Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | Unranked | ask-aimcp · back-end | Hosted MCP server connecting Shopify, Klaviyo, GA4, Meta Ads, Google Ads, Xero, Gorgias and 20+ e-commerce data sources so AI assistants can answer… | No signals yet | No one-command install · Source | |
| 302 | Unranked | radar-de-riesgo-de-devoluci-nmcp · ai-agents | MCP server for e-commerce return risk analysis, providing tools to calculate customer risk profiles, compare segments, and identify risk factors, with… | No signals yet | No one-command install · Source | |
| 303 | Unranked | mcp-commerce-servermcp · database | Enables natural-language querying of e-commerce data (products, users, orders) from a PostgreSQL database, using a Hugging Face model for safe intent… | No signals yet | No one-command install · Source | |
| 304 | Unranked | blumen-komander-mcpmcp · payments | Enables AI assistants to order flowers from a Munich florist, including search, availability check, cart creation, and checkout link generation. | No signals yet | No one-command install · Source | |
| 305 | Unranked | squarespace-mcp-servermcp · back-end | A comprehensive MCP server that enables AI assistants to interact with Squarespace sites, providing 67 tools for website management, e-commerce… | No signals yet | No one-command install · Source | |
| 306 | Unranked | shopify-reports-mcpmcp · back-end | Enables AI agents to query Shopify analytics with ShopifyQL via the Admin GraphQL endpoint, executing queries and interpreting results like 'show me… | No signals yet | No one-command install · Source | |
| 307 | Unranked | customer-service-mcp-servermcp · observability | A FastMCP server for e-commerce customer service, providing secure read/write access to customers, orders, and support tickets with audit logging and… | No signals yet | No one-command install · Source | |
| 308 | Unranked | agentinbox-mcpmcp · ai-agents | Enables AI agents to manage a customer-support inbox with guardrails, including replying safely, handling escalations, and leveraging upsell… | No signals yet | No one-command install · Source | |
| 309 | Unranked | greencore-solutions-cpgmcp · other | CPG-to-retail grocery node intelligence — 2,235 banners across 28 markets for AI supply chain workflows. | No signals yet | No one-command install · Source | |
| 310 | Unranked | agente-ecommerce-mcp-memoriamcp · ai-agents | An MCP server that exposes a LangChain agent with short-term memory to analyze real e-commerce data through predefined SQL tools, enabling natural… | No signals yet | No one-command install · Source | |
| 311 | Unranked | sinoconnection-esimmcp · payments | Search and buy travel eSIMs for 200+ countries, with specialized China plans that deliver uncensored internet without a VPN. Exposes five read-only… | No signals yet | No one-command install · Source | |
| 312 | Unranked | mcp-gittreemcp · github-vcs | FastMCP server for managing multi-project git bare repositories and worktrees using gix. Provides tools for session, project, and workspace… | No signals yet | No one-command install · Source | |
| 313 | Unranked | airus-mcpmcp · search | MCP server exposing 1688 and OZON e-commerce crawling tools, enabling AI agents to perform product search, image search, and supplier contact scraping… | No signals yet | No one-command install · Source | |
| 314 | Unranked | project-tangomcp · back-end | A local-first Model Context Protocol server that provides LLM agents with structured access to e-commerce data (products, inventory, orders, sales… | No signals yet | No one-command install · Source | |
| 315 | Unranked | slimweb-client-mcpmcp · back-end | Consumer-side MCP server for Webless storefront operations, enabling catalog browsing, product search, and order lookup via tools. | No signals yet | No one-command install · Source | |
| 316 | Unranked | coupang-browser-mcpmcp · back-end | Personal-use MCP server that searches Coupang through your own Chrome browser, enabling product search, detail, reviews, orders, cart, and checkout… | No signals yet | No one-command install · Source | |
| 317 | Unranked | luxare-retail-mcpmcp · back-end | An MCP server that exposes Diaspark retail reporting APIs for searching customers, sales history, and inventory through tools compatible with Claude… | No signals yet | No one-command install · Source | |
| 318 | Unranked | tekweld-ecommerce-mcpmcp · back-end | MCP server that wraps the Tekweld ecommerce test API, providing tools to browse the mega menu and make generic API calls. | No signals yet | No one-command install · Source | |
| 319 | Unranked | wp-criumcp · back-end | Manages multiple WordPress sites through the Codex WP Admin Bridge plugin, offering site inspection, plugin/theme management, option reading/writing… | No signals yet | No one-command install · Source | |
