Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 69.545 | komodo-mcpmcp · devops | Manage Komodo DevOps platform resources (servers, containers, stacks, builds) directly from AI assistants via MCP protocol. Supports OAuth 2.1 and… | 15 stars · 2 forks | No one-command install · Source | |
| 201 | 69.545 | hariohmprasath-k8smcp · devops | Enables direct Kubernetes cluster management through a Kotlin-based server that provides tools for monitoring and controlling pods, deployments… | 15 stars · 2 forks | No one-command install · Source | |
| 203 | 69.273 | cloud-audit-mcpmcp · devops | Cloud security audit tools for AI agents that provide direct access to cloud APIs to read, correlate, and fix misconfigurations across AWS, Azure, and… | 20 stars · 1 fork | No one-command install · Source | |
| 204 | 69.255 | gutmutcode-cloudflaremcp · devops | Integrates with Cloudflare's API to enable management of DNS, CDN, and security configurations for web infrastructure automation. | 10 stars · 5 forks | No one-command install · Source | |
| 205 | 68.921 | mhajder-zabbixmcp · devops | Integrates with Zabbix monitoring infrastructure for managing hosts, templates, items, triggers, problems, events, users, proxies, and maintenance… | 9 stars · 6 forks | No one-command install · Source | |
| 205 | 68.921 | deploy-mcpmcp · devopsalso listed as deploy-mcp-deploy-mcp | 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 | |
| 208 | 68.715 | antriebmcp · devops | Validates AI-generated infrastructure code by executing it on real VMs with self-correction. | 14 stars · 2 forks | No one-command install · Source | |
| 208 | 68.715 | j04n-f-woodpecker-cimcp · devops | Connects AI assistants to Woodpecker CI for debugging pipeline failures, analyzing build logs, and troubleshooting CI/CD configurations. | 14 stars · 2 forks | No one-command install · Source | |
| 210 | 68.220 | infrahubmcp · devopsalso listed as infrahub-mcp | Connect to Infrahub infrastructure data management platform | 10 stars · 4 forks | No one-command install · Source | |
| 210 | 68.220 | alxspiker-ai-meta-tool-creatormcp · devops | Enables AI to dynamically create, execute, and manage custom tools in a secure sandbox environment for JavaScript, Python, or shell code with… | 10 stars · 4 forks | No one-command install · Source | |
| 213 | 68.063 | fortunto2-prefectmcp · devops | Enables interaction with Prefect workflow orchestration platform for retrieving flow information, managing flow runs, searching deployments, and… | 7 stars · 6 forks | No one-command install · Source | |
| 214 | 68.021 | qingquanyao-vitis-fpgamcp · devops | Controls AMD Vitis Unified IDE for FPGA and embedded software development through 28 tools covering platform creation, hardware debugging, and… | 11 stars · 3 forks | No one-command install · Source | |
| 214 | 68.021 | andrasfe-vulnicheckmcp · devops | Python vulnerability scanner with Docker security analysis and secrets detection | 11 stars · 3 forks | No one-command install · Source | |
| 216 | 67.906 | dubuqingfeng-gitlabmcp · devops | Integrates with GitLab for merge request management, automated code reviews, and CI/CD workflows | 9 stars · 5 forks | No one-command install · Source | |
| 217 | 67.900 | deployhqmcp · devops | Interact with DeployHQ deployments for project management, deployment history, and status monitoring | 13 stars · 2 forks | No one-command install · Source | |
| 217 | 67.900 | yourtablecloth-windows-sandboxmcp · devops | Provides complete lifecycle management of Windows Sandbox instances on Windows 11 24H2+ with customizable configurations, command execution, and… | 13 stars · 2 forks | No one-command install · Source | |
| 217 | 67.900 | rexposadas-attendee-botmcp · devops | Automates meeting attendance and transcription across platforms like Zoom and Google Meet, enabling automated note-taking, compliance documentation… | 13 stars · 2 forks | No one-command install · Source | |
| 220 | 67.778 | nable-finops-mcpmcp · devops | Local-first FinOps MCP server. Ask about your AWS, Azure, GCP, and SaaS costs in plain English. Anomaly detection, rightsizing, idle-resource cleanup… | 17 stars · 1 fork | No one-command install · Source | |
| 221 | 67.193 | soub4i-kdebugmcp · devops | Enables natural language interaction with Kubernetes resources, allowing developers to manage clusters through conversational interfaces instead of… | 16 stars · 1 fork | No one-command install · Source | |
