"Understanding RAG (Retrieval-Augmented Generation or related topics)" matching MCP servers:

Enables e-commerce customer service agents to retrieve product catalog and return/delivery policy documents through multi-source RAG with RRF fusion, exposing product_search and policy_qa tools for grounded, cited responses.

Finds coupon codes for any online store, returning likely-to-work codes for a given store domain or URL.

An MCP server that detects affiliate links and provides information about Tracklix, enabling AI assistants to answer affiliate-link-related questions without any network calls or API keys.

Enables querying Shopify App Store apps and Chrome Web Store extensions by category, keyword, or listing URL, returning ratings, reviews, pricing or user counts, and developer website, domain, address, and email. Filters by minimum rating or reviews and produces one row per listing ready for outreach or enrichment.

Lets any MCP client drive the Twilio Merch Store demo's WebMCP tools through a local Chrome, republishing the page's registered tools over stdio or HTTP without reimplementing them.

MCP server for Shopify Admin API with a ComfyUI bridge for AI product image generation. Covers products, orders, inventory, and customers.

MCP server for KSP, Israel's electronics retailer. Enables searching products by name or filters, getting product details, and browsing filters via KSP's internal JSON API.

Enables read-only search and retrieval of the public Reknihy.cz book catalog, including filtering, sorting, ISBN lookup, category browsing, and access to product details such as price, availability, and images.

Enables AI assistants to find, book, and cancel salon appointments via SalonRunner accounts. Self-hosted for local or remote use.

Enables searching and retrieving product information from Coupang (Korean e-commerce) via affiliate API, including product search, details, category bestsellers, and affiliate link generation.

Enables interaction with the PayHere payment gateway via MCP, allowing payment retrieval, refund issuance, checkout payload generation, and signature computation/verification.

Enables creating and editing Amazon listing images and product videos from live catalog data, with Amazon compliance rules, character-consistent generation, and resumable video generation.

Provides e-commerce customer support tools for order status, delivery, account, and policy questions, with RAG-grounded retrieval and strict authorization checks over mock data.

A fashion vertical MCP server providing tools for product SEO audits and trend analysis to integrate with AI agents like Claude, Cursor, and Codex.

Provides read-only access to iranketab.ir, enabling book searches, comparison of translations and editions, and retrieval of prices in Toman, stock, ratings, and reader comments.

Enables searching and retrieving book details from the Kvartirabooks store/library catalog, including availability for purchase or borrowing.

MCP server for autonomous catalog enrichment, turning raw ERP data into storefront-ready product listings with SEO titles, descriptions, images, schema.org, and validation. Provides tools for EAN lookup, image search, enrichment, batch processing, URL analysis, and Shopify payload generation.

Enables local, read-only product-data checks for reviewing product records, comparing feed snapshots, and comparing dimensions against source rules, returning match or hold decisions without fetching references or modifying feeds.

Official MCP server for the Wheel Fitment API, giving LLM agents access to vehicle wheel and tire compatibility data, including OEM specs, reverse lookups, plus-sizing calculations, and product card generation.

Enables read-only access to Printful store data, letting AI assistants inspect orders, print files, and products without being able to approve orders or start production.

MCP server for AI agents providing 300 curated Japanese home & lifestyle products across 31 categories. Features mm-precision dimension search, related-item chains (1 product → 3-5 accessories), shelf+storage coordination, and Rakuten/Amazon affiliate links.

An MCP server that provides access to finn.no, Norway's largest online classifieds marketplace, enabling searches and listing retrieval across used goods, real estate, cars, and jobs.

MCP server for querying Plaza Vea's public catalog via VTEX APIs, enabling product search, price comparison, image display, and cart link generation.

Enables AI assistants to browse Albert Heijn Belgium without an account, offering seven read-only tools for product search, this week's bonus offers and bonus groups, product alternatives, and recipes. Everything runs anonymously over stdio or Streamable HTTP, with no login, shopping list, or ordering features.

Enables shopping at Mercadona online grocery store via Claude, allowing catalog search, cart management, and order history retrieval while keeping payment control with the user.

Enables agents to generate and audit marketplace listings that comply with character limits, produce structured titles, tags, and descriptions, score existing listings, cluster keywords, and suggest long-tail variants without API keys or network access.

Provides live product search, offer comparison, and price history retrieval from BestPrice.gr through three read-only tools, enabling AI applications to query shopping data without an API key.

Enables read-only access to kleinanzeigen.de classifieds, letting users search listings, fetch full ad details, view seller shops, and resolve category or location IDs through MCP.

A production-ready MCP server for Google Tag Manager, GA4 Measurement Protocol, DataLayer schema validation, Meta CAPI auditing, and tracking code snippet generation.

An MCP server that provides AI assistants with tools for Mercado Libre and Shopee affiliate marketing, including product search, affiliate link generation, product analysis, copy generation, and trending product discovery.