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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

67 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
198.177tau-bencheval · ai-agentsTau-bench: agent benchmark for tool-agent-user interactions in retail and airline domains with policy-grounded evaluation.1,416 stars · 215 forks · 1 mentionNo one-command install · Source
293.461northcindermcp · ai-agentsNorthCinder 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 forksNo one-command install · Source
389.252boldcommerce-magento2mcp · ai-agentsConnects Claude to Magento 2 e-commerce platforms for querying product information, customer data, order statistics, and revenue metrics using natural…59 stars · 25 forksNo one-command install · Source
484.859mcp-cn-commercemcp · ai-agentsA 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 forksNo one-command install · Source
583.427kaprukamcp · ai-agentsConnect AI agents to Kapruka's live product catalog — Sri Lanka's largest e-commerce platform.21 stars · 15 forksNo one-command install · Source
676.076martparve-selvermcp · ai-agentsMCP server enabling Claude to shop at the Estonian grocery retailer Selver.ee with product search, smart cart building, and browser integration.19 stars · 5 forksNo one-command install · Source
772.722freento-mcp-server-for-magento-2mcp · ai-agentsFreento 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 forksNo one-command install · Source
870.795zaxymcp · ai-agentsZaxy 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 forksNo one-command install · Source
970.204vivaldo-product-discoverymcp · ai-agentsPublic read-only MCP server for Vivaldo.shop, a European online store for MacBook cases, iPad cases, laptop sleeves, keyboard covers, screen…7,716 installsNo commit datelisted No one-command install · Source
1069.750overleaf-claude-mcpmcp · ai-agentsAn 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 forksNo one-command install · Source
1165.138precariat365-smart-customer-supportmcp · ai-agentsAutomates e-commerce customer support by handling product inquiries, order status requests, and seamlessly transitioning to human agents when needed7 stars · 5 forksNo one-command install · Source
1264.883shopify-partner-agentmcp · ai-agentsFree, open-source MCP server that connects Claude to the Shopify Partner API. 25 tools for revenue analytics, churn analysis, retention cohorts…13 stars · 1 forkNo one-command install · Source
1362.046fireball1725-pcexpress-mcp-servermcp · ai-agentsControl 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 forksNo one-command install · Source
1451.401pepestomcp · ai-agentsConverts recipes into matched shopping carts with live prices across 27 European supermarkets via AI agents.7 starsNo one-command install · Source
1548.479ecommerce-store-mcpmcp · ai-agentsEnables intelligent ecommerce tools for agents and applications, including product catalog access, product addition, and shopping policies.1 star · 3 forksNo one-command install · Source
1644.256rafegal-vitra-ai-multi-agentmcp · ai-agentsMulti-agent customer service system for health and wellness retail that coordinates specialized agents for general customer service, sales…3 stars · 1 forkNo one-command install · Source
1738.412agent-abilities-for-mcpmcp · ai-agentsA free WordPress plugin that turns your site into a governed MCP server, exposing 153 curated WordPress abilities (posts, media, users, WooCommerce…3 starsNo one-command install · Source
1838.066mcp-server-woocommercemcp · ai-agentsMCP server for managing WooCommerce stores through AI assistants like Claude. Provides 101 tools covering products, orders, customers, coupons…2 stars · 1 forkNo one-command install · Source
1932.223tsetmc-history-mcpmcp · ai-agentsProvides access to Iranian stock market historical data (price/trade and retail/institutional) via BrsApi, with tools, prompts, and resources for…2 starsNo one-command install · Source
2023.374intern-mcpmcp · ai-agentsLocal stdio MCP server for working on Intern-hosted sites through guarded Git checkouts. It enables authentication, site preparation, testing…1 forkNo one-command install · Source
2023.374bedrock-agent-core-operations-hub-mcpmcp · ai-agentsAn 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 forkNo one-command install · Source
2222.557korea-ecommerce-integrated-channel-mcpmcp · ai-agentsEnables AI agents to manage products across multiple Korean e-commerce platforms (Naver SmartStore, Coupang, 11st, Gmarket) including listing…1 starNo one-command install · Source
2222.557semantic-product-search-mcpmcp · ai-agentsExposes product catalog and semantic search as tools for an LLM agent, enabling natural language product recommendations based on intent rather than…1 starNo one-command install · Source
2222.557shopify-ai-ops-agentmcp · ai-agentsMCP server that enables autonomous ecommerce operations on Shopify, including product analytics, Meta Ads, communications, and trend intelligence…1 starNo one-command install · Source
