentage.
- 08
What happens if I provide invalid session numbers?
The validate_attendance_inputs capability will identify logical errors, such as attended sessions exceeding total sessions.
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Connect Attendance Percentage Engine to Claude, Cursor, ChatGPT & more
