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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use COE Bidding Optimizer with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Deterministic bidding strategy calculator for Singapore COE auctions.

Included with plan

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

Waiting for input…

Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 3 capabilities

The complete COE Bidding Optimizer capability set.

These are the exact actions your AI can choose when you ask it to work with COE Bidding Optimizer.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through COE Bidding Optimizer.

  1. 01

    Calculate bid strategy

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

  2. 02

    Get category metadata

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

  3. 03

    Validate market conditions

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

Observed, not estimated

816ms average. Fast in production.

COE Bidding Optimizer is checked daily against the live service.

Daily averagePeak 973ms
Aug 21Today
Fastest day
662ms
Slowest day
973ms
14-day trend
Improving-14%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 3 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of COE Bidding Optimizer, so you can see the experience inside your AI.

It does not authenticate your account with COE Bidding Optimizer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

COE Bidding Optimizer Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_TyT0pA9H9qFnDXd8mrBOEXSyuHK2QFOK6Ai48tNW/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — COE Bidding Optimizer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "coe-bidding-optimizer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_TyT0pA9H9qFnDXd8mrBOEXSyuHK2QFOK6Ai48tNW/mcp"
    }
  }
}
  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Step-by-step instructions for each client are in the guide. How to connect

FAQ

Questions COE Bidding Optimizer owners ask.

  • 01

    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 capability will recommend waiting for Q2.

  • 02

    What is the recommended bid increment?

    The capability calculates an optimalBidIncrement of 500 SGD to help you outbid competitors by a minimal, efficient margin.

  • 03

    Which vehicle categories are supported?

    The server supports Cat A, Cat B, Cat C, and Cat E through the get_category_metadata capability.

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