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 | 16.054 | unclick-2mcp · comms | AI agent tool marketplace. 60+ tools for social, e-commerce, accounting, messaging, media, and more. Search and call tools for Slack, Reddit, Discord… | 861 installs | No commit datelisted | No one-command install · Source |
| 2 | 18.503 | trustrails-uk-electronics-product-findermcp · observability | Search and compare 26,000+ UK electronics products across multiple retailers including AO. Get real-time prices, stock availability, and price… | 1,017 installs | No commit datelisted | No one-command install · Source |
| 3 | 21.768 | sterdan-steel-furnituremcp · back-end | 斯特丹STERDAN天猫旗舰店产品咨询MCP Server — 洛阳高端钢制办公家具，1374个SKU，涵盖保密柜、更衣柜、公寓床、货架、快递柜等产品线。 #e-commerce #product-catalog #steel-furniture #china | 1,200 installs | No commit datelisted | No one-command install · Source |
| 4 | 22.557 | tomkalina-shoptetmcp · back-end | MCP server for the Shoptet e-commerce platform with 48 tools covering orders, products, customers, and webhooks. | 1 star | No commit datelisted | No one-command install · Source |
| 5 | 22.557 | shopify-universal-mcp-servermcp · back-end | Provides a standardized MCP interface for interacting with Shopify tools and services, enabling unified API access and compatibility with… | 1 star | No one-command install · Source | |
| 6 | 22.557 | ubereats-mcp-server-enhancedmcp · auth | A production-ready MCP server for UberEats automation, featuring Redis-backed sessions, n8n integration, and enterprise-grade security, enabling… | 1 star | No one-command install · Source | |
| 7 | 22.557 | shopify-changelog-mcpmcp · search | Provides access to Shopify Developer and Platform changelogs via RSS feeds, enabling search, category filtering, and retrieval of recent updates. | 1 star | No one-command install · Source | |
| 8 | 22.557 | woocommerce-mcp-servermcp · back-end | An MCP server that provides access to WooCommerce REST API functionality, enabling product, order, customer, and coupon management. | 1 star | No one-command install · Source | |
| 9 | 22.557 | preetash88-ecommerce-product-inventorymcp · database | CRUD operations for product inventory through MySQL with repository pattern and Zod validation | 1 star | No one-command install · Source | |
| 10 | 22.557 | grabinsurance-mcpmcp · other | Enables contextual insurance recommendation and quoting for e-commerce deals through natural language, with tools to classify deal intents, retrieve… | 1 star | No one-command install · Source | |
| 11 | 22.557 | shopify-graphql-mcpmcp · back-end | A Model Context Protocol server that provides comprehensive access to the Shopify Admin GraphQL API, enabling AI assistants to manage Shopify stores… | 1 star | No one-command install · Source | |
| 12 | 22.557 | jumpsellermcp · other | Manage Jumpseller e-commerce stores with tools for products, orders, and customers. | 1 star | No one-command install · Source | |
| 13 | 22.557 | mayankjanmejay-bopmarketmcp · other | Automates buying, selling, and product tracking across Amazon, eBay, AliExpress, and other e-commerce platforms. | 1 star | No one-command install · Source | |
| 14 | 22.557 | teamsincetoday-recipe-commercemcp · other | Extracts recipes, ingredients, and affiliate product links from food content. | 1 star | No one-command install · Source | |
| 15 | 22.557 | recipe-commerce-intelligence-mcpmcp · other | Extracts branded ingredients and kitchen tools from recipes, matches them to affiliate products, and generates shoppable ingredient lists to turn… | 1 star | No one-command install · Source | |
| 16 | 22.557 | bitvoya-mcpmcp · payments | Luxury hotel intelligence and secure checkout handoff for AI travel agents. | 1 star | No one-command install · Source | |
| 17 | 22.557 | bitvoyamcp · payments | Luxury hotel search, rate comparison, booking quotes, and secure checkout handoff. | 1 star | No one-command install · Source | |
| 18 | 22.557 | shopify-forecast-mcpmcp · other | Enables AI assistants to forecast revenue and demand for Shopify stores using Google's TimesFM model. Provides tools for revenue forecasting, demand… | 1 star | No one-command install · Source | |