| 320 | Unranked | on-demand-booksmcp · ai-agents | Find personalized puzzle books by first name from a 100,000+ title Shopify catalog. Perfect gift-finding tool for any AI agent. | No signals yet | No one-command install · Source | |
| 321 | Unranked | vortexiq-mcp-connectormcp · other | Enables read-only access to VortexIQ ecommerce AI data, including store audits, KPIs, alerts, brand DNA, and reports, through natural language… | No signals yet | No one-command install · Source | |
| 322 | Unranked | agente-mcp-streamlit-ecommercemcp · database | Enables natural-language querying of an e-commerce dataset by providing a LangChain agent that uses tools to execute parameterized SQL queries on a… | No signals yet | No one-command install · Source | |
| 323 | Unranked | ninja-mcpmcp · back-end | MCP server for AI agents to interact with the Ninja/AnaNinja mobile API, enabling mobile-compatible auth, address management, retail/grocery product… | No signals yet | No one-command install · Source | |
| 324 | Unranked | kalicart-globalmcp · back-end | Federated commerce search MCP server enabling AI agents to query real product offers, prices, and availability across independent WooCommerce stores… | No signals yet | No one-command install · Source | |
| 325 | Unranked | korea-shopping-mcpmcp · search | Enables searching, price comparison, trend analysis, and saving of Korean e-commerce products (Naver Shopping) using natural language. | No signals yet | No one-command install · Source | |
| 326 | Unranked | postgres-recommender-mcpmcp · database | Enables read-only SQL analytics and ALS collaborative filtering recommendations on a Postgres e-commerce database. | No signals yet | No one-command install · Source | |
| 327 | Unranked | beauticslab-mcpmcp · search | Enables AI assistants to search beauty products from Korean catalogs (Olive Young, Daiso, e-commerce) and analyze personal skincare routines and… | No signals yet | No one-command install · Source | |
| 328 | Unranked | vitaflow-shopify-mcpmcp · ai-agents | MCP server for VitaFlow. Connects ChatGPT to Shopify product data for product management, category cleanup, and tax setup. | No signals yet | No one-command install · Source | |
| 329 | Unranked | retail-analytics-agentmcp · ai-agents | An MCP server that combines SQL and RAG tools into a reasoning agent for answering retail analytics questions using natural language. | No signals yet | No one-command install · Source | |
| 330 | Unranked | periskop-mcp-servermcp · back-end | Enables AI agents to perform product discovery from natural language shopping intents, returning ranked products with merchant links without… | No signals yet | No one-command install · Source | |
| 331 | Unranked | velora-mcp-copilotemcp · search | Enables AI agents to assist sales advisors of the fictional e-commerce Velora by providing tools to search products, check stock, get order status… | No signals yet | No one-command install · Source | |
| 332 | Unranked | target-cart-mcpmcp · back-end | An MCP server for searching Target products and generating Shopping Cart Share links from a list of TCINs. | No signals yet | No one-command install · Source | |
| 333 | Unranked | mcp-e-commerce-servermcp · database | Enables e-commerce product management with CRUD operations, AI-powered descriptions, and MySQL database integration via MCP. | No signals yet | No one-command install · Source | |
| 334 | Unranked | agent-commerce-protocol-mcpmcp · payments | MCP server for e-commerce operations including product catalog management, cart/checkout, and Stripe integration, with built-in EU AI Act compliance. | No signals yet | No one-command install · Source | |
| 335 | Unranked | ucp-mcp-storefrontmcp · back-end | A UCP-compliant MCP storefront server that exposes product catalog operations (search, cart, checkout) as MCP tools, following UCP schema version… | No signals yet | No one-command install · Source | |
| 336 | Unranked | retail-order-sync-hubmcp · ai-agents | MCP server enabling AI agents to trace and resolve order synchronization incidents between an ERP (Odoo) and multiple marketplaces. | No signals yet | No one-command install · Source | |
| 337 | Unranked | ecommerce-catalog-agentmcp · search | Enables conversational product search and validation for e-commerce catalogs, with hybrid retrieval and live price/stock checks from a database. | No signals yet | No one-command install · Source | |
| 338 | Unranked | mcp-canadiantiremcp · search | Enables searching Canadian Tire's product catalogue, checking product details, store-level stock, and finding nearby stores. | No signals yet | No one-command install · Source | |
| 339 | Unranked | allowance-mcpmcp · payments | Enables AI agents to request purchase approval from humans, receive scoped virtual cards, complete checkout, and report receipts for audit. | No signals yet | No one-command install · Source | |
