Outfit Assistant

ai.outfitmakerPublished by outfitmaker.aiOfficial publisherv2.0.0Updated Oct 24, 2026

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

VerifiedStreamable HTTPWeb executableLocation & LifestyleMedia & Design

Overview

AI-generated overview

Remote MCP server that gives an AI assistant weather-aware outfit suggestions and layering advice for a city and occasion.

What you can do
  • Get a complete outfit formula for today or tomorrow, based on live weather for a city, with layering advice when temperatures swing.
  • Request curated outfit suggestions for seven occasions, optionally with min/max temperature and wind for layering and footwear guidance.
  • Learn what connecting a real wardrobe to OutfitMaker unlocks.
When to use it
Useful when you want everyday styling help inside a chat client: what to wear today or tomorrow given the weather, or outfit ideas for a specific occasion. It is a lightweight, free add-on rather than a wardrobe manager.
Requirements
A remote MCP endpoint over Streamable HTTP, added by URL in a compatible client such as Claude, Claude Code, Cursor or Windsurf. The manifest declares OAuth authentication as required, while the README states no API key or account is needed for the public tools.
Before you install
The public tools are generic stylist formulas, not suggestions from your own clothes; the real wardrobe product is separate and free to start, so expect upsell. Requests are rate limited per IP. The README says public tools are anonymous, but the manifest declares OAuth, so check what sign-in data is shared before connecting.

Installation

In SourceWeft

  1. Open Outfit Assistant in the dashboard and add it to a workspace.
  2. Connect the required credentials. They are stored privately and never shown on public pages.
  3. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/ai.outfitmaker%2Foutfit-assistant/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config. The client completes OAuth sign-in on first connect.

{
  "mcpServers": {
    "outfit-assistant": {
      "type": "http",
      "url": "https://outfitmaker.ai/mcp/wardrobe"
    }
  }
}

README

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:

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

ToolWhat it does
what_to_wear_todayLive 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_outfitCurated 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_outfitmakerWhat 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.

Source: README.md at commit 0292ff3

Tools

0
This server asks you to sign in, so SourceWeft could not read its tools without an account and has not indexed them. What a connected account sees can depend on that account and its permissions.

Version history

2
  1. v2.0.0LatestOct 3, 2026
  2. v1.0.0Sep 16, 2026

Score

85% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts