Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | Unranked | micro-mcpmcp · devops | Enables building, verifying, previewing, deploying, diagnosing, updating, and rolling back full-stack Micro apps through typed local MCP tools backed… | No signals yet | No one-command install · Source | |
| 702 | Unranked | antigravity-mcp-bridge-3mcp · devops | Enables AI clients to run Google Antigravity coding sub-agents as MCP tools, with synchronous and asynchronous execution, task polling, and sandboxed… | No signals yet | No one-command install · Source | |
| 703 | 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 | |
| 704 | Unranked | ai-engineering-brainmcp · devops | A unified MCP Gateway for enterprise knowledge, code, and memory tools, featuring admin management for documents, accounts, and MCP keys, with local… | No signals yet | No one-command install · Source | |
| 705 | Unranked | erova-vibesharingmcp · devops | Deploys prototypes and collects structured team feedback directly from AI coding assistants. | No signals yet | No one-command install · Source | |
| 706 | Unranked | mcp-k8s-context-servermcp · devops | Provides a read-only interface to Kubernetes clusters, enabling LLMs to list pods, get pod status and logs, fetch deployment manifests, and perform… | No signals yet | No one-command install · Source | |
| 707 | Unranked | light-devops-mcp-servermcp · devops | Enables AI agents to query build/deploy status and request operations on a self-hosted Docker/Compose deployment platform, with Observer and Operator… | No signals yet | No one-command install · Source | |
| 708 | Unranked | remote-mcp-server-cloudflare-authlessmcp · devops | Deploy a remote MCP server on Cloudflare Workers without authentication, enabling custom tool definitions and SSE-based connections to clients like… | No signals yet | No one-command install · Source | |
| 709 | Unranked | mcp-worker-servermcp · devops | Enables deploying stateless MCP servers on Cloudflare Workers with minimal setup, using createMcpHandler to handle MCP protocol details and tool… | No signals yet | No one-command install · Source | |
| 710 | Unranked | cloudops-mcpmcp · devops | CloudOps MCP is a read-only Model Context Protocol server that exposes normalized operational infrastructure context (logs, metrics, deployments… | No signals yet | No one-command install · Source | |
| 711 | Unranked | modal-workspace-mcpmcp · devops | A remote MCP bridge that lets MCP clients use Modal sandboxes for Linux execution, dependency installation, Git operations, GPU jobs, and invoking… | No signals yet | No one-command install · Source | |
| 712 | Unranked | gnaws-mcpmcp · devops | Enables AI agents to scan AWS accounts, build resource relationship graphs, detect unused resources, and export data via MCP tools. | No signals yet | No one-command install · Source | |
| 713 | Unranked | falldental-mcpmcp · devops | Enables sovereign, offline-capable dental practice management with Ed25519-signed transactions, running on your own infrastructure. | No signals yet | No one-command install · Source | |
| 714 | Unranked | labbenchmcp · devops | Enables Claude Code to browse coursework, manage user workspaces, run sandboxed tests, post hints, and assign new projects in LabBench. | No signals yet | No one-command install · Source | |
| 715 | Unranked | google-tasks-mcp-2mcp · devops | An MCP server that lets Claude manage Google Tasks, including listing, creating, updating, completing, moving, and deleting tasks and task lists. It… | No signals yet | No one-command install · Source | |
| 716 | Unranked | aws-mcp-connectormcp · devops | Talk to AWS CLI from an MCP-speaking agent. Run any aws <service> <operation> command through the Model Context Protocol, with read-only defaults and… | No signals yet | No one-command install · Source | |
| 717 | Unranked | infra-es-trabalhistas-mtemcp · devops | Consulta infrações trabalhistas registradas pelo Ministério do Trabalho e Emprego a partir de CPF ou CNPJ. Enables read-only querying of labor… | No signals yet | No one-command install · Source | |
