Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 98.860 | apifymcp · browser | Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store. Use ready-made tools to access all popular social… | 5,651 stars · 243 forks | No one-command install · Source | |
| 2 | 98.177 | tau-bencheval · ai-agents | Tau-bench: agent benchmark for tool-agent-user interactions in retail and airline domains with policy-grounded evaluation. | 1,416 stars · 215 forks · 1 mention | No one-command install · Source | |
| 3 | 96.271 | geli2001-shopifymcp · back-end | Bridges to the Shopify GraphQL Admin API, enabling product searches, customer information retrieval, order management, and inventory updates without… | 236 stars · 117 forks | No one-command install · Source | |
| 4 | 94.013 | automattic-wordpress-remotemcp · back-end | Bridges WordPress websites and WooCommerce data with local clients through REST API calls, enabling content access without direct streaming… | 178 stars · 33 forks | No one-command install · Source | |
| 5 | 93.461 | northcindermcp · ai-agents | NorthCinder is an MCP server that enables AI agents to compare products against a brief, rank them with explanations, and support approved checkout… | 1,219 stars · 8 forks | No one-command install · Source | |
| 6 | 89.252 | boldcommerce-magento2mcp · ai-agents | Connects Claude to Magento 2 e-commerce platforms for querying product information, customer data, order statistics, and revenue metrics using natural… | 59 stars · 25 forks | No one-command install · Source | |
| 7 | 88.041 | thewebscrapingclub-ai-cursor-scraping-assistantmcp · browser | Streamlines web scraper development for e-commerce sites by analyzing website structure, detecting anti-bot protections, and generating Scrapy or… | 55 stars · 17 forks | No one-command install · Source | |
| 8 | 87.910 | msftnadavbh-azure-pricingmcp · back-end | Integrates with Microsoft Azure's retail pricing API to provide real-time price searching, regional comparisons, cost estimation, SKU discovery, and… | 55 stars · 16 forks | No one-command install · Source | |
| 9 | 87.611 | hitkeepmcp · back-end | Read-only MCP server for aggregate HitKeep analytics and official documentation, including traffic, events, goals, funnels, ecommerce, Search Console… | 84 stars · 7 forks | No one-command install · Source | |
| 10 | 84.859 | mcp-cn-commercemcp · ai-agents | A suite of MCP servers that give AI agents read-only access to Chinese e-commerce platform business data, including advertising, orders, products, and… | 44 stars · 9 forks | No one-command install · Source | |
| 11 | 83.801 | shufersalmcp · browser | Automates Shufersal supermarket shopping by converting recipe links into shopping lists, searching the product catalog with personalized results for… | 19 stars · 16 forks | No one-command install · Source | |
| 12 | 83.783 | elgentos-magento2-devmcp · database | Integrates with Magento 2 through n98-magerun2 to provide cache management, module operations, configuration control, database querying, and… | 40 stars · 8 forks | No one-command install · Source | |
| 13 | 83.427 | kaprukamcp · ai-agents | Connect AI agents to Kapruka's live product catalog — Sri Lanka's largest e-commerce platform. | 21 stars · 15 forks | No one-command install · Source | |
| 14 | 83.060 | amir-bengherbi-shopifymcp · back-end | Integrates with Shopify's GraphQL API to enable comprehensive store management, including product, customer, order, and discount operations. | 18 stars · 15 forks | No one-command install · Source | |
| 15 | 82.456 | pancake-pos-mcpmcp · back-end | Enables AI assistants to manage Vietnamese e-commerce POS operations including orders, products, customers, inventory, supply chain, sales, CRM, and… | 31 stars · 9 forks | No one-command install · Source | |
| 16 | 81.343 | shopware-admin-mcp-servermcp · back-end | Enables AI assistants to manage Shopware e-commerce data through the Admin API, including products, categories, sales channels, orders, themes, and… | 33 stars · 6 forks | No one-command install · Source | |