| 19 | 22.557 | ofodevelopment-cerebrochain-mcp-servermcp · back-end | Supply chain & logistics intelligence — rate shopping across 85+ carriers, inventory management, order tracking, fleet logistics, and AI-powered… | 1 star | No one-command install · Source | |
| 20 | 22.557 | vitrine3d-mcpmcp · other | 3D product viewer platform with a visual editor. Upload GLB models, style scenes with lighting, camera, and backgrounds, and embed on any website… | 1 star | armory install vitrine3d-mcp --cli claude | |
| 21 | 22.557 | boolsaimcp · auth | Enables AI agents to live-scan any public site's tech stack and query a pre-indexed directory of ecommerce vendors, account IDs, and quant signals… | 1 star | No one-command install · Source | |
| 22 | 22.557 | koreafood-mcpmcp · comms | Enables AI agents to search Korean health food product catalog, generate bilingual buyer emails, and track export tasks for Korean red ginseng and… | 1 star | No one-command install · Source | |
| 23 | 22.557 | com-wpwriter-wordpressmcp · other | Connects self-hosted WordPress sites to AI assistants for content creation, SEO, media management, and WooCommerce via 163 tools across 33 categories. | 1 star | No one-command install · Source | |
| 24 | 22.557 | ecommapimcp · other | Enables AI-powered analysis of e-commerce products and sales data, proposing price and description changes that require human approval before being… | 1 star | No one-command install · Source | |
| 25 | 22.557 | just-one-mcpmcp · back-end | A Model Context Protocol server that consolidates 237+ social/e-commerce data APIs (TikTok, Xiaohongshu, Taobao, etc.) into 6 fixed tools, enabling… | 1 star | No one-command install · Source | |
| 26 | 22.557 | retail-mcpmcp · other | Connects AI clients to retail customer, inventory, sales, order, and support capabilities through the Model Context Protocol. | 1 star | No one-command install · Source | |
| 27 | 22.557 | genflowai-codex-pluginmcp · other | GenflowAI for Codex helps creators, ecommerce teams, and marketing teams find reusable AI creative workflow templates, list their own saved workflows… | 1 star | No one-command install · Source | |
| 28 | 22.557 | india-business-mcp-servermcp · back-end | Enables LLMs to query real-time Indian bank branch details, postal PIN codes, validate GSTIN/PAN structures, check e-commerce serviceability, and… | 1 star | No one-command install · Source | |
| 29 | 22.557 | mcp-analytics-servermcp · database | Enables LLMs to interact with a SQLite e-commerce database via safe, typed MCP tools with read-only guards and auth-gated mutations, plus a Claude… | 1 star | No one-command install · Source | |
| 30 | 22.557 | yandex-metrika-mcp-2mcp · observability | Enables AI assistants to retrieve comprehensive analytics data from Yandex Metrika accounts, including traffic, content, e-commerce, and user… | 1 star | No one-command install · Source | |
| 31 | 22.557 | the-mine-works-mcp-serversmcp · back-end | Seven remote MCP servers exposing 51 published Apify scrapers as agent tools: company diligence, social listening, recruiting, real estate, lead… | 1 star | No one-command install · Source | |
| 32 | 22.557 | willys-mcpmcp · back-end | An MCP server for Willy:s that enables recipe-based shopping cart planning, product search, price comparison, and cart management through natural… | 1 star | No one-command install · Source | |
| 33 | 22.557 | asistente-comercial-mcpmcp · database | Provides an AI agent with tools to search and analyze customer, product, and sales data from an e-commerce database using natural language. | 1 star | No one-command install · Source | |
| 34 | 22.557 | fluf-mcpmcp · back-end | Enables AI agents to manage multichannel e-commerce inventory, list products, view orders, and raise support tickets across connected marketplaces via… | 1 star | No one-command install · Source | |
| 35 | 22.557 | shopify-multistore-mcpmcp · back-end | Enables conversational Admin API read/write across multiple Shopify stores with a production write-gate for safety. | 1 star | No one-command install · Source | |
| 36 | 22.557 | mcp-cat-logo-bioqu-mica-clmcp · observability | Exposes the product catalog of Bioquímica.cl as an MCP tool, enabling natural language queries for product compatibility, pricing, and stock… | 1 star | No one-command install · Source | |