| 718 | Unranked | a2a-meta-clonesmcp · devops | Deployable MCP clone services for A2A-Meta, hosting pending clones via a multiplexer for Railway deployment. | No signals yet | No one-command install · Source | |
| 719 | Unranked | frank-mcp-servermcp · devops | An MCP server that provides typed, audited, least-privilege tools for monitoring AWS infrastructure and GitHub pipelines, including instance health… | No signals yet | No one-command install · Source | |
| 720 | Unranked | vercel-typescript-mcp-servermcp · devops | A production-ready MCP server for Vercel Serverless Functions using Streamable HTTP Transport, offering built-in tools for calculations, text… | No signals yet | No one-command install · Source | |
| 721 | Unranked | loop-developer-agentmcp · devops | MCP server for LOOP financial infrastructure, enabling AI agents to inspect projects, generate payment integration code, and execute sandbox-validated… | No signals yet | No one-command install · Source | |
| 722 | Unranked | salesforce-remote-mcp-cloudflaremcp · devops | A remote MCP server for Salesforce deployed on Cloudflare Workers, enabling Claude to query and manage Salesforce data through SOQL, SOSL, DML, and… | No signals yet | No one-command install · Source | |
| 723 | Unranked | secretguard-mcpmcp · devops | Scans code strings for hardcoded secrets (AWS keys, tokens, private keys, etc.) and returns redacted findings, helping AI coding agents catch secrets… | No signals yet | No one-command install · Source | |
| 724 | Unranked | tcp-tunermcp · devops | Enables autonomous TCP congestion-control tuning through MCP tools for benchmarking, sysctl parameter adjustments, fault injection, and runbook… | No signals yet | No one-command install · Source | |
| 725 | Unranked | deployment-intelligence-mcpmcp · devops | Enables MCP agents to inspect deployment knowledge extracted from a repository, covering workflows, services, deployments, and images. | No signals yet | No one-command install · Source | |
| 726 | Unranked | terraform-docsmcp · devops | Provides hybrid (BM25 + vector) search over Terraform AWS and Google provider documentation, with tools for ranked search and full document retrieval. | No signals yet | No one-command install · Source | |
| 727 | Unranked | aws-ftr-eval-mcpmcp · devops | Automates the AWS Foundational Technical Review (FTR) partner self-assessment by evaluating SOC 2 and WAFR reports against defined controls, returning… | No signals yet | No one-command install · Source | |
| 728 | Unranked | zero-mcp-startermcp · devops | A Cloudflare-deployed MCP server providing web search and webpage reading via Jina, plus current weather and forecasts via WeatherAPI, with keys… | No signals yet | No one-command install · Source | |
| 729 | Unranked | launchopsmcp · devops | An MCP server that lets AI coding agents autonomously purchase and provision real infrastructure (databases, deployments, domains) with secure… | No signals yet | No one-command install · Source | |
| 730 | Unranked | infocepo-infra-mcpmcp · devops | Exposes infocepo.com infrastructure (LLM, ChromaDB, S3, Docker registry, service discovery) as MCP tools for AI agents. | No signals yet | No one-command install · Source | |
| 731 | Unranked | editor-mcpmcp · devops | A secure, isolated MCP server providing full code editor functionality for AI pair programming, with Docker-based command execution and Cloudflare… | No signals yet | No one-command install · Source | |
| 732 | Unranked | enterprise-infrastructure-metrics-mcp-servermcp · devops | Provides read-only access to host system metrics (CPU, memory, disk), Docker container health/logs, and sandboxed log file analysis via MCP tools… | No signals yet | No one-command install · Source | |
| 733 | Unranked | mcp-telegram-notifymcp · devops | MCP server for sending Telegram messages and scheduling reminders, supporting multiple transports and Docker deployment. | No signals yet | No one-command install · Source | |
