Valid Outfit Generator

Valid Outfit Generator MCP Connector for Claude

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Calculate and sample valid clothing combinations based on formality consistency rules.

3 tools Official Updated Oct 1, 2026 Official Vinkius Partner

The Valid Outfit Generator MCP server connects AI agents to a rule-based engine that calculates possible clothing combinations. It enforces 'Formality Consistency', ensuring that items tagged as 'formal' are never mixed with those tagged as '..'casual'. Use count_valid_outfits to find the total number of valid ensembles, get_outfit_samples to preview specific combinations, or verify_outfit_consistency to check if a pre-selected group of items adheres to the rules. This tool is ideal for fashion styling agents and wardrobe management workflows.

clothingstylingautomationrules-engineoutfit-planner

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

get_outfit_samples

Retrieves a limited list of valid clothing combinations for previewing

count_valid_outfits

Calculates the total number of possible clothing combinations that satisfy the formality consistency rule

verify_outfit_consistency

Validates whether a specific, pre-selected group of items adheres to the formality rules

See how to talk to your AI agent using Valid Outfit Generator.

How many valid outfits can I make with these tops: [{'id': 't1', 'tags': ['formal']}], bottoms: [{'id': 'b1', 'tags': ['casual']}], and shoes: [{'id': 's1', 'tags': ['casual']}]?

0 valid outfits found. The combination is invalid because it mixes a 'formal' top with 'casual' bottoms and shoes.

Check if this outfit is consistent: [{'id': 't1', 'tags': ['casual']}, {'id': 'b1', 'tags': ['casual']}]

true

Give me 2 samples from these items: tops: [{'id': 't1', 'tags': ['casual']}], bottoms: [{'id': 'b1', 'tags': ['casual']}], shoes: [{'id': 's1', 'tags': ['casual']}]

[["t1", "b1", "s1"]]

It is a rule that prevents mixing items with 'formal' and 'casual' tags in the same outfit.

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