| 17 | 78.772 | wp-pinchmcp · other | Enables AI assistants to manage and interact with WordPress sites through MCP, providing tools for content creation, moderation, WooCommerce… | 47 stars · 2 forks | No one-command install · Source | |
| 18 | 78.612 | mcp-shopifymcp · back-end | A comprehensive MCP server for Shopify Admin API integration, enabling AI assistants to manage products, orders, customers, inventory, analytics, and… | 18 stars · 10 forks | No one-command install · Source | |
| 19 | 77.746 | arthurpanhku-dragonmcpmcp · comms | Bridges AI agents with Chinese and Hong Kong local services including MTR real-time schedules, Amap navigation, WeChat Pay, Alipay, Didi, and… | 21 stars · 6 forks | No one-command install · Source | |
| 20 | 77.233 | shopline-asgard-ai-platformmcp · back-end | Wraps the Shopline Open API into 19 tools for querying orders, products, inventory, customer analytics, and promotions from Shopline e-commerce… | 20 stars · 6 forks | No one-command install · Source | |
| 20 | 77.233 | pcdck-ozon-mcpmcp · back-end | Knowledge-rich MCP server for the full Ozon Seller + Performance API (466 methods, 15 MCP tools). Auto-pagination over 4 cursor styles… | 20 stars · 6 forks | No one-command install · Source | |
| 22 | 76.904 | haravan-pluginmdmcp · other | Manages Haravan e-commerce stores through 70 tools covering customers, orders, products, and inventory. | 18 stars · 7 forks | No one-command install · Source | |
| 23 | 76.076 | martparve-selvermcp · ai-agentsalso listed as selver-mcp | MCP server enabling Claude to shop at the Estonian grocery retailer Selver.ee with product search, smart cart building, and browser integration. | 19 stars · 5 forks | No one-command install · Source | |
| 25 | 75.544 | svinpeace-cob-shopifymcp · other | Comprehensive Shopify store management with 64 tools covering products, orders, customers, and inventory. | 18 stars · 5 forks | No one-command install · Source | |
| 26 | 75.467 | magectormcp · search | Technology-aware MCP server for Magento 2 and Adobe Commerce with intelligent indexing and search, enabling AI assistants to search, navigate, and… | 20 stars · 4 forks | No one-command install · Source | |
| 27 | 74.043 | rami-levymcp · back-end | Provides a bridge to the Rami Levy online grocery shopping platform in Israel, enabling product searches, shopping cart management, and checkout… | 11 stars · 8 forks | No one-command install · Source | |
| 28 | 73.424 | quentincody-shopify-storefront-mcp-servermcp · back-endalso listed as shopify-storefront-mcp-server | Unofficial MCP server that allows AI agents to discover Shopify storefronts and interact with them to fetch products, collections, and other store… | 9 stars · 8 forks | No one-command install · Source | |
| 30 | 72.722 | freento-mcp-server-for-magento-2mcp · ai-agents | Freento MCP is a native Magento 2 extension that implements the Model Context Protocol (MCP) — an open standard for connecting AI assistants to… | 15 stars · 4 forks | No one-command install · Source | |
| 30 | 72.722 | midhun-edv-magento-coding-standardsmcp · other | Validates Magento 2 code against 83+ coding standard rules, 150+ discouraged functions, and theme-specific conventions for Hyva, Luma, Breeze, and… | 15 stars · 4 forks | No one-command install · Source | |
| 32 | 72.112 | sapo-mcpmcp · back-end | Model Context Protocol server for Sapo.vn POS & e-commerce platform, providing 105 tools across 4 modes for managing orders, inventory, customers, and… | 13 stars · 5 forks | No one-command install · Source | |
| 33 | 71.333 | kiasumilesmcp · back-end | MCP server that recommends the best credit card for miles based on your card stack and the merchant, helping you maximize miles at checkout. | 18 stars · 2 forks | No one-command install · Source | |
