How does the engine decide which clothes to pick?

The engine uses a deterministic optimization process to maximize the total number of valid outfit combinations within your specified piece limit.

Can I check if an outfit is suitable for a specific temperature?

Yes, you can use the `validate_outfit` tool to verify if a set of garments is appropriate for a given temperature and occasion.

What happens if two different sets of clothes provide the same number of outfits?

The engine uses a stable tie-break rule based on the lexicographical sum of item IDs to ensure the selection is always consistent.

Capsule Wardrobe Planner MCP Connector for Claude

A+

A deterministic engine to build optimal capsule wardrobes based on climate, season, and style rules.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner

More Details Connect to Claude

This MCP server provides a suite of tools to optimize wardrobe selection. Use plan_capsule to generate a high-utility wardrobe within a specific piece limit, or validate_outfit to check if a combination of garments meets temperature and occasion requirements. You can also use get_garment_versatility to score individual items or analyze_wardrobe_coverage to see how well your selection covers various climate scenarios and occasions.

wardrobecapsuleclothingstyleplanning

Connect to Claude

Subscribe on Vinkius, then add this connector to Claude.ai or Claude Code.

① Claude.ai (web app)

Go to Settings → Connectors → Add custom connector
Paste the MCP endpoint URL below

https://edge.vinkius.com/vk_preview_UVUrtHkFxtxzE3JIx2WIorxslSE57ypfEWIVJof4/mcp

② Claude Code (terminal)

claude mcp add --transport http capsule-wardrobe-planner https://edge.vinkius.com/vk_preview_UVUrtHkFxtxzE3JIx2WIorxslSE57ypfEWIVJof4/mcp

③ Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "capsule-wardrobe-planner": {
      "url": "https://edge.vinkius.com/vk_preview_UVUrtHkFxtxzE3JIx2WIorxslSE57ypfEWIVJof4/mcp"
    }
  }
}

Get full access on Vinkius

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