# COE Bidding Optimizer AI Agent Connect

> Deterministic bidding strategy calculator for Singapore COE auctions.

## Overview
- **Category:** finance
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_TyT0pA9H9qFnDXd8mrBOEXSyuHK2QFOK6Ai48tNW/ai-agent-connect
- **Tags:** singapore, coe, bidding, automotive, strategy

## Description

This MCP server provides precise strategic advice for Singapore's Certificate of Entitlement (COE) auctions. By analyzing current market prices against historical benchmarks and volatility, it calculates optimal bid increments and success probabilities. Use `calculate_bid_strategy` to receive a complete recommendation, including whether to proceed or wait for a better auction round. It also includes `validate_market_conditions` to detect overpriced markets and `get_category_metadata` for specific vehicle tier details.

## Tools

### calculate_bid_strategy
Provides a complete bidding recommendation, including the specific amount to increment and the estimated success probability

### get_category_metadata
Retrieves the specific configuration rules or constraints associated with a specific vehicle category

### validate_market_conditions
Checks if the current market price is within an acceptable range compared to historical averages before attempting a bid

## Prompt Examples

**Prompt:** 
```
Should I bid for a Cat A COE right now? The current price is 95000 SGD, the historical average is 85000 SGD, it is Q1, and volatility is 5000.
```

**Response:** 
```
Wait for Q2. The current price is significantly higher than the historical average for this period.
```

**Prompt:** 
```
What is my chance of winning a Cat B COE if the price is 105000 SGD and volatility is 4000?
```

**Response:** 
```
The probability of success is 26.25%.
```

**Prompt:** 
```
Is the current market for Cat E overpriced? Price is 120000 SGD and historical average is 100000 SGD.
```

**Response:** 
```
Yes, the market is overpriced. The price deviation is 20%.
```

## Frequently Asked Questions

**How do I know if I should wait for the next auction?**
If you are in the Q1 auction round and the current price is more than 10% above the historical average, the `calculate_bid_strategy` tool will recommend waiting for Q2.

**What is the recommended bid increment?**
The tool calculates an `optimalBidIncrement` of 500 SGD to help you outbid competitors by a minimal, efficient margin.

**Which vehicle categories are supported?**
The server supports Cat A, Cat B, Cat C, and Cat E through the `get_category_metadata` tool.