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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

20 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
194.255eniayomi-gcpmcp · devopsIntegrates with Google Cloud Platform services, providing tools for interacting with Compute Engine, Cloud Storage, Cloud Functions, Cloud Run…200 stars · 32 forksNo one-command install · Source
291.533netlifymcp · devopsIntegrates with Netlify's platform for complete site management including project operations, deployments with zip uploads, team administration…59 stars · 37 forksNo one-command install · Source
389.665henryhaoson-yuquemcp · devopsIntegrates with Yuque knowledge base platform to enable document management operations, content search, and team analytics through a flexible server…69 stars · 20 forksNo one-command install · Source
468.921deploy-mcpmcp · devopsUniversal deployment tracker for AI assistants, enabling real-time monitoring and management of deployments across Vercel, Netlify, and Cloudflare…9 stars · 6 forksNo one-command install · Source
559.029betting-brain-v3mcp · devopsProvides betting intelligence and analytics tools including exposure, CLV, sharp scoring, live betting, and Fantasy402 integration, running on…8 stars · 1 forkNo one-command install · Source
658.969izaitsevfb-pytorch-treehuggermcp · devopsProvides a PyTorch CI/CD analytics API for investigating build failures, analyzing test flakiness, and monitoring performance trends across the…4 stars · 4 forksNo one-command install · Source
755.168enesbol-gcpmcp · devopsEnables developers to manage and interact with Google Cloud Platform resources like Compute Engine, Cloud Run, BigQuery, and Cloud Storage through a…6 stars · 1 forkNo one-command install · Source
852.498gh-nearestnabors-webcomic-sitemcp · devopsTemplate framework for building MCP-enabled webcomic archives deployable as static sites and Netlify Functions.5 stars · 1 forkNo one-command install · Source
944.256ageborn-dev-vapimcp · devopsIntegrates with Vapi voice AI platform to manage assistants, calls, phone numbers, workflows, and analytics while enabling voice infrastructure…3 stars · 1 forkNo one-command install · Source
1041.082elblanco2-hostbridgemcp · devopsSimplifies web application deployment across multiple hosting providers like Netlify and Vercel through a unified interface that handles…1 star · 2 forksNo one-command install · Source
1132.223noon-sightmcp · devopsAggregates site analytics and published content from Google Analytics, Search Console, Cloudflare, and Buffer into MCP tools for traffic, search…2 starsNo one-command install · Source
1222.557google-analytics-mcp-server-on-cloudflare-workersmcp · devopsEnables MCP clients to read Google Analytics 4 data, deployed as a Cloudflare Worker with service account authentication.1 starNo one-command install · Source
1222.557aamir-gmail-python-sandboxmcp · devopsProvides secure Python code execution in containerized sandboxes with automatic matplotlib figure persistence and comprehensive data science libraries…1 starNo one-command install · Source
14Unrankedland-intelligencemcp · devopsEnables governed analytics and research on land development optionality, infrastructure proximity, and stewardship via MCP tools that provide…No signals yetNo one-command install · Source
15Unrankedga4-analytics-mcpmcp · devopsEnables querying Google Analytics 4 properties through natural language, supporting historical and real-time reports, metadata discovery, and property…No signals yetNo one-command install · Source
16Unrankedcf-mcp-trafficmcp · devopsExposes Cloudflare HTTP traffic and firewall analytics to Claude Code via MCP tools, including a deterministic suspicion scorer.No signals yetNo one-command install · Source
17Unrankedfemcp · devopsMulti-site analytics for AI agents — GA4, Google Search Console, Cloudflare edge, PageSpeed, and audit insights across all your websites as tools.No signals yetNo one-command install · Source
18Unrankedmcp-dataforgemcp · devopsTurns natural language into data pipeline actions using six specialist agents that collaborate through MCP to build, validate, and monitor data…No signals yetNo one-command install · Source
19Unrankedjosephtandle-cloudflaremcp · devopsMCP server enabling AI assistants to manage Cloudflare infrastructure including DNS records, cache purging, Workers, SSL, and analytics.No signals yetNo one-command install · Source
20Unrankedapex-500-deploymcp · devopsDeploy websites and apps to Vercel and Netlify from AI agents.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