# Template Reuse Calculator AI Agent Connect

> Quantify token savings by measuring prompt alignment with base templates.

## Overview
- **Category:** prompt-engineering
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_Rovhy33SvvPQhaABtGk3VEcFtDAbr3YWlNm6KvAB/ai-agent-connect
- **Tags:** tokens, templates, efficiency, similarity, optimization

## Description

This MCP server provides deterministic tools to measure how closely a set of prompts matches a predefined structural skeleton. By using `calculate_reuse_metrics`, you can determine the exact number of tokens saved when reusing a template. You can also use `get_similarity_report` to inspect individual match ratios or `validate_template_structure` to ensure a template is suitable for optimization.

## Tools

### calculate_reuse_metrics


### get_similarity_report


### validate_template_structure


## Prompt Examples

**Prompt:** 
```
Calculate the reuse metrics for these prompts: ['Hello world', 'Hello world!'] with base template 'Hello world'
```

**Response:** 
```
baseTemplateTokens: 11, reusablePromptsCount: 1, tokensSavedPerReuse: 2.75, totalTokensSaved: 2.75, reuseRate: 0.5
```

**Prompt:** 
```
Is this template valid for optimization? 'Hi'
```

**Response:** 
```
isValid: false, reason: Template is too short
```

**Prompt:** 
```
Get a similarity report for ['Test prompt'] against 'Test template'
```

**Response:** 
```
matchRatios: [0.428], isReusable: [false]
```

## Frequently Asked Questions

**How is similarity calculated?**
Similarity is determined by counting characters that are identical at the exact same index between the prompt and the base template.

**What defines a reusable prompt?**
A prompt is considered reusable if its match ratio is strictly greater than 0.8.

**How can I connect this to my AI client?**
You can connect this server to Cursor, VS Code, Claude Desktop, and Windsurf using your personal Connection Token via Vinkius Edge.