# Prompt Distillation Calculator AI Agent Connect

> Calculate efficiency, quality, and cost of prompt distillation.

## Overview
- **Category:** prompt-engineering
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_ZfkvEwn4u5EIiFT8221TEzl76VWLpFpimWiEoXZU/ai-agent-connect
- **Tags:** tokens, distillation, efficiency, prompt-optimization, llm-metrics

## Description

This MCP server provides deterministic tools to measure the impact of reducing prompt length. Use `calculate_distillation_metrics` to evaluate single-pass compression, `perform_iterative_distillation` for multi-pass optimization, and `analyze_prompt_quality` to assess semantic strength and clarity. It calculates critical metrics like compression ratio, information retention, and quality per token.

## Tools

### analyze_prompt_quality
Evaluates the semantic strength and clarity of a prompt without performing distillation

### calculate_distillation_metrics
Performs a single-pass distillation calculation and evaluates the resulting metrics

### perform_iterative_distillation
Executes multiple rounds of distillation to reach a specific target threshold

## Prompt Examples

**Prompt:** 
```
Calculate the metrics for this prompt using abstraction: 'The user wants to know the weather in London today.' target 5 tokens.
```

**Response:** 
```
The weather in London today is sunny and 22°C.
```

**Prompt:** 
```
Analyze the quality of: 'Tell me stuff about cats.'
```

**Response:** 
```
The prompt has low clarity and high ambiguity due to the vague term 'stuff'.
```

**Prompt:** 
```
Perform iterative distillation on: 'Please provide a detailed summary of the history of Rome.' target 10 tokens.
```

**Response:** 
```
Rome was founded in 753 BC and grew from a small settlement into a massive empire.
```

## Frequently Asked Questions

**What is prompt distillation?**
It is the process of reducing token counts to minimize latency and cost while preserving the original intent and instructions.

**How do I use the `analyze_prompt_quality` tool?**
Provide the text you want to evaluate to `analyze_prompt_quality` to receive a report on key points, ambiguity, and readability.

**Can I perform multiple distillation passes?**
Yes, use `perform_iterative_distillation` to run successive rounds of distillation until your target token count is reached.