| 734 | Unranked | armsightmcp · devops | An MCP server that autonomously optimizes ONNX ML models for Arm64 deployment, providing tools to analyze models, apply real INT8 quantization… | No signals yet | No one-command install · Source | |
| 735 | Unranked | mcp-cloud-deploymcp · devops | MCP server for deploying projects to multiple cloud platforms (Vercel, Railway, Neon, MongoDB Atlas, Docker) and running local dev servers, with… | No signals yet | No one-command install · Source | |
| 736 | Unranked | smart-home-mcp-servermcp · devops | Controls TAPO L530E smart light bulbs via MCP, supporting on/off, brightness, and color temperature, with local and remote AWS deployment. | No signals yet | No one-command install · Source | |
| 737 | Unranked | nibblemcp · devops | Enables AI agents to investigate production incidents by exposing service health, logs, and deployment data through MCP tools. | No signals yet | No one-command install · Source | |
| 738 | Unranked | seerr-mcpmcp · devops | Enables AI assistants to search media catalogs and request movies and shows on Overseerr or Jellyseerr, with automatic approval and availability… | No signals yet | No one-command install · Source | |
| 739 | Unranked | videodb-mcp-servermcp · devops | Connects Claude and other MCP clients to VideoDB, enabling video upload, indexing, semantic search, clipping, and streaming directly from a… | No signals yet | No one-command install · Source | |
| 740 | Unranked | devin-mcp-bridgemcp · devops | Bridges MCP (Claude Code) to ACP (Devin), enabling Claude Code to delegate autonomous tasks to Devin with permission and filesystem sandbox controls. | No signals yet | No one-command install · Source | |
| 741 | Unranked | print-mcpmcp · devops | Enables generating print-ready PDFs from Markdown and submitting them to CUPS printers. Supports local, Tailscale, and Cloudflare Tunnel access. | No signals yet | No one-command install · Source | |
| 742 | Unranked | cloudflare-remote-mcp-server-2mcp · devops | Deployable stateless remote MCP server on Cloudflare Workers without auth, with support for registering custom tools and connecting to MCP clients. | No signals yet | No one-command install · Source | |
| 743 | Unranked | halo-mcpmcp · devops | Provides 12 CRUD tools for managing Halo tags, categories, and articles via a secure Cloudflare Workers gateway. | No signals yet | No one-command install · Source | |
| 744 | Unranked | cloudloopmcp · devops | Provides tools for document search, AWS cost estimation, checking latest AWS updates, and creating budget alerts, with a confirmation gate on the… | No signals yet | No one-command install · Source | |
| 745 | Unranked | imp-ts-france-mcpmcp · devops | Provides 62 French tax calculation tools via MCP, running on Cloudflare Workers with Rust/Wasm and versioned official rules. | No signals yet | No one-command install · Source | |
| 746 | Unranked | agent-jail-mcpmcp · devops | Provides MCP tools for managing disposable Docker sandboxes that let AI agents safely execute commands in isolated, ephemeral environments. | No signals yet | No one-command install · Source | |
| 747 | Unranked | cloudguard-mcpmcp · devops | A read-only MCP server for inspecting AWS resources, detecting misconfigurations, and estimating costs across EC2, S3, and IAM, enabling agents to… | No signals yet | No one-command install · Source | |
| 748 | Unranked | straitsx-mcp-card-gatewaymcp · devops | Enables AI agents to pay with crypto (XSGD) via EIP-3009 and receive single-use virtual Visa cards from the StraitsX sandbox or production… | No signals yet | No one-command install · Source | |
| 749 | Unranked | sitedropmcp · devops | MCP server for self-hosted static site publishing on Cloudflare Workers. Enables AI coding agents to deploy pages with a single 'publish' tool and get… | No signals yet | No one-command install · Source | |
| 750 | Unranked | aws-infrastructure-operations-mcpmcp · devops | A read-only MCP server that lets an AI assistant inspect a single AWS lab instance's EC2 health, recent system/nginx errors from CloudWatch, and nginx… | No signals yet | No one-command install · Source | |
