# Truncation Detection Calculator AI Agent Connect

> A deterministic engine for identifying and managing text truncation based on token limits.

## Overview
- **Category:** developer-tools
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_aMP7hNVQf2SlR0hBgXPoYqSGewNLRgOsIf5sYRg7/ai-agent-connect
- **Tags:** tokenization, truncation, text-analysis, llm-context, deterministic

## Description

This MCP server provides a deterministic engine for managing text truncation. It uses a fixed character-to-token ratio to calculate whether a text string exceeds a specific token threshold. Use `analyze_truncation` to get a full suite of metrics including the truncation point and safe text, `get_truncation_metrics` to view capacity limits, or `validate_safe_text` to verify if a string is within bounds. It is designed to help AI agents manage context windows and prevent text overflow in LLM workflows.

## Tools

### analyze_truncation


### get_truncation_metrics


### validate_safe_text


## Prompt Examples

**Prompt:** 
```
Analyze this text for truncation with a max limit of 10 tokens and a ratio of 4: 'Hello world, this is a test string for truncation detection.'
```

**Response:** 
```
The text is truncated. Estimated tokens: 11.25, Max characters: 40, Truncation point: 40, Tokens exceeded: 1.25, Truncation ratio: 0.88, Safe tokens: 10.
```

**Prompt:** 
```
Is the text 'Short text' safe for a 5 token limit with a ratio of 4?
```

**Response:** 
```
Yes, the text is safe. Estimated tokens: 2.5.
```

**Prompt:** 
```
What are the max characters for 50 tokens at a ratio of 4?
```

**Response:** 
```
The maximum character capacity is 200.
```

## Frequently Asked Questions

**How is the token count calculated?**
The engine uses a deterministic model where tokens are calculated by dividing the total character count by a fixed token ratio (defaulting to 4).

**What is the difference between `analyze_truncation` and `validate_safe_text`?**
The `analyze_truncation` tool provides a comprehensive report including the truncation point and safe text, while `validate_safe_text` is a lightweight check to see if a string is within the allowed limit.

**Can I change the character-to-token ratio?**
Yes, most tools allow you to provide a custom `tokenRatio` to adjust the calculation to your specific needs.