| 222 | 67.151 | temporal-cortexmcp · devops | Open scheduling infrastructure that gives agents autonomous scheduling capabilities across Google Calendar and Outlook with contact resolution… | 12 stars · 2 forks | No one-command install · Source | |
| 222 | 67.151 | severity1-argocdmcp · devops | Integrates with ArgoCD to enable natural language control of Kubernetes application deployments through a Python-based bridge that supports GitOps… | 12 stars · 2 forks | No one-command install · Source | |
| 224 | 66.893 | js-reverse-analyzermcp · devops | Provides JavaScript reverse engineering capabilities including static analysis, dynamic execution, and bypassing anti-bot protections like Cloudflare… | 10 stars · 3 forks | No one-command install · Source | |
| 224 | 66.893 | diagram-ai-generatormcp · devops | Professional AI-powered architecture diagram generator with multi-cloud support and MCP server integration. Generates beautiful, accurate diagrams… | 10 stars · 3 forks | No one-command install · Source | |
| 224 | 66.893 | orzcls-gemini-cli-windows-fixedmcp · devops | Windows-compatible Gemini CLI integration that addresses character encoding and parameter handling issues, providing PowerShell integration with… | 10 stars · 3 forks | No one-command install · Source | |
| 227 | 66.877 | garc33-js-sandboxmcp · devops | Provides a secure JavaScript sandbox for executing code with configurable time and memory limits, enabling safe testing and evaluation of algorithms. | 5 stars · 6 forks | No one-command install · Source | |
| 228 | 66.871 | vpursuit-swiplmcp · devops | Provides secure access to SWI-Prolog logic programming through dual query modes with sandboxed execution, dynamic knowledge base management, and… | 9 stars · 4 forks | No one-command install · Source | |
| 228 | 66.871 | container-incmcp · devops | Enables seamless deployment of containerized applications directly from code editors through a three-step workflow of GitHub authentication… | 9 stars · 4 forks | No one-command install · Source | |
| 230 | 66.528 | virtualization-mcpmcp · devops | Enables AI assistants to manage virtual machines, sandboxes, and dev environments through VirtualBox, Hyper-V, and Windows Sandbox, supporting VM… | 15 stars · 1 fork | No one-command install · Source | |
| 231 | 66.258 | signadotmcp · devops | Manage Signadot sandboxes, route groups, and ephemeral environments through natural language prompts. | 8 stars · 5 forks | No one-command install · Source | |
| 232 | 66.172 | yuchen-quantum-simulatormcp · devops | Provides a Docker-based quantum circuit simulator using Qiskit to run, visualize, and analyze quantum computations with various noise models without… | 11 stars · 2 forks | No one-command install · Source | |
| 233 | 65.698 | cnki-mcpmcp · devops | Enables AI assistants to search CNKI (China National Knowledge Infrastructure), download PDFs, and import them into Zotero with automatic PDF… | 14 stars · 1 fork | No one-command install · Source | |
| 234 | 65.223 | virtualsmsmcp · devops | Receive SMS verifications across 145+ countries using real physical SIM infrastructure. | 8 stars · 4 forks | No one-command install · Source | |
| 234 | 65.223 | rlm-toolsmcp · devops | Persistent Python sandbox for codebase exploration. | 8 stars · 4 forks | No one-command install · Source | |
| 234 | 65.223 | brucedh-aws-irevealmcp · devops | Integrates with AWS security services to enable incident response and investigation through CloudTrail logs, Athena queries, CloudWatch events… | 8 stars · 4 forks | No one-command install · Source | |
| 237 | 65.043 | neverinfamous-mysqlmcp · devops | Enterprise-grade MySQL server with OAuth 2.0 and Docker deployment | 10 stars · 2 forks | No one-command install · Source | |
| 237 | 65.043 | terry-form-terraformmcp · devops | Provides secure Terraform operations through Docker-containerized environments that isolate infrastructure planning and validation tasks, supporting… | 10 stars · 2 forks | No one-command install · Source | |
| 237 | 65.043 | techlibs-codesandboxmcp · devops | Provides stateless access to CodeSandbox SDK operations for creating, managing, and interacting with cloud-based development sandboxes through 13… | 10 stars · 2 forks | No one-command install · Source | |
| 237 | 65.043 | abhijeetka-kubernetesmcp · devops | Bridges natural language interactions with Kubernetes clusters by wrapping kubectl commands, enabling conversational management of pods, deployments… | 10 stars · 2 forks | No one-command install · Source | |