| 34 | 71.077 | emenowicz-hybrismcp · other | Integrates with SAP Commerce Cloud (Hybris) for product catalog management, order processing, FlexibleSearch queries, Groovy script execution, ImpEx… | 13 stars · 4 forks | No one-command install · Source | |
| 35 | 71.025 | azure-pricingmcp · back-end | Integrates with Microsoft's Azure Retail Prices API to provide service family listings, product filtering, and monthly cost calculations for cloud… | 8 stars · 7 forks | No one-command install · Source | |
| 36 | 71.020 | ecommerce-intel-mcp-shopify-store-product-analysismcp · other | Two focused tools: store-level analysis (theme, apps installed, traffic estimates) and product extraction (full catalog with SKUs, prices, inventory)… | 6,785 installs | No commit datelisted | No one-command install · Source |
| 37 | 70.795 | zaxymcp · ai-agents | Zaxy turns agent work into durable, auditable memory: a hash-chained Eventloom log as the source of truth, an embedded temporal knowledge graph for… | 17 stars · 2 forks | No one-command install · Source | |
| 38 | 70.204 | vivaldo-product-discoverymcp · ai-agents | Public read-only MCP server for Vivaldo.shop, a European online store for MacBook cases, iPad cases, laptop sleeves, keyboard covers, screen… | 7,716 installs | No commit datelisted | No one-command install · Source |
| 39 | 69.750 | overleaf-claude-mcpmcp · ai-agents | An MCP server that lets Claude read, write, and push Overleaf LaTeX projects from the chat, with token-efficient features like sparse checkout and… | 13 stars · 3 forks | No one-command install · Source | |
| 40 | 69.349 | taha-torobjomcp · back-end | Integrates with the Torob marketplace API to provide price comparisons across Iranian e-commerce platforms and extract Instagram captions through… | 11 stars · 4 forks | No one-command install · Source | |
| 41 | 68.921 | iapticmcp · other | Integrates with Iaptic's customer and transaction data to enable querying, analysis, and insights for e-commerce and customer support tasks. | 9 stars · 6 forks | No one-command install · Source | |
| 42 | 68.220 | shopifymcp · back-end | Integrates with Shopify's GraphQL API to enable store data management through 16 specialized tools for handling products, customers, orders… | 10 stars · 4 forks | No one-command install · Source | |
| 43 | 68.063 | lumile-mercadolibremcp · observability | Integrates with MercadoLibre's e-commerce platform to simplify product and seller data retrieval, enabling functions like price monitoring, inventory… | 7 stars · 6 forks | No one-command install · Source | |
| 44 | 67.544 | siddhantbajaj-shopifymcp · back-end | Integrates with Shopify to provide tools for retrieving product and customer data, enabling e-commerce analytics and automation without API… | 6 stars · 6 forks | No one-command install · Source | |
| 45 | 66.528 | kronan-mcpmcp · back-end | MCP server for the Krónan grocery store API, enabling product search, shopping notes management, checkout, and order tracking. | 15 stars · 1 fork | No one-command install · Source | |
| 46 | 66.258 | shopsavvy-shopsavvy-mcp-servermcp · back-end | Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access… | 8 stars · 5 forks | No one-command install · Source | |
| 47 | 66.172 | yango-tech-b2bmcp · back-end | Integrates with Yango Tech's B2B API for retail operations, enabling access to order details, product information, and stock data for automated… | 11 stars · 2 forks | No one-command install · Source | |
| 48 | 66.032 | willys-mcp-servermcp · back-end | An MCP server for Sweden's largest grocery chain Willys. Enables controlling your shopping cart, browsing orders, searching products, and getting… | 4 stars · 6 forks | No one-command install · Source | |
| 49 | 65.578 | kdata-gatemcp · search | Korean market data for AI agents and e-commerce sellers sourcing from Korea — K-beauty/K-food/K-pop product search, Naver search trends, Korean stocks… | 5,352 installs | No commit datelisted | No one-command install · Source |
