Armory
Source

Leaderboard

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
Sort
ScoreUsageTestedMentionsStarsName
Lowest FirstRows50100250Export

Needs the armory CLI · not on npm yet, build it from cli/ in the repository

26 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
122.557preetash88-ecommerce-product-inventorymcp · databaseCRUD operations for product inventory through MySQL with repository pattern and Zod validation1 starNo one-command install · Source
222.557mcp-analytics-servermcp · databaseEnables 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 starNo one-command install · Source
322.557asistente-comercial-mcpmcp · databaseProvides an AI agent with tools to search and analyze customer, product, and sales data from an e-commerce database using natural language.1 starNo one-command install · Source
429.013patrice-truong-cosmosdbmcp · databaseBridges Azure Cosmos DB with language models, enabling database operations like product search, order retrieval, and weather data access through…1 star · 1 forkNo one-command install · Source
544.256florinel-chis-shopify-liquidmcp · databaseProvides searchable access to Shopify's Liquid templating language documentation using SQLite full-text search across filters, objects, and tags3 stars · 1 forkNo one-command install · Source
663.439run-as-root-warden-magentomcp · databaseIntegrates with Warden and Magento 2 development environments to automate Docker-based workflows including project lifecycle management, database…7 stars · 4 forksNo one-command install · Source
783.783elgentos-magento2-devmcp · databaseIntegrates with Magento 2 through n98-magerun2 to provide cache management, module operations, configuration control, database querying, and…40 stars · 8 forksNo one-command install · Source
8Unrankedaffiliate-marketplace-mcpmcp · databaseEnables AI agents to automate the full affiliate e-commerce workflow across Shopee and TikTok Shop, including product hunting, seller auditing, review…No signals yetNo one-command install · Source
9Unrankedshop-mcp-servermcp · databaseEnables AI agents to analyze an SQLite e-commerce database via secure read-only SQL queries, providing tools for table inspection and analytical…No signals yetNo one-command install · Source
10Unrankedmagento-sql-mcp-servermcp · databaseEnables AI assistants to interact with a Magento 2 or Adobe Commerce MySQL database through 50+ read-only tools for orders, catalog, customers, CMS…No signals yetNo one-command install · Source
11Unrankedshop-db-mcp-servermcp · databaseGives AI agents read-only analytical access to an e-commerce SQLite database (customers, orders, order_items, products) via SQL queries, table…No signals yetNo one-command install · Source
12Unrankedshop-dbmcp · databaseEnables AI agents to read-only query an online store's SQLite database, listing tables, inspecting schemas, and running SELECT queries over customers…No signals yetNo one-command install · Source
13Unrankedread-only-sqlite-shop-database-mcp-servermcp · databaseEnables AI agents to safely inspect and query an SQLite e-commerce database with tools for listing tables, describing schemas, and running read-only…No signals yetNo one-command install · Source
14Unrankedshop-analytics-mcp-servermcp · databaseEnables AI agents to answer analytical questions about an online store's SQLite database through specialized read-only tools, without any risk of…No signals yetNo one-command install · Source
15Unrankedshopmcp · databaseEnables read-only interaction with an online store's SQLite database over MCP stdio, including table listing, schema inspection, safe read-only SQL…No signals yetNo one-command install · Source
16Unrankedshop-analytics-mcpmcp · databaseEnables secure analytics on an SQLite database of an online store via six specialized tools covering schema, customer metrics, product sales, category…No signals yetNo one-command install · Source
17Unrankedshop-sqlite-mcpmcp · databaseEnables safe, read-only analysis of an online store's SQLite database, providing schema introspection, restricted SELECT queries, and specialized…No signals yetNo one-command install · Source
18Unrankedlocal-database-analytics-mcp-servermcp · databaseEnables AI assistants like Claude to query, analyze, and summarize local SQLite e-commerce databases using natural language through 11 tools, schema…No signals yetNo one-command install · Source
19Unrankedmcp-server-playground-2mcp · databaseAn MCP server that demonstrates the Model Context Protocol using a mock SQLite database of an online store, offering tools for product search, sales…No signals yetNo one-command install · Source
20Unrankedmulti-tenant-analytics-mcpmcp · databaseEnables e-commerce clients to query their own analytics data in plain English with strict tenant isolation enforced by the database.No signals yetNo one-command install · Source
21Unrankedmcp-commerce-servermcp · databaseEnables natural-language querying of e-commerce data (products, users, orders) from a PostgreSQL database, using a Hugging Face model for safe intent…No signals yetNo one-command install · Source
22Unrankedagente-mcp-streamlit-ecommercemcp · databaseEnables 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 yetNo one-command install · Source
23Unrankedpostgres-recommender-mcpmcp · databaseEnables read-only SQL analytics and ALS collaborative filtering recommendations on a Postgres e-commerce database.No signals yetNo one-command install · Source
24Unrankedmcp-e-commerce-servermcp · databaseEnables e-commerce product management with CRUD operations, AI-powered descriptions, and MySQL database integration via MCP.No signals yetNo one-command install · Source
25Unrankedcondor-mcpmcp · databaseEnables searching a product catalog stored in SQLite by category via the catalog.search tool.No signals yetNo one-command install · Source
26Unrankedsport-supplements-e-commerce-mcp-servermcp · databaseConnects LLMs to a PostgreSQL e-commerce database for sports supplements, enabling natural language product search, order management, and customer…No signals yetNo 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