| 340 | Unranked | codinfy-mcpmcp · auth | MCP server that connects AI agents to Codinfy platform APIs for validating licenses, creating checkouts, listing products, tracking analytics… | No signals yet | No one-command install · Source | |
| 341 | Unranked | mark-coach-mcpmcp · back-end | Local MCP server that turns Mark Builds Brands' YouTube knowledge into an AI coaching assistant for ecommerce and Facebook Ads. | No signals yet | No one-command install · Source | |
| 342 | Unranked | shopify-editions-spring-26-mcpmcp · ai-agents | Query 237 features from Shopify's Spring '26 Edition with per-claim trust ratings (primary docs vs. marketing) through any AI agent — local or hosted. | No signals yet | No one-command install · Source | |
| 343 | Unranked | merchant-mcpmcp · ai-agents | A universal MCP server that provides a single merchant interface for AI agents across multiple protocols, enabling catalog browsing, checkout… | No signals yet | No one-command install · Source | |
| 344 | Unranked | markswendsen-code-tacobellmcp · browser | Automates Taco Bell ordering through browser automation for menu browsing, order customization, and pickup checkout. | No signals yet | No one-command install · Source | |
| 345 | Unranked | markswendsen-code-paneramcp · browser | Automates Panera Bread ordering through browser automation for menu browsing, order customization, and pickup checkout. | No signals yet | No one-command install · Source | |
| 346 | Unranked | markswendsen-code-chipotlemcp · browser | Automates Chipotle ordering through browser automation for location search, menu browsing, custom order building, and pickup or delivery checkout. | No signals yet | No one-command install · Source | |
| 347 | Unranked | striderlabs-mcp-chipotlemcp · ai-agents | MCP server for Chipotle — let AI agents find locations, browse menus, build custom orders, and checkout for pickup or delivery. | No signals yet | No one-command install · Source | |
| 348 | Unranked | csoai-org-ecommerce-ai-mcpmcp · other | AI tools for ecommerce product management, pricing, and catalog operations. | No signals yet | No one-command install · Source | |
| 349 | Unranked | marketplace-mcpmcp · ai-agents | Run a Shopstr / NOSTR marketplace storefront from an AI agent — create and update stalls and products in both the NIP-15 dialect and the… | No signals yet | No one-command install · Source | |
| 350 | Unranked | ecommerce-sourcing-mcp-aimcp · search | Automates cross-platform e-commerce sourcing between JD and Taobao using AI-driven browser automation to search, extract product details, compare… | No signals yet | No one-command install · Source | |
| 351 | Unranked | commerce-mcp-servermcp · back-end | Enables e-commerce operations such as product search, price updates, and order notes via MCP tools, with secure credential handling. | No signals yet | No one-command install · Source | |
| 352 | Unranked | agentstorefront-mcpmcp · ai-agents | Enables AI agents to discover, subscribe to, and call paid agent services from the AgentStorefront marketplace directly within MCP-aware clients like… | No signals yet | No one-command install · Source | |
| 353 | Unranked | mcp-commerce-startermcp · back-end | MCP server exposing Shopify commerce backend with ~22 typed tools for orders, inventory, logistics, and fulfillment, including read/write separation… | No signals yet | No one-command install · Source | |
| 354 | Unranked | mechanic-mcpmcp · search | Enables searching, fetching, and customizing Mechanic tasks and documentation for Shopify automation. Provides offline access to bundled task library… | No signals yet | No one-command install · Source | |
| 355 | Unranked | agnigateway-marketplacemcp · back-end | AI commerce platform — WooCommerce store products, flights, tours, activities and local transport via MCP. Search, availability and booking tools. No… | No signals yet | No one-command install · Source | |
| 356 | Unranked | condor-mcpmcp · database | Enables searching a product catalog stored in SQLite by category via the catalog.search tool. | No signals yet | No one-command install · Source | |
| 357 | Unranked | kockatoos-shopify-mcp-servermcp · back-end | An MCP server providing AI agents with full access to the Shopify Admin API via 136 tools for managing products, orders, customers, collections, and… | No signals yet | No one-command install · Source | |
| 358 | Unranked | partnerlens-mcpmcp · observability | Enables querying Shopify App Store intelligence including 17,000+ apps, 829,000+ reviews, category rankings, and AI-analyzed review sentiment, with… | No signals yet | No one-command install · Source | |
| 359 | Unranked | vistoyamcp · search | Fashion product search and recommendations across multiple e-commerce stores. | No signals yet | No one-command install · Source | |
