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
Highest FirstRows50100250Export

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

19 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
168.063lumile-mercadolibremcp · observabilityIntegrates with MercadoLibre's e-commerce platform to simplify product and seller data retrieval, enabling functions like price monitoring, inventory…7 stars · 6 forksNo one-command install · Source
238.066prufamcp · observabilityPoint 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 forkNo one-command install · Source
238.066ya-metrics-mcpmcp · observabilityMCP server for Yandex Metrika analytics, enabling AI assistants to access traffic, content, demographics, conversion, e-commerce, and drill-down…2 stars · 1 forkNo one-command install · Source
422.557enzoemir1-shopopsmcp · observabilityAI e-commerce operations for inventory management, pricing, segmentation, and analytics.1 starNo one-command install · Source
422.557mcp-cat-logo-bioqu-mica-clmcp · observabilityExposes the product catalog of Bioquímica.cl as an MCP tool, enabling natural language queries for product compatibility, pricing, and stock…1 starNo one-command install · Source
422.557yandex-metrika-mcp-2mcp · observabilityEnables AI assistants to retrieve comprehensive analytics data from Yandex Metrika accounts, including traffic, content, e-commerce, and user…1 starNo one-command install · Source
718.503trustrails-uk-electronics-product-findermcp · observabilitySearch and compare 26,000+ UK electronics products across multiple retailers including AO. Get real-time prices, stock availability, and price…1,017 installsNo commit datelisted No one-command install · Source
8Unrankedlightspeed-xmcp · observabilityEnables read-only access to Lightspeed X retail data (sales, inventory, products, customers) with aggregated reporting on revenue, COGS, profit, and…No signals yetNo one-command install · Source
9Unrankedsafe-cart-aimcp · observabilityEnables AI agents to browse product catalogs and make purchases through a policy engine that enforces spending limits, requires human approval for…No signals yetNo one-command install · Source
10Unrankedenterprise-operations-hubmcp · observabilityAn MCP-native enterprise operations platform that unifies team management, product catalog, order processing, knowledge base, location intelligence…No signals yetNo one-command install · Source
11Unrankedstoremetrics-mcpmcp · observabilityReal-time e-commerce analytics: visitors, Shopify/Stripe revenue attribution, funnels, and a live visitor feed. Agents can self-register a website…No signals yetNo one-command install · Source
12Unrankedcatalogmcpmcp · observabilityEnables natural-language setup and management of a governed digital product catalog, including schema, products, and rules, with dry-run previews…No signals yetNo one-command install · Source
13Unrankedcustomer-service-mcp-servermcp · observabilityA FastMCP server for e-commerce customer service, providing secure read/write access to customers, orders, and support tickets with audit logging and…No signals yetNo one-command install · Source
14Unrankedpartnerlens-mcpmcp · observabilityEnables querying Shopify App Store intelligence including 17,000+ apps, 829,000+ reviews, category rankings, and AI-analyzed review sentiment, with…No signals yetNo one-command install · Source
15Unrankedrafaelsztutman-dtc-ecommercemcp · observabilityContext-optimized analytics for DTC e-commerce brands, connecting Klaviyo and Shopify data with pre-aggregated campaign, sales, and subscriber…No signals yetNo one-command install · Source
16Unrankedshopify-store-mcpmcp · observabilityEnables AI agents to manage Shopify stores via natural language, with tools for products, orders, inventory, customers, and analytics.No signals yetNo one-command install · Source
17Unrankedsputnikx-marketmcp · observabilityEU trade analytics, product catalog, orders, and heating fuel calculator.No signals yetNo one-command install · Source
18Unrankedvexlymcp · observabilityCross-service business analytics across Shopify, Meta Ads, Google Ads, and more.No signals yetNo one-command install · Source
19Unrankedshopify-mcp-managermcp · observabilityEnables 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 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