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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.
Live probe refreshed Oct 15, 2026 · Endpoint host mcp-server.polopan.com
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https://mcp-server.polopan.com/mcpChat with AI and run tools instantly.
Browse all toolsThis listing includes a local install command for MCPBundles Desktop. Desktop will ask before running anything on your machine.
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products.search.textSearch PoloPan products using a text query and optional filters. Returns products with available in-stock sizes, specifications table, shipping/return policies, pricing, and verified purchase URLs (https://s.polopan.com/p/{handle}). MANDATORY AGENT INSTRUCTIONS: 1. Always tell the user the available sizes for items, and display returning & shipping policies (Negative return days = 'Exchange only |X| days'). 2. When presenting/shortlisting products, display the product specifications table. 3. R
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Open in StudioPoloPan 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. It provides MCP tools that your client discovers when it connects (this page may not list every tool name) that AI agents can use through the Model Context Protocol (MCP).
Add the MCPBundles server URL to your MCP client configuration (Claude Desktop, Cursor, VS Code, etc.). The URL format is: https://mcp.mcpbundles.com/bundle/polopan-products. Authentication is handled automatically.
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mcp-fashion is a remote MCP server. The live tool list is supplied by the server when your MCP client connects, so the count is not fixed on this public page. After you connect in MCPBundles Studio or your client, you will see the tools your session can call.
mcp-fashion uses open data APIs — no authentication required.
MCPBundles is an independent platform built on the open Model Context Protocol standard. MCPBundles is not affiliated with, sponsored by, or endorsed by Anthropic PBC.
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