"Understanding Context Memory in Chat Systems" matching MCP servers:

MCP server for amazon.in — cheapest in-stock, best-value picks, and price history links.

Exposes database queries (Users, Products, Orders) from a NestJS backend to AI agents via MCP, enabling real-time database interactions in chat sessions.

Real-time Amazon Sponsored Products (SP) ad placements, keyword tracking, and comprehensive review data for AI Agents. Enables LLMs to autonomously conduct competitor ad audits, consumer sentiment analysis (VOC), and product optimization.

Enables searching products, viewing orders, and analyzing order trends on Amazon.in via a persistent Playwright browser session.

Enables AI assistants to interact with Square's Connect API through the Model Context Protocol standard, allowing for operations like managing customers, processing payments, and handling inventory.

Enables secure access to customer e-commerce data (orders, loyalty points, offers, preferences) through the Shopper Context Protocol with OAuth 2.0 authentication. Supports discovering and connecting to SCP-enabled merchants for personalized shopping assistance.

Allows AI assistants to interact with Square's connect API, providing access to Square's complete API ecosystem for managing payments, orders, customers, inventory, and more.

Enables AI assistants to interact with Inflow Inventory API for managing ingredients/products and inventory operations. Supports product creation, updates, search, and stock adjustments through natural language commands.

The premier fashion & apparel Model Context Protocol server. AI bounding box outfit deconstruction, 100% in-stock occasion looks, live size stock, and 1-click checkout.

Manage your Pantrist pantry, shopping list, recipes, and weekly meal plan from Claude. The server wraps the same public REST API that powers the iOS, Android, and web apps, so your changes show up in real time on every device. * "What's on my shopping list?" * "Add milk, eggs, and that brand of olive oil I had last week" * "What's expiring in the next three days?"

Enables investigating delayed e-commerce orders by searching orders, retrieving order context, diagnosing delay causes, and recommending resolutions through natural language.

Enables Claude to search products, build a shopping cart on Selver.ee, and open it in the browser for checkout.

Enables AI assistants to programmatically customize Shopify Plus checkout branding, including colors, typography, logos, and design systems, with safety defaults for production updates.

An unofficial Model Context Protocol server for the efood.gr consumer app API that lets you discover restaurants, browse menus, build a cart, and place real orders on efood.gr.

A Model Context Protocol server for Home Depot Canada that exposes product search, product details, store-level stock, and a store finder to MCP clients like Claude and Cursor.

A local proxy for Luckin Coffee's official MCP, enabling natural language ordering, reordering, and shop/product search with automatic retry and memory.

Wildberries seller API in your AI assistant: sales and stocks, product cards, prices and promotions, financial reports and reviews. 307 methods across all 17 Wildberries hosts live in a YAML catalog the server executes, the agent searches it in plain language, and every method carries an access class so writes and irreversible calls ask for confirmation.

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.

Ozon Seller API in your AI assistant: products, FBS and FBO orders, prices, stocks, finance and reviews. 441 methods live in a YAML catalog the server executes, the agent searches it in plain language and calls a method through three generic tools, and every method carries an access class so writes and irreversible calls ask for confirmation.

Enables browsing and searching the Woolworths New Zealand grocery catalogue, retrieving product details, checking specials, and managing a shopping trolley with optional account sign-in.