# AI Research Productivity Analyzer AI Agent Connect

> Calculate key performance indicators for AI research teams, including citation impact and R&D efficiency.

## Overview
- **Category:** productivity
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_Jq3Dgq3N6e2mS10WygM9YwMXQq2seoLchcKqifmp/ai-agent-connect
- **Tags:** ai-research, metrics, rd-efficiency, citation-impact, talent-roi

## Description

This MCP server provides a suite of analytical tools to evaluate the performance of AI research organizations. By analyzing publication volume, citation impact, and R&D expenditure, it helps determine the scientific and economic value of research efforts. Use `get_productivity_metrics` to assess output density, `get_impact_metrics` to measure scientific influence, `get_efficiency_metrics` to analyze budget performance, and `get_talent_roi` to calculate the return on human capital across industry, academic, or hybrid sectors.

## Tools

### get_productivity_metrics
Evaluates the core output volume of a research team

### get_talent_roi
Calculates the return on investment for human capital

### get_efficiency_metrics
Analyzes the economic performance of the R&D budget

### get_impact_metrics
Measures the scientific influence and technological reach of the team

## Prompt Examples

**Prompt:** 
```
Calculate the productivity metrics for a team of 10 researchers who published 50 papers.
```

**Response:** 
```
The team has a productivity of 5.0 papers per researcher with a High output volume.
```

**Prompt:** 
```
What is the citation impact for 20 papers with 400 citations?
```

**Response:** 
```
The citation impact is 20.0 citations per paper.
```

**Prompt:** 
```
Analyze the R&D efficiency for a $1,000,000 spend with 10 papers and 5 model releases.
```

**Response:** 
```
The R&D efficiency is 0.000015 outputs per dollar, with a cost per output of $66,666.67.
```

## Frequently Asked Questions

**How does the tool calculate R&D efficiency?**
The `get_efficiency_metrics` tool calculates efficiency by comparing the total number of scientific outputs (papers and model releases) against the total R&D spend.

**Can I benchmark against different sectors?**
Yes, the `get_talent_roi` tool allows you to specify the benchmarking context as industry, academic, or hybrid to get a relevant ROI score.

**What metrics are included in the productivity analysis?**
The `get_productivity_metrics` tool provides the papers per researcher and a qualitative descriptor of the overall output volume.