# Measure Founder Satisfaction in Accelerator Programs. AI Agent Connect

> Accelerator Program Satisfaction Engine analyzes founder satisfaction using survey data. It calculates aggregate scores, computes Net Promoter Scores (NPS), and pinpoints specific curriculum areas needing improvement. Program managers use this MCP to get deep insights into cohort performance and adjust their curriculum based on real data.

## Overview
- **Category:** education
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_HDGanGhpLna5KSfUVZZwmCUcPl60dWiQIZ5UgfKP/ai-agent-connect
- **Tags:** satisfaction, nps, accelerator, metrics, feedback

## Description

Program managers need to know if their accelerator is actually working. This MCP analyzes raw survey data to give you a clear picture of founder happiness. It goes beyond simple averages, calculating both overall satisfaction and the Net Promoter Score. You can use the tools to pinpoint exactly which modules, like fundraising or mentorship, are dragging down the score. This means you don't just guess where to improve; you get data that tells you exactly where to focus your efforts. You'll get actionable metrics that let you adjust the curriculum and boost founder retention.

## Tools

### calculate_overall_satisfaction
Determines the aggregate satisfaction level of the program

### compute_nps
Calculates the Net Promoter Score to gauge program loyalty

### identify_improvement_areas
Pinpoints specific curriculum or operational modules that are underperforming

## Prompt Examples

**Prompt:** 
```
Calculate the overall satisfaction for the current survey data.
```

**Response:** 
```
The overall satisfaction score is 85/100, with an average module rating of 8.2.
```

**Prompt:** 
```
What is the NPS score for these responses: [9, 10, 5, 8, 10, 2, 7]?
```

**Response:** 
```
The Net Promoter Score is 28.6, with 3 Promoters, 1 Passive, and 2 Detractors.
```

**Prompt:** 
```
Which modules need improvement if the threshold is 7.0? Ratings: {"mentorship": 8.5, "fundraising": 6.0, "product_dev": 7.5}
```

**Response:** 
```
The module requiring improvement is `fundraising` with a rating of 6.0.
```

## Capabilities

### Calculate overall satisfaction
Use this when you need a single score representing the program's general success.

### Gauge program loyalty
Run this when you need to measure how likely founders are to recommend the program.

### Pinpoint weak modules
Call this when you need to know which specific parts of the curriculum need revision.

## Use Cases

### End-of-Cycle Review
After a cohort finishes, run the MCP to get a final satisfaction score and identify the top three areas for next year's curriculum.

### Mid-Program Adjustment
If early feedback shows low engagement, use the MCP to pinpoint which specific module needs immediate revision or replacement.

### Stakeholder Reporting
Generate a formal report showing the NPS and overall satisfaction score to prove the program's value to investors.

### Benchmarking Cohorts
Compare the satisfaction metrics of the current cohort against previous years to measure program growth.

## Benefits

- Get a single, aggregate score of founder happiness instead of relying on gut feeling.
- Calculate NPS to measure the likelihood that founders will recommend the program.
- Identify specific modules that are underperforming, allowing for targeted content revision.
- Move beyond general feedback to data that points to exact areas of weakness.

## How It Works

You connect your AI client to this MCP in Vinkius. You feed the tool the raw survey data, and the MCP returns calculated scores and specific improvement recommendations.

1. Connect your preferred AI client (Claude, Cursor, Windsurf, VS Code) to the Vinkius catalog.
2. Provide the MCP with the raw founder survey data.
3. Ask your agent to run the necessary calculations (NPS, overall score).
4. Receive a clear, data-backed report showing both the score and the specific modules needing work.

## Frequently Asked Questions

**What is the difference between overall satisfaction and NPS?**
Overall satisfaction gives you a single score of general happiness. NPS, however, measures loyalty by classifying founders into Promoters, Passives, and Detractors, giving a deeper view of advocacy.

**Does this MCP tell me *why* founders are unhappy?**
It pinpoints *which* modules are underperforming, like 'fundraising' or 'mentorship.' While it doesn't provide qualitative reasons, it directs your attention to the exact areas that need review.

**What kind of data does the MCP need?**
It requires raw survey data from your program's participants. This includes individual ratings and responses that the tools can process.

**Can I use this for non-accelerator programs?**
The tools are designed for measuring program satisfaction. You can adapt them to measure any structured educational program that uses survey feedback.

**Is this MCP secure?**
Vinkius hosts and manages this MCP, handling credentials securely so you don't have to worry about maintaining the connection or infrastructure.