| 241 | 64.883 | arcane-mcp-servermcp · devops | Manage your entire Docker infrastructure through natural language with 180 tools. | 13 stars · 1 fork | No one-command install · Source | |
| 242 | 64.619 | mcp-server-manager-docker-editionmcp · devops | Free MCP server for easy deployment and management of MCP tools via Docker, tailored for the Xiaozhi community. | 6 stars · 5 forks | No one-command install · Source | |
| 243 | 64.192 | pulumi-mcp-servermcp · devops | Enables AI assistants to manage cloud infrastructure using Pulumi by running commands like preview, deploy, and stack output retrieval through the… | 11 forks | No one-command install · Source | |
| 244 | 64.134 | naveenthangaraj03-kubernetesmcp · devops | Provides direct API access to Kubernetes clusters for managing pods, deployments, services, namespaces, storage, and RBAC components with CRUD… | 12 stars · 1 fork | No one-command install · Source | |
| 245 | 63.896 | cyber-sentinelmcp · devops | Aggregates threat intelligence from VirusTotal, AbuseIPDB, URLhaus, Shodan, ThreatFox, and MalwareBazaar to analyze security indicators, scan code and… | 8 stars · 3 forks | No one-command install · Source | |
| 246 | 63.694 | linkedin-mcpmcp · devops | Enables AI assistants to access and interact with LinkedIn data—profiles, messaging, jobs, companies, and more—via MCP, with remote or local… | 9 stars · 2 forks | No one-command install · Source | |
| 246 | 63.694 | itsdarianngo-vercel-aimcp · devops | Integrates OpenAI and Mistral models for versatile language tasks via the Vercel AI SDK. | 9 stars · 2 forks | No one-command install · Source | |
| 248 | 63.439 | felixallistar-coolifymcp · devops | Integrates with Coolify's deployment platform to manage self-hosted applications, databases, and infrastructure including 110+ one-click services, 8… | 7 stars · 4 forks | No one-command install · Source | |
| 248 | 63.439 | ansible-mcp-servermcp · devops | Enables AI assistants to manage infrastructure using Ansible and Terraform with 58 tools for playbooks, provisioning, security scanning, and more. | 7 stars · 4 forks | No one-command install · Source | |
| 250 | 63.269 | 4everland-hosting-mcpmcp · devops | Enables AI-driven deployment of code to decentralized storage networks like Greenfield, IPFS, and Arweave, providing instantly accessible webpage… | 2 stars · 6 forks | No one-command install · Source | |
| 251 | 63.107 | dbillionaer-polygon-blockchainmcp · devops | Integrates with the Polygon blockchain network to enable wallet operations, smart contract deployments, L2 bridging, DeFi interactions, and… | 4 stars · 5 forks | No one-command install · Source | |
| 252 | 62.472 | vibops-mcpmcp · devops | VibOps MCP is the control plane between your AI agents and your GPU infrastructure. 74 tools covering: GPU fleet management (deploy, scale, monitor… | 18 stars | No one-command install · Source | |
| 253 | 62.111 | vulkmcp · devops | Build, edit, deploy, and export full-stack web applications from natural language prompts. | 7 stars · 3 forks | No one-command install · Source | |
| 253 | 62.111 | mind-cloudmcp · devops | Persistent memory infrastructure for AI systems, running on Cloudflare's edge network with 28 MCP tools for semantic memory, emotional processing… | 7 stars · 3 forks | No one-command install · Source | |
| 255 | 62.046 | package-version-check-mcpmcp · devops | Returns the latest stable versions of packages and tools across Python, NPM, Go, Docker, Helm, and other ecosystems. | 8 stars · 2 forks | No one-command install · Source | |
| 255 | 62.046 | cyberedumcp · devops | Integrates with the CyberEdu CTF platform to provide access to cybersecurity challenges, contests, file downloads, service deployment, flag… | 8 stars · 2 forks | No one-command install · Source | |
| 255 | 62.046 | vlttnv-kubernetes-monitoringmcp · devops | Provides a read-only interface for querying Kubernetes clusters, enabling detailed retrieval of information about namespaces, pods, nodes… | 8 stars · 2 forks | No one-command install · Source | |
| 258 | 62.026 | mcpworksmcp · devops | Cuts AI token costs by running user code in a secure sandbox, so data never enters the context window, enabling efficient data processing with MCP… | 10 stars · 1 fork | No one-command install · Source | |
