ai.outfitmaker/outfit-assistant

Official3 tools

by elasistentepepe · Dockerfile

Your own closet in your AI: outfits from clothes you own, rendered on a model inline.

ai.outfitmaker/outfit-assistant (Model Context Protocol Server)

The ai.outfitmaker/outfit-assistant MCP server provides weather-aware outfit suggestions. Use it to ask an AI what to wear for a specified city and occasion, returning clothing recommendations tailored to those inputs.

🛠️ Key Features

Weather-aware outfit suggestions
Supports specifying a city and occasion

🚀 Use Cases

Planning outfits for a particular location
Choosing what to wear for an event or situation

⚡ Developer Benefits

Simple request/response framing based on city and occasion
Clear server purpose focused on outfit recommendations

⚠️ Limitations

Available metadata includes only the server description; no additional capabilities (e.g., tool list, topics, or excerpt content) are provided here.

Topics

aifashionmcpmcp-servermodel-context-protocolweather

Captured live from the server via tools/list.

what_to_wear_today

Get a weather-aware outfit suggestion for today or tomorrow. Provide a city for live weather and forecast; optionally an occasion (casual, school, work, date, party, friends, formal). Asked in the evening? Use day=tomorrow — that's what people dress for.

Parameters3

city	string	optional	City for live weather (optional)
occasion	string	optional	One of: casual, school, work, date, party, friends, formal (optional, default casual)
day	string	optional	today = current conditions; tomorrow = full-day forecast with min/max and layering advice (default today)

Raw schema

{
  "type": "object",
  "properties": {
    "city": {
      "type": "string",
      "description": "City for live weather (optional)"
    },
    "occasion": {
      "type": "string",
      "description": "One of: casual, school, work, date, party, friends, formal (optional, default casual)"
    },
    "day": {
      "type": "string",
      "enum": [
        "today",
        "tomorrow"
      ],
      "description": "today = current conditions; tomorrow = full-day forecast with min/max and layering advice (default today)"
    }
  },
  "required": [],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

suggest_outfit

Get curated outfit formulas for an occasion and weather. Occasions: casual, school, work, date, party, friends, formal.

Parameters6

occasion	string	required	The occasion (required)
temperature_c	number	optional	Outside temperature in °C (optional)
temperature_min_c	number	optional	Morning low in °C — with max, unlocks layering advice for big day swings (optional)
temperature_max_c	number	optional	Afternoon high in °C (optional)
wind_kmh	number	optional	Wind speed in km/h — 25+ changes footwear advice (optional)
condition	string	optional	Weather condition — rain/snow change the outfit, clouds do not (optional)

Raw schema

{
  "type": "object",
  "properties": {
    "occasion": {
      "type": "string",
      "description": "The occasion (required)"
    },
    "temperature_c": {
      "type": "number",
      "description": "Outside temperature in °C (optional)"
    },
    "temperature_min_c": {
      "type": "number",
      "description": "Morning low in °C — with max, unlocks layering advice for big day swings (optional)"
    },
    "temperature_max_c": {
      "type": "number",
      "description": "Afternoon high in °C (optional)"
    },
    "wind_kmh": {
      "type": "number",
      "description": "Wind speed in km/h — 25+ changes footwear advice (optional)"
    },
    "condition": {
      "type": "string",
      "description": "Weather condition — rain/snow change the outfit, clouds do not (optional)"
    }
  },
  "required": [
    "occasion"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

about_outfitmaker

What OutfitMaker is and what connecting your own closet unlocks (AI outfits from your real clothes, daily weather-aware looks, on-model previews).

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "required": [],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

README.md2 KBView on GitHub

OutfitMaker MCP Server

Ask your AI assistant what to wear. OutfitMaker speaks MCP, so Claude, ChatGPT, Cursor and every compatible client can get weather-aware outfit advice with one URL.

Server URL:

code

https://outfitmaker.ai/mcp

Transport: Streamable HTTP. No API key, no account, free.

Connect in 10 seconds

Claude (web and desktop): Settings, Connectors, Add custom connector, paste the URL.

Claude Code:

bash

claude mcp add --transport http outfitmaker https://outfitmaker.ai/mcp

Cursor / Windsurf / any client that accepts remote MCP servers by URL: same address, HTTP transport.

Tools

Tool	What it does
`what_to_wear_today`	Live weather for your city (today or tomorrow with `day=tomorrow`) plus a complete outfit formula for the occasion. Detects big morning-to-afternoon temperature swings and adds layering advice.
`suggest_outfit`	Curated outfit formulas: 7 occasions across every weather. Accepts min/max temperature and wind for layering and footwear advice. Weather words work in 5 languages.
`about_outfitmaker`	What connecting your real closet unlocks.

Example, asked in Claude on a September evening:

Tomorrow in Besancon: 13C in the morning up to 22C, clear sky.

Denim jacket over a plain tee + chinos + white sneakers

Heads-up: 9C swing between morning and afternoon: build on a light base with a removable layer you can shed at midday.

The tools are generic. Your closet isn't.

These formulas are what a good stylist would tell a stranger. The real product is OutfitMaker: photograph your wardrobe once, get daily outfit suggestions from clothes you actually own, weather-aware, previewed on a model. Free to start.

Full setup guide: outfitmaker.ai/mcp

Launch story: Ask your AI what to wear

Notes

Rate limited per IP (fair use).
No account data is exposed: the public tools are anonymous by design.
Server implemented in Rails with the official mcp gem.

Install

Tools (3)

what_to_wear_todaysuggest_outfitabout_outfitmaker

Remote endpoint

Streamable HTTP

Hosted server - connect over the network, no local install.

url

https://outfitmaker.ai/mcp/wardrobe

Add to VS Code Add to Cursor

claude_desktop_config.json

json

{
  "mcpServers": {
    "outfit-assistant": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://outfitmaker.ai/mcp/wardrobe"
      ]
    }
  }
}

Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.

ai.outfitmaker/outfit-assistant (Model Context Protocol Server)

🛠️ Key Features

🚀 Use Cases

⚡ Developer Benefits

⚠️ Limitations

Topics

what_to_wear_today

suggest_outfit

about_outfitmaker

OutfitMaker MCP Server

Connect in 10 seconds

Tools

The tools are generic. Your closet isn't.

Notes

Install

Remote endpoint

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