25Unrankedbiznetai-mcp-servermcp · ai-agentsA hosted MCP server that routes natural-language shopping queries to independent merchant storefronts, returning normalized product and merchant…No signals yetNo one-command install · Source
26Unrankedbaumarkt-mcpmcp · ai-agentsMCP server that lets an LLM search and compare prices across four German hardware-store retailers (Hornbach, BAUHAUS, Globus, OBI), with store pickup…No signals yetNo one-command install · Source
27Unrankedecommerce-insight-mcpmcp · ai-agentsAn MCP server that scrapes e-commerce product and category pages into structured JSON, enabling Claude to build presentations, market analyses, and…No signals yetNo one-command install · Source
28Unrankedcross-shopmcp · ai-agentsBatch-first MCP server for product search, product detail, and anonymous shipping quotes across public storefronts and marketplaces, exposing search…No signals yetNo one-command install · Source
29Unrankedvibe-wpmcp · ai-agentsUniversal MCP server for WordPress & WooCommerce, enabling AI agents to execute PHP, extract product attributes, and manage 38 builders/plugins with a…No signals yetNo one-command install · Source
30Unrankedsmart-retail-mcpmcp · ai-agentsMCP server that provides predictive inventory analysis tools to AI agents, including current stock, sales velocity, and replenishment alerts.No signals yetNo one-command install · Source
31Unrankedquickerspot-mcpmcp · ai-agentsOfficial Model Context Protocol (MCP) Server for QuickerSpot — AI-powered commercial radio and retail sound automation. Connect your AI Assistants…No signals yetNo one-command install · Source
32Unrankedjanus-kinematic-drivemcp · ai-agentsGives your agent a private Kinematic Drive: a deterministic memory engine for sub-millisecond exact recall over code and docs with no hallucination…No signals yetNo one-command install · Source
33Unrankedagentreadymcp · ai-agentsMCP server for auditing e-commerce stores' AI agent readiness, providing deterministic scores, blockers, and fixes. Enables agents to call…No signals yetNo one-command install · Source
34Unrankedcatalog-intelligence-agentmcp · ai-agentsMCP server for autonomous catalog enrichment, turning raw ERP data into storefront-ready product listings with SEO titles, descriptions, images…No signals yetNo one-command install · Source
35Unrankedgempack-shopmcp · ai-agentsMCP server for a demo Nintendo Switch game shop. Enables agents to list/search games, manage the cart, and perform demo checkout while sharing state…No signals yetNo one-command install · Source
36Unrankedwhats-inherited-mcpmcp · ai-agentsEnumerates everything in a code checkout addressed to an AI agent, including instruction files, hook commands, declared MCP servers, and…No signals yetNo one-command install · Source
37Unrankedmcp-server-sharepointmcp · ai-agentsMCP server that enables AI agents to read, edit, and manage SharePoint documents with proper checkout, check-in, version history, and audit trails.No signals yetNo one-command install · Source
38Unrankedshopify-global-catalog-mcp-adaptermcp · ai-agentsThis MCP server bridges XiaoYi to Shopify's catalog search by translating SSE requests to Streamable HTTP and providing the required UCP agent…No signals yetNo one-command install · Source
39Unrankedecommerce-mcpmcp · ai-agentsMCP server for commerce-operations self-service. Lets an AI agent look up order details and search orders without needing developer or SQL access.No signals yetNo one-command install · Source
40Unrankedecom-mcpmcp · ai-agentsAn MCP server for e-commerce operations that enables AI agents to investigate stuck orders, surface fulfillment anomalies, and create escalation…No signals yetNo one-command install · Source
41Unrankedradar-de-riesgo-de-devoluci-nmcp · ai-agentsMCP server for e-commerce return risk analysis, providing tools to calculate customer risk profiles, compare segments, and identify risk factors, with…No signals yetNo one-command install · Source
42Unrankedagentinbox-mcpmcp · ai-agentsEnables AI agents to manage a customer-support inbox with guardrails, including replying safely, handling escalations, and leveraging upsell…No signals yetNo one-command install · Source
43Unrankedagente-ecommerce-mcp-memoriamcp · ai-agentsAn 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 yetNo one-command install · Source
44Unrankedon-demand-booksmcp · ai-agentsFind personalized puzzle books by first name from a 100,000+ title Shopify catalog. Perfect gift-finding tool for any AI agent.No signals yetNo one-command install · Source
45Unrankedvitaflow-shopify-mcpmcp · ai-agentsMCP server for VitaFlow. Connects ChatGPT to Shopify product data for product management, category cleanup, and tax setup.No signals yetNo one-command install · Source
46Unrankedretail-analytics-agentmcp · ai-agentsAn MCP server that combines SQL and RAG tools into a reasoning agent for answering retail analytics questions using natural language.No signals yetNo one-command install · Source