| 751 | Unranked | mcp-sysadminmcp · devops | Provider-agnostic MCP server for managing heterogeneous infrastructure (SSH, Proxmox VE, Virtualizor, Hetzner Cloud, Cloudflare) via a JSON inventory… | No signals yet | No one-command install · Source | |
| 752 | Unranked | modal-sandbox-mcpmcp · devops | Enables AI agents to run arbitrary Python scripts on Modal's serverless infrastructure with on-demand CPU, memory, and GPU resources, providing… | No signals yet | No one-command install · Source | |
| 753 | Unranked | context-keeper-remotemcp · devops | Remote MCP server that exposes context-keeper's rationale store (decisions, pipelines, constraints) over Streamable HTTP, deployable on Cloudflare… | No signals yet | No one-command install · Source | |
| 754 | Unranked | mcp-lab-workshop-3mcp · devops | MCP server for controlling a real-time interactive dashboard deployed on Cloudflare Workers. It provides tools to toggle features, update statistics… | No signals yet | No one-command install · Source | |
| 755 | Unranked | liplus-project-github-webhookmcp · devops | Bridges GitHub webhooks via Cloudflare Worker for real-time event streaming. | No signals yet | No one-command install · Source | |
| 756 | Unranked | l4mcp · devops | Enables MCP clients to access and manage a personal markdown knowledge base stored in Cloudflare R2. Provides tools for listing, reading, writing… | No signals yet | No one-command install · Source | |
| 757 | Unranked | mcp-inbox-for-cloudflaremcp · devops | A stateless email inbox on Cloudflare with MCP tools that let agents list, read, claim, complete, and reply to messages. | No signals yet | No one-command install · Source | |
| 758 | Unranked | updated-mcp-spec-tutmcp · devops | An MCP server that demonstrates modern MCP spec features including elicitation (interactive confirm dialogs), signed request state, and cache hints… | No signals yet | No one-command install · Source | |
| 759 | Unranked | anvilmcp · devops | A throwaway Docker sandbox for agents to run code and shell commands safely. | No signals yet | No one-command install · Source | |
| 760 | Unranked | seosiri-db-infra-mcpmcp · devops | Provides secure live database querying, schema inspection, AWS S3 security audits, and Cloudflare infrastructure control through MCP tools. | No signals yet | No one-command install · Source | |
| 761 | Unranked | alias8818-enochmcp · devops | Manage an Enoch control plane with tools for configuring AI agent infrastructure. | No signals yet | No one-command install · Source | |
| 762 | Unranked | is-it-agent-readymcp · devops | Provides agent-readiness audits of public websites via Cloudflare's scanner, enabling users to run scans, save reports, and enforce safety boundaries… | No signals yet | No one-command install · Source | |
| 763 | Unranked | out-professionals-crm-mcpmcp · devops | Deploys a stateless remote MCP server on Cloudflare Workers without authentication, supporting the MCP 2026-07-28 specification and custom tool… | No signals yet | No one-command install · Source | |
| 764 | Unranked | cloudforgemcp · devops | Cloud architecture designer and Terraform generator — visualize diagrams, generate HCL, import existing IaC, and manage infrastructure resources via… | No signals yet | No one-command install · Source | |
| 765 | Unranked | educator-toolkit-mcpmcp · devops | An MCP toolkit exposing six AI-powered educator-craft tools for reviewing, critiquing, and improving learning artifacts like lessons, curricula, AI… | No signals yet | No one-command install · Source | |
| 766 | Unranked | mcp-worker-templatemcp · devops | An MCP server template for Cloudflare Workers with zero runtime dependencies, providing a hand-rolled Streamable HTTP transport that lets you easily… | No signals yet | No one-command install · Source | |
| 767 | Unranked | snaphost-mcpmcp · devops | Deploys projects straight from an AI agent to Snaphost and returns a public URL, with automatic Dockerfile generation, build/run/log management, and… | No signals yet | No one-command install · Source | |