| 360 | Unranked | miller-joe-shopifymcp · back-end | Manages Shopify stores via the Admin API with AI-powered product image generation. | No signals yet | No one-command install · Source | |
| 361 | Unranked | claude-ai-mcp-demomcp · back-end | MCP server that enables Claude to dynamically rebrand and restock a themeable micro-storefront, including content and look-and-feel control via MCP… | No signals yet | No one-command install · Source | |
| 362 | Unranked | dizzyvinci-apify-foundrymcp · back-end | Provides two MCP servers: Shopify Catalog Monitor for tracking product changes and US Building Permit Aggregator for construction permit data from 9… | No signals yet | No one-command install · Source | |
| 363 | Unranked | rafaelsztutman-dtc-ecommercemcp · observability | Context-optimized analytics for DTC e-commerce brands, connecting Klaviyo and Shopify data with pre-aggregated campaign, sales, and subscriber… | No signals yet | No one-command install · Source | |
| 364 | Unranked | newplanetww-commerce-startermcp · devops | Boilerplate Python MCP server with e-commerce capabilities — product catalog browsing, keyword search, and checkout initiation, deployable to Vercel. | No signals yet | No one-command install · Source | |
| 365 | Unranked | azure-pricing-mcpmcp · back-end | Enables LLMs to query Azure service pricing via the public Azure Retail Prices API, with tools for searching prices, estimating costs, comparing… | No signals yet | No one-command install · Source | |
| 366 | Unranked | universal-cart-merchant-gatemcp · ai-agents | A hosted remote MCP server for assessing merchant readiness in Universal Cart, offering tools to check readiness, classify checkout blockers, explain… | No signals yet | No one-command install · Source | |
| 367 | Unranked | lowtoxgear-mcp-server-suitemcp · back-end | Provides tools for searching and filtering low-tox products on the Lowtoxgear storefront, and scanning product barcodes to analyze ingredients against… | No signals yet | No one-command install · Source | |
| 368 | Unranked | estroni-storefrontmcp · back-end | Read-only access to the Estroni activewear product catalog including product search, details, collections, and store policies via Shopify's storefront… | No signals yet | No one-command install · Source | |
| 369 | Unranked | estroni-storefront-mcpmcp · ai-agents | Read-only MCP server for the Estroni online store, allowing AI agents to search products, fetch product details, list collections, and retrieve… | No signals yet | No one-command install · Source | |
| 370 | Unranked | merch-connectormcp · ai-agents | An MCP server that gives AI agents eyes on any e-commerce storefront, enabling scraping, analysis, and comparison through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 371 | Unranked | bluedart-mcp-servermcp · back-end | MCP server for BlueDart (DHL eCommerce India) shipping API enabling waybill creation, tracking, pickup scheduling, and transit time lookup via MCP… | No signals yet | No one-command install · Source | |
| 372 | Unranked | buywhere-mcpmcp · ai-agents | MCP server for the BuyWhere product catalog. Lets Claude Desktop, Cursor, Windsurf, and other MCP-compatible agents search and retrieve products… | No signals yet | No one-command install · Source | |
| 373 | Unranked | richmondteo-code-buywheremcp · back-end | Searches and compares products from Southeast Asian retailers via the BuyWhere product catalog API. | No signals yet | No one-command install · Source | |
| 374 | Unranked | fichepromcp · other | E-commerce product listing generation and SEO optimization for dropshippers. | No signals yet | No one-command install · Source | |
| 375 | Unranked | fichepro-mcp-servermcp · back-end | Enables dropshippers and e-commerce operators to generate SEO-optimized product listings, score SEO, audit catalogs, discover niches and suppliers… | No signals yet | No one-command install · Source | |
| 376 | Unranked | xurprisemcp · other | Commerce discovery for SEA and China with attribution-tracked storefronts across Taobao, Shopee, Shein, and more. | No signals yet | No one-command install · Source | |
| 377 | Unranked | flin-shopify-analytics-mcpmcp · back-end | Read-only MCP server for querying Shopify analytics data, including orders, customers, products, sales, retention, and attribution. | No signals yet | No one-command install · Source | |
| 378 | Unranked | gobox-mcpmcp · comms | Enables AI agents and automation tools to interact with the Gobox e-commerce platform, providing tools for orders, products, inventory, warehouses… | No signals yet | No one-command install · Source | |
| 379 | Unranked | ecommerce-mcp-servermcp · back-end | Enables AI agents to search products, lookup barcodes, and manage shopping carts and wishlists using free e-commerce APIs. | No signals yet | No one-command install · Source | |