| 37 | 22.557 | pepabo-colormeshop-mcpmcp · back-end | Official remote MCP server for Color Me Shop (GMO Pepabo), a Japanese e-commerce platform. Manage orders, products, inventory, customers, coupons, and… | 1 star | No one-command install · Source | |
| 38 | 22.557 | cooklikehoc-mcpmcp · back-end | A demo MCP server that lets AI clients search, read, and list recipes from a local CookLikeHOC checkout, with original source links. | 1 star | No one-command install · Source | |
| 39 | 22.557 | stockpilot-mcp-servermcp · back-end | Provides inventory analysis, risk assessment, demand forecasting, and recommendation generation tools for retail inventory optimization via a FastMCP… | 1 star | No one-command install · Source | |
| 40 | 22.557 | bidirectional-bridge-claude-codexmcp · payments | A local, repository-scoped MCP coordination bridge that lets Claude Code and Codex work together in the same checkout via tasks, leases, and… | 1 star | No one-command install · Source | |
| 41 | 22.557 | zaezdmcp · payments | Enables users to plan conference trips by finding nearby offline events, computing travel and hotel costs, and presenting up to three explained trip… | 1 star | No one-command install · Source | |
| 42 | 22.557 | enzoemir1-shopopsmcp · observability | AI e-commerce operations for inventory management, pricing, segmentation, and analytics. | 1 star | No one-command install · Source | |
| 43 | 22.557 | shopify-ai-ops-agentmcp · ai-agents | MCP server that enables autonomous ecommerce operations on Shopify, including product analytics, Meta Ads, communications, and trend intelligence… | 1 star | No one-command install · Source | |
| 44 | 22.557 | mcpbasketmcp · back-end | MCP server that provides pre-checkout basket tools and a local API/viewer, enabling agents to research products and manage a shopping cart through… | 1 star | No one-command install · Source | |
| 45 | 22.557 | semantic-product-search-mcpmcp · ai-agents | Exposes product catalog and semantic search as tools for an LLM agent, enabling natural language product recommendations based on intent rather than… | 1 star | No one-command install · Source | |
| 46 | 22.557 | shopbot-ai-mcp-servermcp · search | AI customer support MCP server with order status lookup and RAG-powered knowledge base search for e-commerce stores. | 1 star | No one-command install · Source | |
| 47 | 22.557 | treevu-cli-marketmcp · search | Search, compare prices, and purchase products across 3,760 retailers in 67 countries. | 1 star | No one-command install · Source | |
| 48 | 22.557 | yampi-mcpmcp · back-end | An MCP server that lets you manage a Yampi e-commerce store through natural language, enabling operations like looking up orders, creating products… | 1 star | No one-command install · Source | |
| 49 | 22.557 | korea-ecommerce-integrated-channel-mcpmcp · ai-agents | Enables AI agents to manage products across multiple Korean e-commerce platforms (Naver SmartStore, Coupang, 11st, Gmarket) including listing… | 1 star | No one-command install · Source | |
| 50 | 22.557 | piers-fawkes-foddamcp · other | Expert-curated knowledge graphs for retail, beauty, and sports. | 1 star | No one-command install · Source | |
| 51 | 22.557 | forge-cascade-mcpmcp · payments | Exposes tools for enterprise AI memory buyer routes, including checkout links and paid route recommendations based on buyer context. | 1 star | No one-command install · Source | |
| 52 | 23.374 | n0119566-storemcp · back-end | Provides a bridge to e-commerce data for retrieving customer information, looking up orders by customer ID, and searching customers by name through a… | 1 fork | No one-command install · Source | |
| 53 | 23.374 | coupang-mcp-servermcp · back-end | Enables searching and retrieving product information from Coupang (Korean e-commerce) via affiliate API, including product search, details, category… | 1 fork | No one-command install · Source | |
| 54 | 23.374 | theyahia-kaspimcp · back-end | Integrates with Kaspi.kz Marketplace API for order management and product catalog access. | 1 fork | No one-command install · Source | |
| 55 | 23.374 | bedrock-agent-core-operations-hub-mcpmcp · ai-agents | An autonomous AI operations hub for enterprise e-commerce that uses a decentralized MCP mesh and LLM-as-Judge consensus to detect and self-heal… | 1 fork | No one-command install · Source | |
