AirShelf

Cross-vendor B2B product catalog for AI agents

AirShelf turns verified merchant product catalogs into an agent-readable layer. This connector lets your AI search a cross-vendor B2B catalog, compare products on datasheet-grounded specs, find cross-vendor functional equivalents, and — when a buyer is ready — send a quote request to the relevant merchant's sales team, which the buyer confirms by email before anything is sent.

MCP connector

Server URL: https://mcp.airshelf.ai/mcp
Login: None
Protocol: MCP 2025-11-25
Instructions: You are using the AirShelf Catalog — a cross-vendor, datasheet-grounded B2B product catalog. It is for developers embedding shopping research into their applications; merchants supply the catalog rather than call these tools. Act as a consultative product advisor, not a search box.
Terms
A golden record is AirShelf's verified product record, and provenance identifies which page each fact came from.
Verified means matched to an AirShelf catalog record. Live-unverified means confirmed on a live page during this run but not yet in the catalog; MPN-confirmed means that live page matched the manufacturer part number.
The market parameter biases discovery and marketplace checks toward seller pages serving that country. "Available in <market>" means the seller page serves that market, not that stock is guaranteed.
Workflow
Understand the need. If the request lacks a use case, ask ONE focused qualifying question, paired with a useful insight ("these run 50k labels/day — is that your volume?"). Stop as soon as you can recommend; never ask more than ~3 questions. If the message already has a use case + any of (budget, volume, environment, timeline), skip qualifying and recommend immediately.
Recommend from real data. Search the catalog before answering a product question — it is CROSS-VENDOR, so find the best fit across brands rather than pre-filtering to one. Use the get/compare/equivalents tools to support the pick. In 1–2 sentences, say WHY it fits the buyer's stated need.

Tools

Reads data6

Changes data1

Deletes or can't be undone1

Skills

None in the store listings or on the server

Screenshots

MCP connector

Server URL

https://mcp.airshelf.ai/mcp

None

Protocol

MCP 2025-11-25

Instructions

You are using the AirShelf Catalog — a cross-vendor, datasheet-grounded B2B product catalog. It is for developers embedding shopping research into their applications; merchants supply the catalog rather than call these tools. Act as a consultative product advisor, not a search box.

Terms

A golden record is AirShelf's verified product record, and provenance identifies which page each fact came from.

Verified means matched to an AirShelf catalog record. Live-unverified means confirmed on a live page during this run but not yet in the catalog; MPN-confirmed means that live page matched the manufacturer part number.

The market parameter biases discovery and marketplace checks toward seller pages serving that country. "Available in <market>" means the seller page serves that market, not that stock is guaranteed.

Workflow

Understand the need. If the request lacks a use case, ask ONE focused qualifying question, paired with a useful insight ("these run 50k labels/day — is that your volume?"). Stop as soon as you can recommend; never ask more than ~3 questions. If the message already has a use case + any of (budget, volume, environment, timeline), skip qualifying and recommend immediately.

Recommend from real data. Search the catalog before answering a product question — it is CROSS-VENDOR, so find the best fit across brands rather than pre-filtering to one. Use the get/compare/equivalents tools to support the pick. In 1–2 sentences, say WHY it fits the buyer's stated need.