| 768 | Unranked | tapcard-mcpmcp · devops | Allows AI assistants to preview, confirm, import, search, and manage NFC/QR digital business cards through a private Cloudflare-deployed contact… | No signals yet | No one-command install · Source | |
| 769 | Unranked | mcp-rag-servicemcp · devops | A production-minded RAG service for MCP that answers questions over your documents with hybrid retrieval, PII redaction, and source citations… | No signals yet | No one-command install · Source | |
| 770 | Unranked | vercel-deployment-mcpmcp · devops | A reference MCP server for observing Vercel projects and deployments over stdio. It provides read-only tools to list and fetch details of Vercel… | No signals yet | No one-command install · Source | |
| 771 | Unranked | osource-managermcp · devops | Enables managing local repositories, CLIs, MCP servers, and skills via MCP tools, with inventory tracking, guarded updates, and Docker-sandboxed… | No signals yet | No one-command install · Source | |
| 772 | Unranked | aws-architecture-scannermcp · devops | Scans AWS environments and generates professional architecture diagrams showing VPC networking, compute, storage, and security resources. | No signals yet | No one-command install · Source | |
| 773 | Unranked | draft1-mcpmcp · devops | MCP server for generating and editing architecture diagrams from natural language or code, supporting formats like Terraform, docker-compose… | No signals yet | No one-command install · Source | |
| 774 | Unranked | urirun-connector-mcp-filesystemmcp · devops | Sandboxed filesystem connector for urirun/ifURI, providing query and command routes for file operations like list, read, stat, move, and write, with… | No signals yet | No one-command install · Source | |
| 775 | Unranked | sendkit-mcpmcp · devops | Enables sending Telegram messages from MCP-compatible AI clients using the telegram tool, with optional CLI fallback and remote HTTP deployment. | No signals yet | No one-command install · Source | |
| 776 | Unranked | aws-eks-mcp-servermcp · devops | Enables creating and managing AWS EKS clusters via Terraform, including VPC, node groups, add-ons, and kubectl configuration. | No signals yet | No one-command install · Source | |
| 777 | Unranked | terraform-mcp-servermcp · devops | Enables generating, validating, planning, and applying Terraform configurations to manage infrastructure through natural language. | No signals yet | No one-command install · Source | |
| 778 | Unranked | webdeploy-mcpmcp · devops | Enables AI clients and users to deploy static sites, Node.js services, and Python web applications without Docker, with tools for project management… | No signals yet | No one-command install · Source | |
| 779 | Unranked | solana-infra-mcpmcp · devops | Provides Solana infrastructure awareness including RPC health, priority fee estimation, leader schedule, chain state, latency comparison, and keyless… | No signals yet | No one-command install · Source | |
| 780 | Unranked | mcp-runtimemcp · devops | A high-performance MCP execution engine that runs tool code in isolated, resource-constrained sandboxes with context state persistence. | No signals yet | No one-command install · Source | |
| 781 | Unranked | fastmcp-templatemcp · devops | A FastMCP server template that provides a greet tool returning personalized greetings. It supports local, Docker, and Railway cloud deployments. | No signals yet | No one-command install · Source | |
| 782 | Unranked | fastmcp-template-servermcp · devops | A FastMCP server template with a greet tool, deployable locally, via Docker, or on Railway. It demonstrates HTTP transport and easy environment… | No signals yet | No one-command install · Source | |
| 783 | Unranked | infralens-mcpmcp · devops | Read-only MCP server for investigating AWS ECS deployment and runtime issues, focusing on ECS Fargate services behind an Application Load Balancer. | No signals yet | No one-command install · Source | |
