# Carpool Seat Rotation AI Agent Connect

> Carpool Seat Rotation MCP handles the math behind rider assignments and vehicle scheduling. It manages seat capacity, checks rider availability, and uses rotation history to make sure seat distribution stays fair for everyone involved.

## Overview
- **Category:** transportation
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_40c9dBikbnFrgMU1RtfA6OtWQXWOKIbl4iJxUfQc/ai-agent-connect
- **Tags:** carpool, scheduling, logistics, optimization, transport

## Description

Managing a carpool shouldn't feel like a full-time logistics job. This MCP takes the guesswork out of assigning riders to vehicles and specific driving days. Instead of manually checking who can ride when, you let your AI client handle the heavy lifting. It looks at your vehicle limits to prevent overcrowding and checks passenger constraints so no one gets stuck without a ride. Most importantly, it uses a rotation system to ensure the same people aren't always driving or riding. It tracks previous assignments to give riders a fairness score, making sure the schedule stays equitable over time. You can use it to build complete daily schedules or just check if a specific person can fit into a ride on a given date.

## Tools

### calculate_daily_assignments
This tool builds the full schedule of riders, vehicles, and drivers for a specific time period.

### get_fairness_score
This tool calculates a priority score for a rider based on how many times they have been assigned seats previously.

### get_rider_availability
This tool checks if a specific rider is able to be accommodated on a certain date.

### validate_vehicle_capacity
This tool confirms whether adding a rider to a specific vehicle on a specific day stays within the seat limit.

## Prompt Examples

**Prompt:** 
```
Generate a daily assignment schedule for these riders, vehicles, and drivers.
```

**Response:** 
```
The schedule for July 10th includes 3 vehicles with 12 riders assigned and 2 unassigned riders due to capacity limits.
```

**Prompt:** 
```
Is rider R-123 available to travel on 2024-08-15?
```

**Response:** 
```
No, rider R-123 is not available on 2024-08-15 based on their specified availability constraints.
```

**Prompt:** 
```
What is the priority score for rider R-456?
```

**Response:** 
```
The priority score for rider R-456 is 5, indicating they have been assigned seats 5 times previously.
```

## Capabilities

### Automated Scheduling
Your agent uses this to build complete rider and driver rosters for any given period.

### Capacity Monitoring
The AI checks vehicle limits to ensure no car is ever overbooked.

### Fairness Tracking
Your agent calculates priority scores to distribute rides evenly among all passengers.

### Availability Verification
The AI cross-references rider constraints to confirm they can actually make a scheduled trip.

## Use Cases

### Employee Commuting
Organize daily carpools for staff members while ensuring everyone gets a turn riding.

### School Transport
Manage student ride-sharing schedules while respecting parent-provided availability.

### Event Logistics
Coordinate shuttle rotations for large events based on vehicle seat limits.

### Non-Profit Transport
Schedule volunteer drivers and passengers using fairness scores to manage limited resources.

## Benefits

- Eliminates manual scheduling errors by automating rider and vehicle matching.
- Prevents vehicle overcrowding through real-time capacity validation.
- Ensures equitable ride distribution using historical assignment data.
- Reduces planning time by generating full schedules in seconds.

## How It Works

Setting up your automated carpool logic is a direct process through your preferred AI client.

1. Connect your AI client to the Vinkius hosted MCP.
2. Provide your rider, vehicle, and driver data to your agent.
3. Ask the agent to calculate assignments or check specific constraints.
4. Review the generated schedules or fairness scores produced by the tools.

## Frequently Asked Questions

**How does the MCP ensure the carpool is fair?**
The MCP uses a fairness score based on previous assignments. It prioritizes riders who have been assigned fewer seats in the past to ensure everyone gets a turn.

**Can I use this with Claude or Cursor?**
Yes, you can connect this MCP to any compatible client like Claude, Cursor, Windsurf, or VS Code.

**How does it prevent vehicles from being overfilled?**
The validate_vehicle_capacity tool checks every assignment against the specific seat limits of each vehicle.

**Do I need to host the MCP myself?**
No, Vinkius hosts and manages the MCP for you. You just connect your client and start using the tools.

**Can the AI check if a specific person can ride on a Tuesday?**
Yes, you can use the get_rider_availability tool to check if a rider can be accommodated on a specific date.

**How does the system ensure fairness among riders?**
The system uses `get_fairness_score` to calculate a priority score. Riders with lower historical assignment counts are prioritized for available seats to ensure equitable rotation.

**Can I check if a vehicle has enough space for a new rider?**
Yes, you can use the `validate_vehicle_capacity` tool to check the remaining seats in a specific vehicle against its maximum capacity.

**How are daily schedules generated?**
You can generate a complete schedule of riders, vehicles, and drivers by calling `calculate_daily_assignments` with the necessary rider, vehicle, and driver data.