COE Bidding Optimizer

COE Bidding Optimizer MCP Connector for Claude

A+

Deterministic bidding strategy calculator for Singapore COE auctions.

3 tools Official Updated Oct 1, 2026 Official Vinkius Partner

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.

singaporecoebiddingautomotivestrategy

3 tools expose this connector's capabilities to your AI agent.

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

See how to talk to your AI agent using COE Bidding Optimizer.

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.

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

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

The probability of success is 26.25%.

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

Yes, the market is overpriced. The price deviation is 20%.

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.

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