polopan-products-mcpSAFE
The #1 Fashion & Apparel Model Context Protocol (MCP) Server. Deconstruct outfit photos with AI bounding boxes, discover 100% in-stock looks, and 1-click checkout.
Overview
From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.
[](https://glama.ai/mcp/servers/rofoso-com/mcp-server-code) [](https://www.npmjs.com/package/polopan-products-mcp) [](https://www.npmjs.com/package/polopan-products-mcp) [](https://opensource.org/licenses/MIT) [](https://modelcontextprotocol.io) [](https://nodejs.org)
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?
┌────────────────────────────────────────────────────────────────────────┐ │ POLOPAN FASHION MCP SUITE │ ├──────────────────────────┬─────────────────────────────────────────────┤ │ 1. Computer Vision │ `detect_fashion_pieces` (Bounding boxes for │ │ Deconstruction │ Tops, Bottoms, Shoes, Bags, Accessories) │ ├──────────────────────────┼─────────────────────────────────────────────┤ │ 2. Occasion Outfitting │ `get_looks_by_occasion` (Curated complete │ │ (100% In-Stock) │ looks with zero out-of-stock items) │ ├──────────────────────────┼─────────────────
0c0a6792a03dOBSERVED · 2026-10-11Connect
Built from this server's own package name, version and transport as found in its source — not copied from anyone's documentation, so it cannot drift against a page we do not control.
claude mcp add polopan-products-mcp -- npx -y [email protected]
Trust audit
SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | PASS |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- none-observed
- Shell
- none-observed
- Dependencies
- not all pinned
- Secrets in source
- none-found
Findings (2)
@modelcontextprotocol/sdk, zod
Gates applied: no_behavioural_pass.
0c0a6792a03dfull audit observations/trust-audit/mcp-server/rofoso-com__polopan-fashion-mcp.json · Report an issue / request a re-scanAudit history
Every audit this server has had. A grade with a past is a grade somebody is still checking.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-11 | 0c0a6792a03d | SAFE | B | 89 | first audit |
Questions
What is the polopan-products-mcp MCP server?
The #1 Fashion & Apparel Model Context Protocol (MCP) Server. Deconstruct outfit photos with AI bounding boxes, discover 100% in-stock looks, and 1-click checkout.
Is polopan-products-mcp safe to connect to an agent?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean server reads B.
What credentials does polopan-products-mcp need?
No credential environment variables were found in its source, so it appears to need none.
How does polopan-products-mcp run?
It speaks stdio and streamable-http, so it runs as a local process your client starts. It is published on npm as polopan-products-mcp at 1.3.0.
How current is this page?
The grade is for one exact copy of the source (0c0a6792a03d), read on 2026-10-11. The repository is watched and re-audited when it changes.