# Model Routing Efficiency Calculator AI Agent Connect

> Optimize LLM selection by analyzing cost-quality trade-offs and task complexity.

## Overview
- **Category:** optimization
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_NHj9CiRORnbhxNnTbEkLYD6Xe3T99XodBqZE7OZK/ai-agent-connect
- **Tags:** llm, routing, cost-optimization, efficiency, model-selection

## Description

This MCP server provides deterministic tools to solve the LLM routing problem. It helps users identify the most efficient model for any given task by calculating efficiency scores, quality sufficiency, and potential cost savings. Use `analyze_routing_options` to find the best model based on quality-first, cost-first, or balanced strategies. Use `compare_model_profiles` for detailed metric comparisons, or `calculate_savings_projection` to estimate the economic impact of switching models. It is designed to bridge the gap between model performance and operational budget.

## Tools

### analyze_routing_options


### calculate_savings_projection


### compare_model_profiles


## Prompt Examples

**Prompt:** 
```
Which model should I use for a high-complexity reasoning task if I want to prioritize quality?
```

**Response:** 
```
Based on the quality-first strategy and a task complexity of 9, the recommended model is GPT-4o with a quality sufficiency of 1.1.
```

**Prompt:** 
```
Compare the efficiency of Model A (cost 5, quality 0.9) and Model B (cost 1, quality 0.5).
```

**Response:** 
```
Model A has an efficiency score of 180, while Model B has an efficiency score of 500. Model B is more efficient for cost-sensitive tasks.
```

**Prompt:** 
```
How much will I save if I switch from a model costing $10 per 1m tokens to one costing $2 per 1m tokens for 5 million tokens?
```

**Response:** 
```
You will save $40.00, which represents an 80% reduction in cost.
```

## Frequently Asked Questions

**How do I find the best model for a complex task?**
You can use the `analyze_routing_options` tool with the `quality_first` strategy. This will identify the most capable model that meets the required quality sufficiency for your task complexity.

**Can I project how much money I will save by switching models?**
Yes, the `calculate_savings_projection` tool allows you to input your current model cost and the target model cost to see both total and percentage savings over a specific volume.

**What is the difference between the routing strategies?**
The `quality_first` strategy prioritizes capability, `cost_first` prioritizes the lowest price, and `balanced` selects the model with the highest efficiency score (quality divided by cost).