"Understanding Vector Search" matching MCP servers:

Provides tools to search the Mouser Electronics parts catalog via keyword, part number, and manufacturer queries using the Mouser Search API.

Provides Vertex AI Search for Commerce product search as a tool, enabling AI agents to search product catalogs using natural language queries.

Enables LLMs to search and book flights across 300+ airlines, manage travel orders, and search airports through the Duffel API with support for real-time pricing, multi-city trips, and flexible cabin classes.

Enables an LLM agent to query a Shopify store's catalogue and stock via MCP, with tools for product search, product details, per-location inventory, and low-stock reports.

MCP server for PriceTrack that enables AI assistants to search live SaaS pricing, view verified price changes, and compare products side-by-side across 33,000+ vendors.

Search Naver (Korea's #1 search engine) for shopping prices, real-time news, and blogs. Perfect for Korean local information.

Enables AI assistants to search JLCPCB's 450K+ electronic component catalog with real-time stock levels and pricing, supporting keyword search, filtering, and detailed component information.

Enables searching CuddlyNest hotels and retrieving listing details, including live room options, prices, availability, and cancellation policies.

Enables AI assistants to recommend Amazon products with automatic affiliate link insertion, supporting product search, deals, bestsellers, and promotional content.

Enables cat food product search and ingredient analysis using natural language queries.

Searches electronic components across DigiKey and Mouser, enabling keyword search, part details, and merged offers with price comparison.

Enables product search and discovery on Galaxus and Digitec, with tools for searching, browsing, comparing, and looking up prices and specifications.

Enables AI assistants to search and aggregate used-vehicle listings across Cars.com, Autotrader, and KBB, with filters for price, mileage, dealer information, and CARFAX-style history conditions.

Enables querying a generated wardrobe catalogue through stdio, with tools to list, retrieve, and search garments and attributes, search narration, and log wear history.

Enables product search functionality via MCP, allowing Claude to search products by keyword with filters, list categories, and retrieve product details.

Enables an AI assistant to search the mon-marche.fr grocery catalog and build a basket, stopping at the cart without automating payment.

Enables AI assistants to search products and retrieve detailed information from Galaxus and Digitec, including prices, specifications, and price history.

Connects AI agents to a live offers API, returning structured product offers in real time.

BuyKing is a semantic search MCP server for Saleplaza's global hot deals. Search across Korean, US, and Japanese markets simultaneously — with 1,000+ multilingual keywords and smart language-priority sorting, all delivered with the bold 'BuyKing' AI persona.

Enables AI agents to search, browse, and interact with Etsy through browser automation, including product search, cart management, favorites, checkout, and seller messaging.

Search eBay and get real price data, straight from an AI agent.

Voila.ca groceries MCP for card management, product search and order history analysis

Enables MCP clients to search the Knihobot.cz public book catalog, inspect live physical copies, compare editions, and retrieve recommendations.

This MCP wraps Bitrefill public API to allow agents to search for products and shop using cryptocurrencies like Bitcoin, Ethereum, Solana, and many more.

Read-only MCP server for IKEA product search and in-store stock lookup.

MCP server for JLCPCB/LCSC component search, live stock and pricing, datasheets, and PCB/3D printing ordering via authenticated API.

Enables AI agents to search, inspect, and purchase physical goods on an escrow-secured marketplace, including listing search, agent reputation checks, and offer creation.

Enables AI assistants to search millions of electronic components and ICs, retrieve specifications, compare alternates, and submit turnkey BOM procurement requests.

Enables CRUD operations and search on an Excel-backed product catalog, allowing users to list, search, add, update, and delete products.

MCP server that acts as a shopping assistant, enabling product search, comparison, deal finding, and price history tracking via Hound web search.