| 56 | 23.374 | verityscore-mcp-servermcp · back-end | Enables GEO auditing and optimization for Shopify stores, including GEO score, AI readiness checks, and actionable recommendations. | 1 fork | No one-command install · Source | |
| 57 | 23.374 | verity-scoremcp · other | GEO audit for Shopify stores with AI readiness scoring and vertical checklists. | 1 fork | No one-command install · Source | |
| 58 | 23.374 | intern-mcpmcp · ai-agents | Local stdio MCP server for working on Intern-hosted sites through guarded Git checkouts. It enables authentication, site preparation, testing… | 1 fork | No one-command install · Source | |
| 59 | 23.374 | beatapi-codex-pluginmcp · comms | Enables creating and managing BeatAPI AI Music Video and Ecommerce Video workflows. Supports inspecting workflows, credits, usage, uploading files… | 1 fork | No one-command install · Source | |
| 60 | 28.843 | ecomgraphmcp · search | **Independent Shopify app discovery for AI agents.** Search, compare, and pull metadata for 8,000+ ecommerce apps from the EcomGraph catalog. ## Tools… | 1,554 installs | No commit datelisted | No one-command install · Source |
| 61 | 29.013 | patrice-truong-cosmosdbmcp · database | Bridges Azure Cosmos DB with language models, enabling database operations like product search, order retrieval, and weather data access through… | 1 star · 1 fork | No one-command install · Source | |
| 62 | 29.013 | watchdealer-pavel-watchbasemcp · back-end | Integrates with WatchBase Data Feed API to provide structured access to comprehensive watch metadata including brands, collections, reference numbers… | 1 star · 1 fork | No one-command install · Source | |
| 63 | 29.013 | horoshop-mcp-servermcp · back-end | An unofficial MCP server that connects AI agents to Horoshop e-commerce stores, providing tools for managing orders, products, and store operations… | 1 star · 1 fork | No one-command install · Source | |
| 64 | 29.013 | rappimcpmcp · payments | Enables Claude to browse stores, search products, manage the cart, and open checkout on Rappi Chile through natural language, automating grocery and… | 1 star · 1 fork | No one-command install · Source | |
| 65 | 29.013 | sychev-labmcp · payments | Exposes Sychev Lab's e-commerce platform including products, articles, tutorials, and checkout tools. | 1 star · 1 fork | No one-command install · Source | |
| 66 | 29.013 | den-indance-shopify-promcp · back-end | Shopify MCP server with real ShopifyQL analytics, auto-refresh auth, and Shopify 2026-04 API support. | 1 star · 1 fork | No one-command install · Source | |
| 67 | 29.013 | theyahia-retailcrmmcp · search | Integrates with RetailCRM e-commerce platform for managing orders, creating new orders, and searching customers. | 1 star · 1 fork | No one-command install · Source | |
| 68 | 29.013 | retailcrm-mcpmcp · back-end | Production-grade MCP server for RetailCRM e-commerce CRM. Provides 39 tools and 2 prompt skills to manage orders, customers, products, inventory… | 1 star · 1 fork | No one-command install · Source | |
| 69 | 29.013 | packriftmcp · payments | Enables AI agents to search packaging inventory, check pricing, recommend boxes, estimate shipping, and generate checkout links for Packrift. | 1 star · 1 fork | No one-command install · Source | |
| 70 | 32.223 | universal-shopping-agent-mcp-servermcp · back-end | Enables AI-powered shopping assistance by analyzing natural language shopping queries and automating product searches on multiple e-commerce… | 2 stars | No one-command install · Source | |
| 71 | 32.223 | pressomcp · other | Connect e-commerce and marketing data to AI assistants via MCP. | 2 stars | No one-command install · Source | |
| 72 | 32.223 | samrothschild23-intelligence-apimcp · back-end | E-commerce and business intelligence MCP server. Analyze any Shopify store, research Amazon products with Opportunity Score and FBA profitability… | 2 stars | No one-command install · Source | |
| 73 | 32.223 | silicon-army-mcpmcp · search | AI agent toolset for cross-border e-commerce and foreign trade, enabling customer discovery, communication, data analysis, and supplier search via MCP… | 2 stars | No one-command install · Source | |