| 380 | Unranked | trustrailsmcp · search | Search UK electronics products across retailers with real-time prices and stock. | No signals yet | No one-command install · Source | |
| 381 | Unranked | trustrails-mcp-servermcp · back-end | Searches UK electronics products across multiple retailers, compares prices, and provides purchase links. | No signals yet | No one-command install · Source | |
| 382 | Unranked | product-sourcemcp · other | Real-time product data across 450+ retailers. Query any UPC for prices, images, and margin data. | No signals yet | No one-command install · Source | |
| 383 | Unranked | business-bridge-mcp-servermcp · back-end | Enables AI agents to connect and interact with common business platforms like Shopify, WordPress, and Calendly via pre-built connectors for tasks such… | No signals yet | No one-command install · Source | |
| 384 | Unranked | chasewnorton-shopify-adminmcp · back-end | Production-grade MCP server for Shopify Admin GraphQL API with schema-driven tools and cost-aware throttling. | No signals yet | No one-command install · Source | |
| 385 | Unranked | shopify-admin-mcpmcp · back-end | Production-grade MCP server for the Shopify Admin GraphQL API, exposing typed tools for AI agents to manage products, orders, customers, and more. | No signals yet | No one-command install · Source | |
| 386 | Unranked | shopify-store-mcpmcp · observability | Enables AI agents to manage Shopify stores via natural language, with tools for products, orders, inventory, customers, and analytics. | No signals yet | No one-command install · Source | |
| 387 | Unranked | fastspring-mcp-servermcp · back-end | Enables interaction with FastSpring e-commerce platform for managing orders, subscriptions, and accounts through natural language using the Model… | No signals yet | No one-command install · Source | |
| 388 | Unranked | billz-mcpmcp · back-end | MCP server for the BILLZ POS/Retail API 2.0, enabling AI agents to perform analytics and full retail operations including sales, products, customers… | No signals yet | No one-command install · Source | |
| 389 | Unranked | sputnikx-marketmcp · observability | EU trade analytics, product catalog, orders, and heating fuel calculator. | No signals yet | No one-command install · Source | |
| 390 | Unranked | shopify-insights-mcpmcp · other | Enables Shopify store owners to get actionable business insights such as sales comparisons, inventory alerts, and recommendations, transforming raw… | No signals yet | No one-command install · Source | |
| 391 | Unranked | agentic-product-protocol-mcp-servermcp · back-end | Klarna-style product discovery for AI shopping agents. Makes product catalogs machine-readable so AI agents can search, compare, and purchase products… | No signals yet | No one-command install · Source | |
| 392 | Unranked | adminagentmcp · ai-agents | AI-powered Shopify Admin via Claude + MCP, enabling full store management through conversation including products, collections, analytics, and bulk… | No signals yet | No one-command install · Source | |
| 393 | Unranked | vexlymcp · observability | Cross-service business analytics across Shopify, Meta Ads, Google Ads, and more. | No signals yet | No one-command install · Source | |
| 394 | Unranked | bhaveshsathawara-atolls-cashbackmcp · search | Search cashback offers from Atolls' network of merchants across fashion, electronics, travel, and retail categories. | No signals yet | No one-command install · Source | |
| 395 | Unranked | wonderkraftzmcp · back-end | Premium gifting marketplace with product search, recommendations, cart management, and checkout via Shopify Storefront API. | No signals yet | No one-command install · Source | |
| 396 | Unranked | wonderkraftz-mcpmcp · back-end | An MCP server that connects AI assistants to the Wonderkraftz Premium Gifting Studio, enabling product browsing, personalized gift recommendations… | No signals yet | No one-command install · Source | |
| 397 | Unranked | gh-tagteamdesign-lightsync-promcp · front-end | Sync Lightroom, Figma, Dropbox, and Canva assets to WordPress and Shopify. | No signals yet | No one-command install · Source | |
| 398 | Unranked | azure-cost-mcpmcp · ai-agents | An MCP server that gives Claude live access to Azure pricing and cost data — retail prices, VM comparisons, reservation analysis, architecture… | No signals yet | No one-command install · Source | |
| 399 | Unranked | shopify-mcp-managermcp · observability | Enables AI assistants like Cursor or Claude Desktop to fully manage a Shopify store using the Model Context Protocol, with tools for products, orders… | No signals yet | No one-command install · Source | |
| 400 | Unranked | e-commerce-mcp-servermcp · back-end | Enables AI assistants to manage products, shopping carts, and orders in an online store through a well-defined MCP API. | No signals yet | 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.