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 | 94.255 | eniayomi-gcpmcp · devops | Integrates with Google Cloud Platform services, providing tools for interacting with Compute Engine, Cloud Storage, Cloud Functions, Cloud Run… | 200 stars · 32 forks | No one-command install · Source | |
| 2 | 91.533 | netlifymcp · devops | Integrates with Netlify's platform for complete site management including project operations, deployments with zip uploads, team administration… | 59 stars · 37 forks | No one-command install · Source | |
| 3 | 89.665 | henryhaoson-yuquemcp · devops | Integrates with Yuque knowledge base platform to enable document management operations, content search, and team analytics through a flexible server… | 69 stars · 20 forks | No one-command install · Source | |
| 4 | 68.921 | deploy-mcpmcp · devops | Universal deployment tracker for AI assistants, enabling real-time monitoring and management of deployments across Vercel, Netlify, and Cloudflare… | 9 stars · 6 forks | No one-command install · Source | |
| 5 | 59.029 | betting-brain-v3mcp · devops | Provides betting intelligence and analytics tools including exposure, CLV, sharp scoring, live betting, and Fantasy402 integration, running on… | 8 stars · 1 fork | No one-command install · Source | |
| 6 | 58.969 | izaitsevfb-pytorch-treehuggermcp · devops | Provides a PyTorch CI/CD analytics API for investigating build failures, analyzing test flakiness, and monitoring performance trends across the… | 4 stars · 4 forks | No one-command install · Source | |
| 7 | 55.168 | enesbol-gcpmcp · devops | Enables developers to manage and interact with Google Cloud Platform resources like Compute Engine, Cloud Run, BigQuery, and Cloud Storage through a… | 6 stars · 1 fork | No one-command install · Source | |
| 8 | 52.498 | gh-nearestnabors-webcomic-sitemcp · devops | Template framework for building MCP-enabled webcomic archives deployable as static sites and Netlify Functions. | 5 stars · 1 fork | No one-command install · Source | |
| 9 | 44.256 | ageborn-dev-vapimcp · devops | Integrates with Vapi voice AI platform to manage assistants, calls, phone numbers, workflows, and analytics while enabling voice infrastructure… | 3 stars · 1 fork | No one-command install · Source | |
| 10 | 41.082 | elblanco2-hostbridgemcp · devops | Simplifies web application deployment across multiple hosting providers like Netlify and Vercel through a unified interface that handles… | 1 star · 2 forks | No one-command install · Source | |
| 11 | 32.223 | noon-sightmcp · devops | Aggregates site analytics and published content from Google Analytics, Search Console, Cloudflare, and Buffer into MCP tools for traffic, search… | 2 stars | No one-command install · Source | |
| 12 | 22.557 | google-analytics-mcp-server-on-cloudflare-workersmcp · devops | Enables MCP clients to read Google Analytics 4 data, deployed as a Cloudflare Worker with service account authentication. | 1 star | No one-command install · Source | |
| 12 | 22.557 | aamir-gmail-python-sandboxmcp · devops | Provides secure Python code execution in containerized sandboxes with automatic matplotlib figure persistence and comprehensive data science libraries… | 1 star | No one-command install · Source | |
| 14 | Unranked | land-intelligencemcp · devops | Enables governed analytics and research on land development optionality, infrastructure proximity, and stewardship via MCP tools that provide… | No signals yet | No one-command install · Source | |
| 15 | Unranked | ga4-analytics-mcpmcp · devops | Enables querying Google Analytics 4 properties through natural language, supporting historical and real-time reports, metadata discovery, and property… | No signals yet | No one-command install · Source | |
| 16 | Unranked | cf-mcp-trafficmcp · devops | Exposes Cloudflare HTTP traffic and firewall analytics to Claude Code via MCP tools, including a deterministic suspicion scorer. | No signals yet | No one-command install · Source | |
| 17 | Unranked | femcp · devops | Multi-site analytics for AI agents — GA4, Google Search Console, Cloudflare edge, PageSpeed, and audit insights across all your websites as tools. | No signals yet | No one-command install · Source | |
| 18 | Unranked | mcp-dataforgemcp · devops | Turns natural language into data pipeline actions using six specialist agents that collaborate through MCP to build, validate, and monitor data… | No signals yet | No one-command install · Source | |
| 19 | Unranked | josephtandle-cloudflaremcp · devops | MCP server enabling AI assistants to manage Cloudflare infrastructure including DNS records, cache purging, Workers, SSL, and analytics. | No signals yet | No one-command install · Source | |
| 20 | Unranked | apex-500-deploymcp · devops | Deploy websites and apps to Vercel and Netlify from AI agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 21 | Unranked | netlify-deployskill · devops | Deploy web projects to Netlify using the Netlify CLI (`npx netlify`). Use when the user asks to deploy, host, publish, or link a site/repo on Netlify… | No signals yet | No commit datelisted | armory install netlify-deploy --cli claude |
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.