| 259 | 61.362 | ihatesea69-aws-sdkmcp · devops | Enables direct interaction with AWS services through the AWS SDK v2, allowing users to query environments, manage resources, and analyze cloud… | 6 stars · 4 forks | No one-command install · Source | |
| 260 | 60.684 | vibedropmcp · devops | Deploy static site directories as public URLs in a single MCP tool call via the VibeDrop hosting service. | 15 stars | No one-command install · Source | |
| 261 | 60.677 | devvgwardo-devctxmcp · devops | Provide AI agents with a structured development environment snapshot covering services, git, deployments, and env vars. | 9 stars · 1 fork | No one-command install · Source | |
| 262 | 60.262 | shipstaticmcp · devops | Deploy and manage static sites with deployment uploads, domain management, and DNS configuration. | 7 stars · 2 forks | No one-command install · Source | |
| 262 | 60.262 | sandymcp · devops | Provides a sandboxed environment for AI coding agents to execute TypeScript AWS SDK queries securely, with cross-account aggregation and no host… | 7 stars · 2 forks | No one-command install · Source | |
| 262 | 60.262 | jwbb903-cloudflare-ai-imagemcp · devops | Generate images using Cloudflare Workers AI models deployed on edge infrastructure. | 7 stars · 2 forks | No one-command install · Source | |
| 265 | 60.035 | hiyorineko-rollbarmcp · devops | Provides a bridge to Rollbar error tracking platform for monitoring and analyzing application errors, retrieving detailed information, managing… | 6 stars · 3 forks | No one-command install · Source | |
| 266 | 59.814 | stellar-ravenmcp · devops | Enables agents to discover and execute Stellar ecosystem services and skills via a search tool and a sandboxed JavaScript execution tool, deployed on… | 5 stars · 4 forks | No one-command install · Source | |
| 266 | 59.814 | dokploy-mcp-server-2mcp · devops | Comprehensive, type-safe MCP server providing 380 tools to manage Dokploy deployments, applications, and infrastructure via natural language. | 5 stars · 4 forks | No one-command install · Source | |
| 266 | 59.814 | brevdev-brevmcp · devops | Bridges Nvidia Brev, enabling natural language control of workspaces, deployments, and cloud resources. | 5 stars · 4 forks | No one-command install · Source | |
| 269 | 59.029 | acoyfellow-mcpumcp · devopsalso listed as mcpu | Self-hosted Cloudflare Workers MCP server for repo management and deployment with 8 tools for code editing and committing. | 8 stars · 1 fork | No one-command install · Source | |
| 269 | 59.029 | infrastructure-mcp-servermcp · devopsalso listed as wrxck-infrastructure | An MCP server and terminal UI that orchestrates Cloudflare, Namecheap, and Fleet from a single interface, enabling domain onboarding with automatic… | 8 stars · 1 fork | No one-command install · Source | |
| 269 | 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 | |
| 269 | 59.029 | deno-code-executormcp · devops | Executes TypeScript and JavaScript code in isolated Deno processes with configurable permissions for secure sandboxed code testing, educational… | 8 stars · 1 fork | No one-command install · Source | |
| 275 | 58.969 | env0mcp · devops | Enables AI agents to manage environments and access resources on the Env0 platform through natural language, including deploying, canceling, and… | 4 stars · 4 forks | No one-command install · Source | |
| 275 | 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 | |
| 275 | 58.969 | yanmxa-kubernetes-multi-cluster-managermcp · devops | Provides a bridge to Kubernetes multi-cluster environments for managing distributed resources through kubectl commands, service account connections… | 4 stars · 4 forks | No one-command install · Source | |
| 278 | 58.503 | parasuremcp · devops | AI-native parametric insurance infrastructure. Live weather risk assessment via x402 (USDC on Solana). Full quote, bind, and settle protocol loop… | 4,198 installs | No commit datelisted | No one-command install · Source |
| 279 | 58.185 | zetachain-climcp · devops | Integrates with ZetaChain's universal blockchain development tools to enable cross-chain account management, contract deployment, token operations… | 6 stars · 2 forks | No one-command install · Source | |
| 279 | 58.185 | see-quick-strimzi-kafkamcp · devops | Provides management and troubleshooting capabilities for Strimzi Kafka deployments on Kubernetes, including cluster operations, topic and user… | 6 stars · 2 forks | No one-command install · Source | |