| 50 | 65.138 | precariat365-smart-customer-supportmcp · ai-agents | Automates e-commerce customer support by handling product inquiries, order status requests, and seamlessly transitioning to human agents when needed | 7 stars · 5 forks | No one-command install · Source | |
| 51 | 64.883 | shopify-partner-agentmcp · ai-agents | Free, open-source MCP server that connects Claude to the Shopify Partner API. 25 tools for revenue analytics, churn analysis, retention cohorts… | 13 stars · 1 fork | No one-command install · Source | |
| 52 | 63.439 | run-as-root-warden-magentomcp · database | Integrates with Warden and Magento 2 development environments to automate Docker-based workflows including project lifecycle management, database… | 7 stars · 4 forks | No one-command install · Source | |
| 53 | 62.046 | fireball1725-pcexpress-mcp-servermcp · ai-agents | Control your grocery cart with AI! This MCP server enables LLMs (like Claude) to search past orders, find products, and manage your shopping cart… | 8 stars · 2 forks | No one-command install · Source | |
| 54 | 61.362 | benwmerritt-shopifymcp · back-endalso listed as shopify-mcp, shopify-mcp-2 | Integrates with Shopify's GraphQL Admin API for complete e-commerce store management including product operations, order processing, customer… | 6 stars · 4 forks | No one-command install · Source | |
| 57 | 60.344 | trackmagemcp · auth | Integrates with TrackMage's shipment tracking and order management platform using OAuth2 authentication to provide real-time delivery status… | 2 stars · 5 forks | No one-command install · Source | |
| 58 | 60.262 | dsersmcp · otheralso listed as dsers-mcp-server | Import, edit, price, and publish products to Shopify and Wix stores via the DSers dropshipping platform. | 7 stars · 2 forks | No one-command install · Source | |
| 58 | 60.262 | salla-mcp-servermcp · back-end | Bridges AI assistants to Salla e-commerce stores for natural language operations on products, orders, and analytics. | 7 stars · 2 forks | No one-command install · Source | |
| 61 | 60.035 | sellersmith-tailorkitmcp · back-end | Provides a bridge to the TailorKit API for managing customizable e-commerce product templates, enabling creation, retrieval, and manipulation of… | 6 stars · 3 forks | No one-command install · Source | |
| 62 | 58.185 | iamfiro-17track-package-trackingmcp · back-end | Integrates with 17TRACK API to provide global package tracking across multiple carriers with fuzzy search for carrier identification and delivery… | 6 stars · 2 forks | No one-command install · Source | |
| 63 | 57.245 | magento-api-mcpmcp · back-end | Enables searching and retrieving Magento 2 REST API documentation offline via local OpenAPI parsing, supporting endpoint search, schema lookup, and… | 7 stars · 1 fork | No one-command install · Source | |
| 64 | 56.206 | dsers-mcp-productmcp · back-end | An MCP server that automates importing products from AliExpress, Alibaba, and Accio into DSers and pushing them to Shopify or Wix stores, with… | 2 stars · 4 forks | No one-command install · Source | |
| 65 | 55.515 | stackzero-ui-componentsmcp · front-end | Integrates with Stackzero Labs' commerce UI component library to browse, retrieve, and install React components optimized for e-commerce applications… | 5 stars · 2 forks | No one-command install · Source | |
| 66 | 53.985 | mcp-server-browser-use-ollamamcp · back-end | Enables AI agents to automate web browsers using local Ollama models via the Model Context Protocol, supporting tasks like web search, data… | 4 stars · 3 forks | No one-command install · Source | |
| 66 | 53.985 | afarhadi99-wordpress-woocommercemcp · back-end | Integrates with WordPress and WooCommerce REST APIs to provide complete site management including posts, pages, users, products, orders, customers… | 4 stars · 3 forks | No one-command install · Source | |
| 66 | 53.985 | shashwat-jain-shopifymcp · back-end | Provides a flexible bridge to Shopify store data, enabling interaction with product, order, and inventory information through GraphQL queries for… | 4 stars · 3 forks | No one-command install · Source | |
