# Tool Call Optimizer AI Agent Connect

> A deterministic calculator to optimize MCP tool token footprints.

## Overview
- **Category:** developer-tools
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_0oU233U6syGqnSdkGmRup5JfQHJrgUlamOhZxG6Z/ai-agent-connect
- **Tags:** tokens, mcp, optimization, llm, efficiency

## Description

This MCP server provides precise tools to reduce the 'context tax' of AI agents. It allows for calculating optimization metrics, applying specific strategies like `minimize_descriptions`, `selective_inclusion`, or `parameter_compression`, and validating that the resulting toolset maintains full capability coverage. Use `calculate_optimization_metrics` to quantify token savings and `validate_tool_set` to ensure all dependencies and requirements are met.

## Tools

### apply_optimization_strategy
Executes a specific logic to transform the toolset based on the requested strategy

### calculate_optimization_metrics
Calculates the mathematical results of the optimization process

### validate_tool_set
Ensures that the optimized toolset is functionally complete and respects logical constraints

## Prompt Examples

**Prompt:** 
```
Calculate the token savings for my current toolset.
```

**Response:** 
```
The total token savings achieved is 450 tokens, representing a 30% reduction in the original footprint.
```

**Prompt:** 
```
Apply the selective_inclusion strategy to my tools.
```

**Response:** 
```
The optimized toolset now contains only the 3 tools required for your task, reducing the total token count from 1200 to 350.
```

**Prompt:** 
```
Is my optimized toolset valid for the current task?
```

**Response:** 
```
Yes, the toolset is valid and all required tools and dependencies are present.
```

## Frequently Asked Questions

**What is the primary purpose of this server?**
It helps reduce the token footprint of MCP tool definitions to improve LLM reasoning and reduce latency.

**How can I verify if my optimized toolset is complete?**
You can use the `validate_tool_set` tool to check for missing requirements or broken dependencies.

**What optimization strategies are available?**
The available strategies are `minimize_descriptions`, `selective_inclusion`, and `parameter_compression`.