| 279 | 58.185 | kenforthewin-docker-container-executionmcp · devops | Provides Docker container execution with intelligent process management, background task tracking, and comprehensive file operations for isolated… | 6 stars · 2 forks | No one-command install · Source | |
| 279 | 58.185 | mehmetoguzderin-shaderc-vkrunnermcp · devops | Provides a secure local sandbox for developing, compiling, and visualizing GPU shaders using Vulkan without requiring physical GPU hardware. | 6 stars · 2 forks | No one-command install · Source | |
| 279 | 58.185 | armanzeroeight-octopus-deploymcp · devops | Integrates with Octopus Deploy to manage projects, releases, and deployments through natural language interactions, enabling DevOps teams to query… | 6 stars · 2 forks | No one-command install · Source | |
| 284 | 57.754 | omd01-aws-sesmcp · devops | Enables direct email sending through Amazon SES with support for HTML content, CC/BCC recipients, and reply-to addressing while maintaining AWS… | 3 stars · 4 forks | No one-command install · Source | |
| 285 | 57.729 | dokploy-mcp-servermcp · devops | An MCP server that enables AI assistants to manage Dokploy infrastructure (Docker, projects, applications, databases, etc.) through natural language… | 7 forks | No one-command install · Source | |
| 286 | 57.364 | gh-jasonwilbur-oci-pricingmcp · devopsalso listed as oci-pricing-mcp | Oracle Cloud Infrastructure pricing data with cost calculators and comparisons. | 5 stars · 3 forks | No one-command install · Source | |
| 286 | 57.364 | arunsanna-aws-sagemcp · devops | Integrates with AWS services through natural language commands, enabling resource querying and management across multiple profiles and regions via… | 5 stars · 3 forks | No one-command install · Source | |
| 286 | 57.364 | kaznak-shell-commandmcp · devops | Provides a secure Docker container environment for executing shell commands with Kubernetes tools, enabling isolated DevOps workflows and… | 5 stars · 3 forks | No one-command install · Source | |
| 286 | 57.364 | nideil-dockermcp · devops | Java-based Docker management server that connects to Docker daemon via TCP to provide container lifecycle operations, image management, network… | 5 stars · 3 forks | No one-command install · Source | |
| 286 | 57.364 | zaycruz-docker-executormcp · devops | Provides a secure Docker-based environment for executing code in isolated containers, enabling safe running of commands and scripts in any language… | 5 stars · 3 forks | No one-command install · Source | |
| 292 | 57.245 | orygns-opamcp · devops | Integrates Open Policy Agent with AI clients for authoring, validating, evaluating, and deploying Rego policies. | 7 stars · 1 fork | No one-command install · Source | |
| 292 | 57.245 | 7majesty-m-terminal-guardianmcp · devops | Provides secure sandboxed terminal access with risk analysis and deny-by-default security controls. | 7 stars · 1 fork | No one-command install · Source | |
| 292 | 57.245 | ludusmcp · devops | Manages Ludus cyber range infrastructure from AI coding assistants. | 7 stars · 1 fork | No one-command install · Source | |
| 292 | 57.245 | knowingly-ai-time-checkmcp · devops | Lightweight time-checking tool running on Cloudflare Workers. | 7 stars · 1 fork | No one-command install · Source | |
| 292 | 57.245 | finopsguardmcp · devops | MCP agent providing cost-aware guardrails for IaC in CI/CD with advanced policy enforcement. | 7 stars · 1 fork | No one-command install · Source | |
| 292 | 57.245 | remote-mcp-server-authless-2mcp · devops | Deploy a remote MCP server on Cloudflare Workers without authentication, and connect it to AI Playground or Claude Desktop. | 7 stars · 1 fork | No one-command install · Source | |
| 298 | 56.183 | infrabrokermcp · devops | Infrastructure access broker for AI agents — SSH & Kubernetes. Per-operation ephemeral credentials minted by a separate signer; the model never… | 10 stars | No one-command install · Source | |
| 299 | 55.515 | mikhae1-kubeviewmcp · devops | Read-only Kubernetes cluster introspection with Helm and Argo support | 5 stars · 2 forks | No one-command install · Source | |
| 299 | 55.515 | cloud-cost-mcpmcp · devops | Multi-cloud pricing comparison MCP server that enables natural language queries to compare compute, storage, egress, and Kubernetes costs across AWS… | 5 stars · 2 forks | 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.