| 69 | 52.517 | ucp-checkermcp · payments | A universal commerce gateway for AI agents to interact with UCP-enabled stores. Enables live product discovery, real-time catalog search, and checkout… | 3,236 installs | No commit datelisted | No one-command install · Source |
| 70 | 52.498 | enneagora-e-commerce-mcp-servermcp · back-end | Enables customer support across e-commerce platforms by providing order management, product guidance, and account assistance tools through natural… | 5 stars · 1 fork | No one-command install · Source | |
| 71 | 51.401 | pepestomcp · ai-agents | Converts recipes into matched shopping carts with live prices across 27 European supermarkets via AI agents. | 7 stars | No one-command install · Source | |
| 72 | 50.895 | searchagoramcp · search | Connects AI systems to SearchAgora, a universal product search engine, enabling natural language interactions for discovering, viewing, and purchasing… | 2 stars · 3 forks | No one-command install · Source | |
| 73 | 49.325 | quiltmcp · github-vcs | Quilt gives every AI agent line-level authorship in a shared Git checkout, so multiple agents work in one repo, and each commits only its own lines… | 6 stars | No one-command install · Source | |
| 73 | 49.325 | voog-mcpmcp · back-end | MCP server for Voog CMS enabling management of Liquid templates, pages, products, ecommerce settings, and redirects via natural language or terminal… | 6 stars | No one-command install · Source | |
| 75 | 48.479 | ecommerce-store-mcpmcp · ai-agents | Enables intelligent ecommerce tools for agents and applications, including product catalog access, product addition, and shopping policies. | 1 star · 3 forks | No one-command install · Source | |
| 76 | 47.273 | oopsyz-tmf620-product-catalogmcp · back-end | Integrates with TMF620 Product Catalog Management API to enable listing, retrieving, and creating catalogs, product offerings, and specifications for… | 3 stars · 2 forks | No one-command install · Source | |
| 76 | 47.273 | adobe-commerce-magento-mcpmcp · back-end | MCP server for integrating with Adobe Commerce and Magento REST API to manage products, categories, customers, pricing, and attributes. | 3 stars · 2 forks | No one-command install · Source | |
| 76 | 47.273 | ericlott-krogermcp · auth | Integrates with Kroger's grocery API to search products, find store locations, retrieve pricing and availability information, and manage shopping… | 3 stars · 2 forks | No one-command install · Source | |
| 79 | 46.654 | hertwillmcp · back-end | Official Hertwill dropshipping MCP server with 12 tools for product discovery, margins, and Shopify/WooCommerce sync. | 5 stars | No one-command install · Source | |
| 79 | 46.654 | ksp-mcpmcp · search | Enables searching and browsing products on KSP.co.il, one of Israel's largest electronics and retail stores, using natural language. | 5 stars | No one-command install · Source | |
| 81 | 44.256 | cowboy-mcpmcp · back-end | Open-source WordPress plugin that turns any site into a Streamable HTTP MCP server. Manage posts, WooCommerce, and more from Claude Code, Codex, or… | 3 stars · 1 fork | No one-command install · Source | |
| 81 | 44.256 | shark8848-ontology-rl-ecommercemcp · other | Combines semantic knowledge representation with reinforcement learning to provide intelligent shopping assistance, product recommendations, and… | 3 stars · 1 fork | No one-command install · Source | |
| 81 | 44.256 | blue-perfumerymcp · search | Integrates with Blue Perfumery's product catalog to enable perfume discovery, search, filtering by category, and purchase link generation for… | 3 stars · 1 fork | No one-command install · Source | |
| 81 | 44.256 | wordpress-mcp-servermcp · front-end | Enables AI assistants to manage WordPress content, design, SEO, WooCommerce, and more through natural language commands. | 3 stars · 1 fork | No one-command install · Source | |
