"Understanding Document Embeddings, Knowledge Graphs, and Vector Representations" matching MCP servers:

Provides structured dealer brand data including inventory, promotions, reviews, and dealer profile via MCP tools, enabling LLMs to answer accurate brand-related queries.

Complete Vinted MCP and CLI Server

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

Enables querying sales data, identifying out-of-stock products, viewing top sellers, and receiving restock suggestions through natural language.

Lets any MCP-compatible AI agent search live resort inventory, request exact all-in quotes including transfers, and start real hotel bookings that the traveler completes on a hosted Stripe checkout.

Model Context Protocol server for the GlobKurier API. Enables AI assistants (Claude, Cursor, Cline and others) to track shipments, search shipping products and generate purchase links.

An MCP server that exposes tools for querying a bookstore inventory, allowing AI agents to search and retrieve book information via the Model Context Protocol.

Official Dodo Payments MCP servers - dodopayments-api for live payments, subscriptions, customers, products, refunds, license keys, and usage-based billing (browser OAuth, no API key needed) and dodo-knowledge for semantic search over Dodo Payments documentation.

A knowledge-based MCP server for Ozon sellers, enabling AI agents to search a 42-lesson Chinese operations playbook and discover/call over 460 Seller and Performance API methods for real business actions.

Provides AI coding assistants with domain knowledge about the Brainerce headless commerce platform, including SDK reference, type definitions, business flows, critical rules, and live store capabilities.

This server enables AI agents to source consumer packaged goods from marketplaces over x402, providing tools for searching brands, retrieving detailed product and knowledge graph data, and initiating follow-up actions like instant messaging or contacting the trading desk.

AI customer support MCP server with order status lookup and RAG-powered knowledge base search for e-commerce stores.

Enables LLM agents to handle e-commerce customer support by searching a product catalog and FAQ knowledge base with hybrid retrieval, plus managing orders, carts, returns, shipment tracking, and human escalation through support tickets.

MCP server for Ozon sellers with a built-in Chinese operations knowledge base and 466 API methods, enabling AI agents to discover, understand, and execute Ozon Seller and Performance API operations safely and efficiently.

Enables MCP clients such as Claude Desktop and Cursor to query bargain policies, search a local knowledge base, fetch server time, and delegate full e-commerce customer-service conversations to a complete agent graph that returns ready-to-send replies. Three tools work offline without an API key, while full agent delegation requires a configured LLM.

Enables evidence-first, tenant-isolated knowledge management and business-scenario execution for Accio Work foreign trade, with honest unavailable responses when connectors or approvals are missing.

A reference MCP server for a fictional bike shop that enables managing customers, inventory, orders, and outbound messages, demonstrating best practices for building MCP servers.

Enables identification of BSN SKU/material and real-time inventory availability through natural language queries and vector search.

Enables AI agents to interact with multiple payment providers (Stripe, Paystack) through a unified API. Supports payment initialization, verification, refunds, customer management, and invoicing without requiring knowledge of specific provider implementations.

Enables users to search and compare credit card recommendations, view card details and popular top-5 cards, and retrieve financial knowledge articles through MCP tools.