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 | 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 | |
| 2 | 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 | |
| 3 | 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 | |
| 4 | 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 |
| 5 | 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 | |
| 6 | 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 | |
| 7 | 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 | |
| 8 | 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 | |
| 9 | 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 | |
| 10 | 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 | |
| 11 | 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 | |
| 12 | 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 | |
| 13 | 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 |
| 14 | 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 | |
| 15 | Unranked | tuma250-mcpmcp · search | Enables AI clients to search products, manage shopping carts, and browse order history on the Tuma 250 grocery site in Kigali, Rwanda. | No signals yet | No one-command install · Source | |
| 16 | Unranked | ecommerce-retail-rag-mcpmcp · search | Enables e-commerce customer service agents to retrieve product catalog and return/delivery policy documents through multi-source RAG with RRF fusion… | No signals yet | No one-command install · Source | |
| 17 | Unranked | product-catalog-mcpmcp · search | Enables CRUD operations and search on an Excel-backed product catalog, allowing users to list, search, add, update, and delete products. | No signals yet | No one-command install · Source | |
| 18 | Unranked | agentic-support-agent-mcpmcp · search | Enables AI agents to check order statuses, retrieve FAQ policy answers via RAG, and create/manage support tickets, all based on the e-commerce support… | No signals yet | No one-command install · Source | |
| 19 | Unranked | shopflow-mcpmcp · search | Enables retrieval of domain knowledge and expert matching for e-commerce delivery reviews, with unified evidence snapshot freezing. | No signals yet | No one-command install · Source | |
| 20 | Unranked | e-commerce-support-agent-mcp-servermcp · search | Provides e-commerce customer support tools for order status, delivery, account, and policy questions, with RAG-grounded retrieval and strict… | No signals yet | No one-command install · Source | |
| 21 | Unranked | geekbi-temu-research-mcpmcp · search | Provides Temu e-commerce data analysis and market research tools via MCP, enabling AI agents to search products, images, stores, categories, keywords… | No signals yet | No one-command install · Source | |
| 22 | Unranked | yandex-cloud-docs-mcpmcp · search | Provides offline, read-only full-text search over a local Yandex Cloud documentation checkout via MCP, with ranked search, line-numbered excerpts, and… | No signals yet | No one-command install · Source | |
| 23 | Unranked | ecommerce-promptsmcp · search | Provides AI assistants with access to a library of 924 free ecommerce marketing prompts across 43 categories, enabling tools to list collections… | No signals yet | No one-command install · Source | |
| 24 | Unranked | synchronitymcp · search | Enables AI assistants to search, compare, and buy products across connected WooCommerce stores with human-in-the-loop approval. | No signals yet | No one-command install · Source | |
| 25 | 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 | |
| 26 | 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 | |
| 27 | 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 | |
| 28 | 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 | |
| 29 | 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 | |
| 30 | 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 | |
| 31 | 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 | |
| 32 | 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 | |
| 33 | Unranked | vistoyamcp · search | Fashion product search and recommendations across multiple e-commerce stores. | No signals yet | No one-command install · Source | |
| 34 | Unranked | trustrailsmcp · search | Search UK electronics products across retailers with real-time prices and stock. | No signals yet | No one-command install · Source | |
| 35 | 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 | |
| 36 | Unranked | boolsai-directorymcp · search | Indexed ecommerce site directory with vendor lookups and brands searchable by city, market, and founder. | No signals yet | No commit datelisted | No one-command install · Source |
| 37 | Unranked | cigarfindermcp · search | Search and compare cigar prices across online retailers. | No signals yet | No commit datelisted | No one-command install · Source |
| 38 | Unranked | mercadolibre-documentationmcp · search | Integrates with Mercado Libre's API documentation to provide real-time search and retrieval of technical specifications, code examples, and… | No signals yet | No 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.