47Unrankedretail-order-sync-hubmcp · ai-agentsMCP server enabling AI agents to trace and resolve order synchronization incidents between an ERP (Odoo) and multiple marketplaces.No signals yetNo one-command install · Source
48Unrankedshopify-editions-spring-26-mcpmcp · ai-agentsQuery 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 yetNo one-command install · Source
49Unrankedmerchant-mcpmcp · ai-agentsA universal MCP server that provides a single merchant interface for AI agents across multiple protocols, enabling catalog browsing, checkout…No signals yetNo one-command install · Source
50Unrankedstriderlabs-mcp-chipotlemcp · ai-agentsMCP server for Chipotle — let AI agents find locations, browse menus, build custom orders, and checkout for pickup or delivery.No signals yetNo one-command install · Source
51Unrankedmarketplace-mcpmcp · ai-agentsRun 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 yetNo one-command install · Source
52Unrankedagentstorefront-mcpmcp · ai-agentsEnables AI agents to discover, subscribe to, and call paid agent services from the AgentStorefront marketplace directly within MCP-aware clients like…No signals yetNo one-command install · Source
53Unrankeduniversal-cart-merchant-gatemcp · ai-agentsA hosted remote MCP server for assessing merchant readiness in Universal Cart, offering tools to check readiness, classify checkout blockers, explain…No signals yetNo one-command install · Source
54Unrankedestroni-storefront-mcpmcp · ai-agentsRead-only MCP server for the Estroni online store, allowing AI agents to search products, fetch product details, list collections, and retrieve…No signals yetNo one-command install · Source
55Unrankedmerch-connectormcp · ai-agentsAn MCP server that gives AI agents eyes on any e-commerce storefront, enabling scraping, analysis, and comparison through the Model Context Protocol.No signals yetNo one-command install · Source
56Unrankedbuywhere-mcpmcp · ai-agentsMCP server for the BuyWhere product catalog. Lets Claude Desktop, Cursor, Windsurf, and other MCP-compatible agents search and retrieve products…No signals yetNo one-command install · Source
57Unrankedadminagentmcp · ai-agentsAI-powered Shopify Admin via Claude + MCP, enabling full store management through conversation including products, collections, analytics, and bulk…No signals yetNo one-command install · Source
58Unrankedazure-cost-mcpmcp · ai-agentsAn MCP server that gives Claude live access to Azure pricing and cost data — retail prices, VM comparisons, reservation analysis, architecture…No signals yetNo one-command install · Source
59Unrankedbriermcp · ai-agentsBrier is an MCP server that enables AI shopping agents to search products, compare them against a user's brief, and provide ranked recommendations…No signals yetNo commit datelisted No one-command install · Source
60Unrankedcolour-memory-apimcp · ai-agents40-tool colour intelligence API for AI agents. Cultural risk, archive-verified colour naming, palette generation, WCAG accessibility, material…No signals yetNo commit datelisted No one-command install · Source
61Unrankedecommerce-fashion-market-analysismcp · ai-agentsA fashion vertical MCP server providing tools for product SEO audits and trend analysis to integrate with AI agents like Claude, Cursor, and Codex.No signals yetNo commit datelisted No one-command install · Source
62Unrankedmagento-spec-mcpmcp · ai-agentsProvides AI agents with Magento 2.4.8-p5 / PHP 8.3 technical standards, patterns, and review checklists via MCP tools, enabling them to reference the…No signals yetNo commit datelisted No one-command install · Source
63Unrankedmytime-mcpmcp · ai-agentsRemote MCP server for MY:TIME's competitive intelligence platform. Enables querying competitor e-commerce data, social metrics, and demand estimates…No signals yetNo commit datelisted No one-command install · Source
64Unrankedp3-edi-mcpmcp · ai-agentsA read-only MCP server for diagnosing EDI order processing and Shopify inventory issues, enabling support teams to answer tickets via Claude without…No signals yetNo commit datelisted No one-command install · Source
65Unrankedpimcore-expertsubagent · ai-agentsExpert Pimcore development assistant specializing in CMS, DAM, PIM, and E-Commerce solutions with Symfony integrationNo signals yetNo commit datelisted armory install pimcore-expert --cli claude
66Unrankedproject-plannersubagent · ai-agentsPROACTIVELY USE this agent when you need to create comprehensive project plans, break down complex requirements into manageable tasks, estimate…No signals yetNo commit datelisted armory install project-planner --cli claude
67Unrankedsusmcpmcp · ai-agentsSuspicious Antwerp's company-wide conversational data layer: a standalone MCP server that wraps existing systems (adsAgent, suspiciousAI, Shopify MCP)…No signals yetNo commit datelisted 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.

Leaderboard · Armory