| 784 | Unranked | apple-health-shortcuts-mcp-2mcp · devops | Exposes read-only Apple Health data (current status, sleep details, trends) to AI via a Cloudflare-deployed MCP server and iPhone Shortcuts. | No signals yet | No one-command install · Source | |
| 785 | Unranked | apple-health-shortcuts-mcp-5mcp · devops | Enables AI to read-only access Apple Health data (current status, sleep, trends) via a Cloudflare-deployed MCP server, using iPhone shortcuts to sync… | No signals yet | No one-command install · Source | |
| 786 | Unranked | hive-mcp-depinmcp · devops | Enables listing and discovery of DePIN infrastructure capacity (storage, compute, GPU, etc.) with real USDC/USDT settlement across multiple chains. | No signals yet | No one-command install · Source | |
| 787 | Unranked | srotzin-hive-depinmcp · devops | DePIN marketplace for autonomous agents to discover and list infrastructure capacity across storage, compute, GPU, bandwidth, energy, and wireless… | No signals yet | No one-command install · Source | |
| 788 | Unranked | terraform-assistantmcp · devops | An advisory and generative copilot for Terraform that reviews existing scripts and generates compliant infrastructure using organization-specific… | No signals yet | No one-command install · Source | |
| 789 | Unranked | mg6-mcp-servermcp · devops | Next.js MCP server with Streamable HTTP, deployable to Vercel, providing tools for greeting, calculation, geocoding, weather, and image generation via… | No signals yet | No one-command install · Source | |
| 790 | Unranked | my-mcp-server-5mcp · devops | A TypeScript MCP server boilerplate that provides tools like calculator, weather, geocoding, and image generation via HuggingFace, supporting both… | No signals yet | No one-command install · Source | |
| 791 | Unranked | my-mcp-server-1mcp · devops | Provides tools for greeting, calculation, time lookup, geocoding, weather, and image generation via HuggingFace, with streamable HTTP and stdio… | No signals yet | No one-command install · Source | |
| 792 | Unranked | my-mcp-server-6mcp · devops | Provides tools for greetings, calculations, weather, geocoding, and image generation via Hugging Face, deployable to Vercel and integrable with… | No signals yet | No one-command install · Source | |
| 793 | Unranked | vibecoin-mcpmcp · devops | Drafts and deploys a coin from your repo to pump.fun's bonding curve on Solana, with local key management and fee recycling into an agent budget. | No signals yet | No one-command install · Source | |
| 794 | Unranked | cloudflare-mcp-server-authlessmcp · devops | Deploys a remote MCP server on Cloudflare Workers without authentication, enabling custom tools and connections to AI Playground or Claude Desktop. | No signals yet | No one-command install · Source | |
| 795 | Unranked | coderocket-mcpmcp · devops | MCP server for CodeRocket Deploy providing AI-generated CI/CD workflows and AI code review as tools inside Claude Code. | No signals yet | No one-command install · Source | |
| 796 | Unranked | cloud-mcpmcp · devops | Wraps multiple cloud CLIs (AWS, GCP, Azure, OCI) into a unified command interface and exposes them as MCP tools for AI assistants. | No signals yet | No one-command install · Source | |
| 797 | Unranked | hrj-n8n-mcpmcp · devops | Local stdio MCP bridge for managing n8n from HRJ Agent, providing read and write tools for workflows, executions, and Docker status with strong… | No signals yet | No one-command install · Source | |
| 798 | Unranked | docker-forge-mcpmcp · devops | Generates, audits, and tunes Docker Compose stacks inside Claude Code. | No signals yet | No one-command install · Source | |
| 799 | Unranked | logistics-mcp-2mcp · devops | Enables deploying a remote MCP server on Cloudflare Workers without authentication, allowing custom tool definitions and connections to clients like… | No signals yet | No one-command install · Source | |
| 800 | Unranked | mcp-vps-monitormcp · devops | Provides system monitoring tools for VPS including CPU, memory, disk, network ping, top processes, and Docker status, with read-only architecture and… | No signals yet | 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.