# Builder Team Velocity Metrics AI Agent Connect

> Analyzes software team productivity using velocity, quality, and delivery speed metrics.

## Overview
- **Category:** productivity
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_7ENzHyLFYsVpo3ENm7VKr7eKOmP2d6p8gPcr9Gv0/ai-agent-connect
- **Tags:** velocity, metrics, software-engineering, team-productivity, agile

## Description

This MCP server provides a specialized analytics engine to evaluate software builder team productivity. It synthesizes sprint velocity, team capacity, cycle time, and defect rates into actionable insights. Use `get_velocity_per_member` to determine individual throughput, `calculate_efficiency_score` to balance output against quality, `evaluate_delivery_speed` to analyze pipeline flow, and `identify_improvement_areas` to pinpoint specific bottlenecks like Quality, Flow, or Capacity Utilization.

## Tools

### calculate_efficiency_score
Provides a single holistic metric of team performance by balancing output and quality

### evaluate_delivery_speed
Analyzes how quickly the team moves work through the pipeline

### get_velocity_per_member
Determines the individual throughput capacity of a team

### identify_improvement_areas
Pinpoints specific bottlenecks within the team's workflow

## Prompt Examples

**Prompt:** 
```
What is the individual throughput for a team of 5 members that completed 40 story points?
```

**Response:** 
```
The velocity per member is 8 story points.
```

**Prompt:** 
```
Our team has a 15% defect rate, 50 velocity, 1.2 maturity, and 1.0 complexity. What is our efficiency?
```

**Response:** 
```
Your efficiency score is 0.85, which is rated as Optimal.
```

**Prompt:** 
```
The team has a cycle time of 10 days and a complexity factor of 1.5. How is our delivery speed?
```

**Response:** 
```
The delivery rhythm is currently Fluid.
```

## Frequently Asked Questions

**How does this tool calculate team efficiency?**
The `calculate_efficiency_score` tool calculates a normalized value by balancing sprint velocity against the defect rate, while adjusting for team maturity and task complexity.

**Can I identify specific workflow bottlenecks?**
Yes, by using `identify_improvement_areas`, the system can detect if the primary bottleneck is Quality, Flow, or Capacity Utilization.

**What metrics are required for velocity analysis?**
To calculate individual throughput, you need to provide the total sprint velocity and the total number of active team members to the `get_velocity_per_member` tool.