| 74 | 32.223 | tsetmc-history-mcpmcp · ai-agents | Provides access to Iranian stock market historical data (price/trade and retail/institutional) via BrsApi, with tools, prompts, and resources for… | 2 stars | No one-command install · Source | |
| 75 | 32.223 | catalog-attribute-normalizermcp · search | Normalizes messy product catalog attributes and maps products to taxonomies like Google and Shopify, with retrieval-grounded category classification. | 2 stars | No one-command install · Source | |
| 76 | 32.223 | target-grocery-mcp-servermcp · back-end | Enables AI agents to search Target for groceries, compare unit prices, and manage a shopping cart, stopping short of checkout to keep the human in… | 2 stars | No one-command install · Source | |
| 77 | 32.223 | posokanei-mcpmcp · back-end | Read-only MCP server for Greek supermarket product and price data from PosoKanei. Enables product search, barcode lookup, price comparison across… | 2 stars | No one-command install · Source | |
| 78 | 32.223 | shopify-multi-storemcp · back-end | Enables secure management of multiple Shopify Admin stores through separate aliases and access tokens, supporting GraphQL queries and mutations with… | 2 stars | No one-command install · Source | |
| 79 | 35.443 | tolstoymcpmcp · search | Tolstoy MCP for AI-native ecommerce brands: Studio generates marketing videos and images, Library manages your media library, shoppable widgets, and… | 2 forks | No one-command install · Source | |
| 80 | 38.066 | ya-metrics-mcpmcp · observability | MCP server for Yandex Metrika analytics, enabling AI assistants to access traffic, content, demographics, conversion, e-commerce, and drill-down… | 2 stars · 1 fork | No one-command install · Source | |
| 81 | 38.066 | mcp-server-woocommercemcp · ai-agents | MCP server for managing WooCommerce stores through AI assistants like Claude. Provides 101 tools covering products, orders, customers, coupons… | 2 stars · 1 fork | No one-command install · Source | |
| 82 | 38.066 | amitgurbani-woocommercemcp · other | Comprehensive WooCommerce store management with 101 tools for products, orders, customers, coupons, shipping, and more. | 2 stars · 1 fork | No one-command install · Source | |
| 83 | 38.066 | devkindhq-swellmcp · other | Manage Swell e-commerce products, orders, and customers via AI assistants. | 2 stars · 1 fork | No one-command install · Source | |
| 84 | 38.066 | prufamcp · observability | Point your coding agent at a URL and get a real-browser QA audit: broken signup/login/checkout flows, JS console errors, missing analytics, consent +… | 2 stars · 1 fork | No one-command install · Source | |
| 85 | 38.066 | replenishradarmcp · other | Multi-channel inventory intelligence for Shopify and Amazon with stockout risk analysis, demand forecasts, and purchase order management. | 2 stars · 1 fork | No one-command install · Source | |
| 86 | 38.066 | woocommerce-mcpmcp · back-end | Read-only MCP server for WooCommerce that enables answering questions about products, orders, sales, and blog posts via the WordPress REST API without… | 2 stars · 1 fork | No one-command install · Source | |
| 87 | 38.412 | brahim-benzarti-shopify-storemcp · back-end | Connects to live Shopify stores via Admin and Storefront APIs for real-time store operations, inventory management, bulk operations, and customer… | 3 stars | No one-command install · Source | |
| 88 | 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 | |
| 89 | 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 | |
| 90 | 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 | |
| 91 | 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 | |
| 92 | 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 | |
| 93 | 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 | |
| 94 | 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 | 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 | |
| 96 | 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 | |
| 97 | 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 | |
| 98 | 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 | |
| 99 | 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 | |
| 100 | 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 |
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.