| 81 | 44.256 | florinel-chis-shopify-liquidmcp · database | Provides searchable access to Shopify's Liquid templating language documentation using SQLite full-text search across filters, objects, and tags | 3 stars · 1 fork | No one-command install · Source | |
| 81 | 44.256 | rafegal-vitra-ai-multi-agentmcp · ai-agents | Multi-agent customer service system for health and wellness retail that coordinates specialized agents for general customer service, sales… | 3 stars · 1 fork | No one-command install · Source | |
| 81 | 44.256 | tanush-yadav-shopifymcp · back-end | Integrates with Shopify's GraphQL API to enable e-commerce management tasks like inventory tracking, customer segmentation, order processing, and… | 3 stars · 1 fork | No one-command install · Source | |
| 88 | 43.275 | webcake-storefront-mcpmcp · other | Enables AI assistants to build, validate, and publish storefront pages to WebCake/StoreCake sites based on natural language descriptions. | 4 stars | No one-command install · Source | |
| 88 | 43.275 | lucasjiang-shoplinemcp · other | Manage Shopline e-commerce operations with 143 tools for products, orders, and customers. | 4 stars | No one-command install · Source | |
| 90 | 42.840 | search-mcpmcp · search | Enables LLM-powered search with Elasticsearch, including query planning, expansion, and intelligent filtering for e-commerce. | 3 forks | No one-command install · Source | |
| 91 | 41.082 | k-ruoka-mcpmcp · browser | MCP server that manages a K-Ruoka (Finnish grocery) shopping cart: read cart, add/update/remove items, clear cart, search products and stores. It uses… | 1 star · 2 forks | No one-command install · Source | |
| 91 | 41.082 | striderlabs-mcp-targetmcp · back-end | MCP server connector for Target retail shopping. Enables AI assistants to search products, manage carts, and track orders on Target.com via browser… | 1 star · 2 forks | No one-command install · Source | |
| 91 | 41.082 | findmine-shopping-stylistmcp · back-end | Integrates with FindMine's product styling API to enable fashion recommendations, outfit creation, product browsing, and style guide access for… | 1 star · 2 forks | No one-command install · Source | |
| 91 | 41.082 | kishimoto-banana-shopifymcp · back-end | Integrates with the Shopify API to enable e-commerce data management and operations for online stores, including product, order, and customer… | 1 star · 2 forks | No one-command install · Source | |
| 95 | 38.412 | agent-abilities-for-mcpmcp · ai-agents | A free WordPress plugin that turns your site into a governed MCP server, exposing 153 curated WordPress abilities (posts, media, users, WooCommerce… | 3 stars | No one-command install · Source | |
| 95 | 38.412 | cyanheads-un-comtrade-mcp-servermcp · back-end | Access UN Comtrade international merchandise and services trade statistics via MCP tools for country lookups, HS commodity search, bilateral trade… | 3 stars | No one-command install · Source | |
| 95 | 38.412 | shopify-store-builder-mcpmcp · back-end | MCP server for building Shopify stores with AI, letting Claude Code and other clients edit themes, pages, and navigation via the Admin GraphQL API… | 3 stars | No one-command install · Source | |
| 95 | 38.412 | erplinker-bigcommerce-mcpmcp · back-end | Provides AI assistants with comprehensive, precise BigCommerce developer documentation via 12 MCP tools, including REST endpoints, GraphQL operations… | 3 stars | No one-command install · Source | |
| 95 | 38.412 | salesforce-commerce-cloud-agentic-mcpmcp · back-end | The official Model Context Protocol adapter for Salesforce Commerce Cloud (B2C). Empower your AI agents to seamlessly navigate headless storefronts… | 3 stars | No one-command install · Source | |
| 95 | 38.412 | shopex-ecshopx-aimcp · back-end | Connects AI assistants to ECShopX e-commerce backend and H5 capabilities with dual stdio/HTTP transport modes. | 3 stars | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.