{"apiVersion":"v1","directorySlug":"airshelf-mcp-68dccf51aa","title":"AirShelf","description":"AirShelf turns your product catalog into agent-readable infrastructure. AI agents read it, recommend it, and transact on it — across every channel.","pageUrl":"https://www.mcpbundles.com/skills/airshelf-mcp-68dccf51aa","connectPath":"importable","connectAction":"import_server","catalogListing":false,"bundleSlug":null,"listingKind":"remote_mcp","kind":"provider","transportUrl":"https://mcp.airshelf.ai/mcp","hostedMcpUrl":null,"toolCount":8,"toolInventoryStatus":"observed","refreshedAt":"2026-11-03T13:26:00.516172+00:00","registryName":"ai.airshelf/airshelf-mcp-68dccf51aa","registryVersion":"2026.11.3","registryEligible":true,"tools":[{"name":"search_catalog","description":"Search the AirShelf cross-vendor product catalog by natural-language query. The catalog covers industrial-automation, wiring-devices, digital-signage, business-display, mfp, barcode-printer, laser-printer, inkjet-printer, mechanical-keyboards, cybersecurity, threat-intelligence-platform. Industrial-automation and wiring-device rows are indexed by manufacturer part number, so a brand or part number in the query (\"Pepperl+Fuchs retroreflective sensor\", \"IN5409\") retrieves more reliably than a bare","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","required":["q"],"properties":{"q":{"type":"string","maxLength":200,"minLength":0},"limit":{"type":"integer","default":20,"maximum":200,"minimum":1},"specs":{"type":"object","propertyNames":{"type":"string"},"additionalProperties":{"anyOf":[{"type":"number"},{"type":"string"},{"type":"boolean"}]}},"market":{"type":"string"},"category":{"type":"string"},"merchant":{"type":"string","pattern":"^[a-z0-9][a-z0-9-]{0,62}$"}}},"title":"Search product catalog","annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"search_catalog","displayName":"Search product catalog"},{"name":"find_products","description":"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.","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","required":["need"],"properties":{"max":{"type":"integer","default":3,"maximum":3,"minimum":1},"need":{"type":"string","maxLength":200,"minLength":3},"market":{"type":"string"}}},"title":"Discover and verify products for a need","annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"find_products","displayName":"Discover and verify products for a need"},{"name":"research_shopping","description":"research_shopping is the full verified-research job; find_products is the quick candidate-list tool. It runs as a background job and returns status \"running\" with a research ID while the minutes-long research continues; the same research ID returns the run on later polls until completion. Unsafe medical, legal, financial-advice, and professional-service asks return status \"refused\" before any work is queued. Completed runs return a researched recommendation with per-claim source receipts, or an","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","properties":{"need":{"type":"string","maxLength":2000,"minLength":1},"market":{"type":"string"},"answers":{"type":"object","propertyNames":{"type":"string"},"additionalProperties":{}},"persona":{"enum":["consumer","b2b"],"type":"string"},"research_id":{"type":"string"}}},"title":"Research a considered purchase","logicalName":"research_shopping","displayName":"Research a considered purchase","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"get_product","description":"Get the full golden record (AirShelf's verified product record) and latest price for one catalog product by slug (\"<manufacturer>-<model>\").","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","required":["slug"],"properties":{"slug":{"type":"string","minLength":1}}},"title":"Get product details","annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"get_product","displayName":"Get product details"},{"name":"compare_products","description":"Compare 2-10 catalog products side-by-side on their datasheet specs. Slugs come from search_catalog and are case-insensitive and dash-tolerant (\"e-STUDIO 331AC\", \"toshiba-e-studio-331ac\" and \"e-studio331ac\" all resolve to the same product).","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","required":["slugs"],"properties":{"slugs":{"type":"array","items":{"type":"string","minLength":1},"maxItems":10,"minItems":2},"provenance":{"type":"boolean"}}},"title":"Compare products","annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"compare_products","displayName":"Compare products"},{"name":"explain_product","description":"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 bytes can compare the hash to check that the cited document has not changed. AirShelf does not serve those archived bytes, and the hash does not promise they remain retrievable. record.scraped_at is t","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","required":["slug"],"properties":{"slug":{"type":"string","minLength":1}}},"title":"Explain how a record was built","annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"explain_product","displayName":"Explain how a record was built"},{"name":"list_merchants","description":"List public AirShelf merchants that have an assigned slug and at least one active product. Internal/demo and empty catalogs are excluded. Returns each merchant's name, slug, and product count; the slug is the `merchant` argument for request_quote.","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","properties":{}},"title":"List merchants","annotations":{"readOnlyHint":true,"untrustedContentHint":true},"logicalName":"list_merchants","displayName":"List merchants"},{"name":"request_quote","description":"Send a quote request for catalog products to a merchant's sales team on behalf of a named buyer.","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","required":["merchant","products","contact"],"properties":{"notes":{"type":"string"},"contact":{"type":"object","required":["name","email"],"properties":{"name":{"type":"string"},"email":{"type":"string","format":"email","pattern":"^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$"},"company":{"type":"string"}}},"merchant":{"type":"string","minLength":1},"products":{"type":"array","items":{"type":"string","minLength":1},"maxItems":50,"minItems":1},"quantity":{"type":"integer","maximum":9007199254740991,"exclusiveMinimum":0},"brandSlug":{"type":"string","minLength":1}}},"title":"Request a quote from a merchant","logicalName":"request_quote","displayName":"Request a quote from a merchant","annotations":{"untrustedContentHint":true,"readOnlyHint":true}}],"toolSource":"directory_preview","agentAction":"both","installLinks":[{"id":"cursor","label":"Cursor","href":"cursor://anysphere.cursor-deeplink/mcp/install?name=AirShelf&config=eyJ1cmwiOiAiaHR0cHM6Ly9tY3AuYWlyc2hlbGYuYWkvbWNwIn0%3D"},{"id":"vscode","label":"VS Code","href":"vscode:mcp/install?%7B%22name%22%3A%22AirShelf%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fmcp.airshelf.ai%2Fmcp%22%7D"},{"id":"vscode-insiders","label":"VS Code Insiders","href":"vscode-insiders:mcp/install?%7B%22name%22%3A%22AirShelf%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fmcp.airshelf.ai%2Fmcp%22%7D"},{"id":"claude-web","label":"Claude.ai","href":"https://claude.ai/customize/connectors?modal=add-custom-connector&connectorName=AirShelf&connectorUrl=https%3A%2F%2Fmcp.airshelf.ai%2Fmcp"},{"id":"codex","label":"Codex","copyText":"codex mcp add \"AirShelf\" --url \"https://mcp.airshelf.ai/mcp\""},{"id":"chatgpt","label":"ChatGPT","href":"https://www.mcpbundles.com/docs/integrations/chatgpt"}],"catalogUrl":"https://www.mcpbundles.com/api/directory/v1/servers/airshelf-mcp-68dccf51aa","callUrl":"https://www.mcpbundles.com/api/directory/v1/servers/airshelf-mcp-68dccf51aa/tools/{tool}","mcpServerUrl":"https://mcp.airshelf.ai/mcp","liveCatalogUrl":"https://www.mcpbundles.com/api/directory/v1/servers/airshelf-mcp-68dccf51aa?live=1"}