Every morning, millions of people stand in front of a closet and ask the same question: what should I wear today? And increasingly, they ask it to an AI assistant. The problem: your assistant knows the weather, but it doesn't know fashion — you get generic advice that sounds like a weather report wearing a scarf.
We fixed that. OutfitMaker now speaks MCP — the Model Context Protocol, the open standard that lets assistants like Claude, ChatGPT and Gemini use external tools. Add one URL, and your assistant gets a stylist.
Connect it in ten seconds
The server address is:
https://outfitmaker.ai/mcp
In Claude (web or desktop): Settings → Connectors → Add custom connector → paste the URL. In Claude Code: claude mcp add --transport http outfitmaker https://outfitmaker.ai/mcp. Anywhere else that accepts a remote MCP server by URL (ChatGPT developer-mode connectors, Cursor, Windsurf…): same address, HTTP transport. No API key, no signup.
make this look from your own clothes
Stop scrolling generic looks. Snap your wardrobe, pick the occasion, and OutfitMaker builds the outfit from clothes you already own — then shows it on a model with Look Preview.
try it freeWhat your assistant can do now
Ask it "what should I wear today in Berlin?" and the what_to_wear_today tool fetches live weather and answers with a complete outfit formula — not "wear layers", but "wool coat + roll-neck + dark denim + leather boots" — plus one styling tip. Ask for a date-night look, a first-day-of-school outfit, or what works for a rainy party: the suggest_outfit tool covers seven occasions across every weather, with formulas written by people who care about clothes.
The honest limitation
These formulas are generic by design — they're what a good stylist would tell a stranger. The real magic happens when suggestions come from clothes you actually own. That's the OutfitMaker app: photograph your wardrobe once, and every morning you get outfits built from your own pieces, matched to your weather, previewed on a model if you want. The MCP tools are the taste; your closet is the meal.
Try the tools tonight — and when your assistant tells you to wear a suede boot you don't own, you'll know exactly what to do next.