Fashion & apparel MCP: visual outfit search, stock verification, and 1-click checkout.
Quick Install
Automated & IDE SetupCopy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.
One-click editor setup isn’t available for this listing yet — we don’t have a confirmed install command, and we’d rather show nothing than point your editor at the wrong package or host. Follow the project’s own setup instructions, linked above.
Manual Client & Custom JSON ConfigExpand JSON ▾
No confirmed setup config for this listing yet. We only publish a config block when the install details come from the project itself — its README, its docs, or a verified owner. We haven’t found those for PoloPan Fashion MCP Server, and we’d rather show nothing than a guess you’d paste into your client. Follow the project’s own setup instructions for the current steps.
Documentation Overview
PoloPan Fashion MCP Server — The #1 Model Context Protocol for Fashion & AI Styling 
PoloPan is the premier Fashion & Apparel Model Context Protocol (MCP) server for autonomous AI agents, stylists, and conversational commerce engines (Cursor, Claude, Instinct, Muse, ChatGPT).
It empowers AI assistants to deconstruct outfit photos with computer-vision bounding boxes, find 100% in-stock occasion looks, verify real-time size availability & fabric specs, and generate 1-click direct checkout permalinks.
⚡ What Makes PoloPan the #1 Fashion MCP?
🛠️ Quick Setup & Installation
Option 1: 1-Click Cursor Installation (Deeplink)
Option 2: Hosted Streamable HTTP (Recommended — No Node.js required)
Add to your ~/.cursor/mcp.json or Claude Desktop configuration:
Option 3: Local Stdio via NPX / Smithery
Via Smithery CLI:
Via Standard NPX:
Requires Node.js 18+.
🧰 Available MCP Tools
| Tool | Purpose | Key Arguments |
|---|---|---|
detect_fashion_pieces | Deconstruct outfit photos into individual pieces (Tops, Bottoms, Shoes, Bags) | image_url, image_path, threshold |
get_looks_by_occasion | Discover 100% in-stock complete looks (Wedding, Party, Date Night, Casual, etc.) | occasion, gender, age, page |
search_products_text | Search products via natural language with size, price, and gender filters | query, gender, price_min, size |
search_products_image | Reverse visual search for identical or similar apparel | image_url, gender, price_min |
search_products_image_upload | Visual search from local image file or base64 | image_path, image_base64 |
check_variant_availability | Verify real-time size stock, fabric/fit specifications, and return/shipping SLAs | handle, desired_size, size_index |
get_product_by_handle | Retrieve complete product metadata and all variant details | handle |
get_direct_checkout_url | Generate verified 1-click checkout permalinks with confirmed size index & coupon | handle, size, size_index, coupon |
search_alternatives_in_budget | Find visually similar alternatives in a target price bracket | handle, budget_range (0-1500, etc.) |
get_recommended_outfits | Get complementary cross-catalog matching outfits | handle OR occasion, gender |
💡 Copy-Paste Agent Prompts
1. Shop the Full Look from an Instagram Photo
2. Wedding Guest Outfit Discovery
3. Budget Alternative Finder
🧪 Testing & Verification
Run the automated end-to-end integration test suite:
📄 License
MIT © PoloPan
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