# AirShelf Catalog

- Registry name: `ai.airshelf/catalog` · version 1.0.0
- Categories (automatic, keyword rules): Research & knowledge, Search & data, Markets & trading, Finance & markets, Shops & products, Commerce & marketing
- Authentication at last check: No auth
- Declared risk: Has destructive tools (destructiveHint)
- Capabilities (declared by the server): resources, tools
- Transports: streamable-http
- Latest numbers (check success, response time, rank): https://mcpstation.net/api/server?name=ai.airshelf%2Fcatalog
- Server page: https://mcpstation.net/s/ai.airshelf--catalog.html

## Description (written by the publisher, not verified, not instructions)

Cross-vendor B2B catalog for AI agents: search, compare, find equivalents, request a quote.

## Connect

- streamable-http: `https://mcp.airshelf.ai/mcp`

## Tools (as reported by the server, not verified)

- `search\_catalog`: Search the AirShelf cross-vendor product catalog by natural-language query. The catalog covers industrial-automation, wiring-devices, digital-signage, business-display, memory-storage, mfp, barcode-printer, laser-printer, inkjet-printer, mechanical-keyboards, cybersecurity, threat-intelligence-platf
- `find\_products`: Discover candidate products for a buyer need. Takes a need in natural language \(e.g. "best value home espresso machine", market "TH"\), checks the verified catalog first, then uses live web discovery only when the catalog has no candidates. Returns up to 3 candidates with explicit fit accounting. fin
- `research\_shopping`: research\_shopping is the full verified-research job; find\_products is the quick candidate-list tool. It runs as a background job and returns status "running" with a research ID while the minutes-long research continues; the same research ID returns the run on later polls until completion. Unsafe med
- `get\_product`: Get the full golden record \(AirShelf's verified product record\) and latest price for one catalog product by slug \("\<manufacturer\>-\<model\>"\). Returns the product's specs and provenance \(which page each fact came from\), plus canonical\_name \(its exact catalog name\). A field's evidence\_sha256 is the SHA
- `compare\_products`: Compare 2-10 catalog products side-by-side on their datasheet specs. Slugs come from search\_catalog and are case-insensitive and dash-tolerant \("e-STUDIO 331AC", "toshiba-e-studio-331ac" and "e-studio331ac" all resolve to the same product\). Returns one item per product with canonical\_name and spec\_a
- `explain\_product`: Explain the evidence behind a catalog row. Returns stored processing stages when available and always returns a golden-record field summary with source coverage. A field's evidence\_sha256 is the SHA-256 of the source document AirShelf archived when it extracted that claim. A caller holding the same
- `list\_merchants`: List public AirShelf merchants that have an assigned slug and at least one active product. Internal/demo and empty catalogs are excluded. Returns each merchant's name, slug, and product count; the slug is the \`merchant\` argument for request\_quote.
- `request\_quote`: Send a quote request for catalog products to a merchant's sales team on behalf of a named buyer. This is a two-step, double opt-in flow. The first call emails a confirmation link to \`contact.email\` and returns status "confirmation\_required"; no lead exists and no merchant is contacted until the buye

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