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Leaderboard

Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
30149.118yavermcp · devopsP2P dev-machine MCP connecting phone-driven coding agents to local builds, hot reload, and deployments.4 stars · 1 forkNo one-command install · Source
30249.325luminusmcp · devopsProvides real-time European and GB electricity grid data via MCP, including generation, prices, carbon intensity, and grid infrastructure.6 starsNo one-command install · Source
30352.135taichi-ho-k8s-interactivemcp · devopsIntegrates with Kubernetes to enable natural language-based cluster management and command execution for streamlined DevOps workflows.4 stars · 2 forksNo one-command install · Source
30452.135nanovms-ops-unikernelmcp · devopsIntegrates with the Ops unikernel platform to manage lightweight virtual machine instances, create new instances from images, and deploy packages…4 stars · 2 forksNo one-command install · Source
30552.135warashi-pipecdmcp · devopsConnects Claude to PipeCD's continuous delivery platform, enabling monitoring of Kubernetes application deployments, configurations, and status…4 stars · 2 forksNo one-command install · Source
30652.135arangogutierrez-k8s-gpu-agentmcp · devopsProvides ephemeral diagnostic capabilities for Kubernetes clusters with real-time NVIDIA GPU hardware introspection, health monitoring, and XID error…4 stars · 2 forksNo one-command install · Source
30752.135swkstudios-unifi-fabricmcp · devopsManages UniFi network infrastructure via natural language with 168+ tools for devices, sites, firewall policies, cameras, VPN, and monitoring.4 stars · 2 forksNo one-command install · Source
30852.135dannymaaz-easypanelmcp · devopsControls Easypanel infrastructure through natural language for deploying services, managing projects, and monitoring resources.4 stars · 2 forksNo one-command install · Source
30952.288vercel-mcpmcp · devopsEnables interaction with Vercel API to manage deployments, domains, projects, and environment variables.5 forksNo one-command install · Source
31052.443k8s-mcpmcp · devopsA lightweight MCP server that enables AI assistants to deploy, inspect, and operate Kubernetes workloads through high-level workflow tools, reducing…3 stars · 3 forksNo one-command install · Source
31152.498cloudflare-mcpmcp · devopsEnables creation and deployment of MCP servers on Cloudflare Workers, with local testing and one-command deployment.5 stars · 1 forkNo one-command install · Source
31252.498fato07-log-analyzermcp · devopsAnalyzes log files across multiple formats including syslog, Apache/Nginx, JSON Lines, Python, Java, Docker, and Kubernetes with automatic format…5 stars · 1 forkNo one-command install · Source
31352.498computermatemcp · devopsEnables AI to control a computer through mouse, keyboard, and screen capture tools, with support for local native and Docker sandboxed environments.5 stars · 1 forkNo one-command install · Source
31452.498gh-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
31552.498rahul007-bit-kubernetesmcp · devopsIntegrates with Kubernetes clusters to provide pod operations, deployment scaling, node management, and resource monitoring through 20+ specialized…5 stars · 1 forkNo one-command install · Source
31652.498log-essencemcp · devopsEnables LLMs to analyze logs by extracting patterns, redacting secrets, and providing token-efficient summaries from files, Docker containers, or…5 stars · 1 forkNo one-command install · Source
31753.186didlawowo-pulumi-cloud-developmentmcp · devopsIntegrates with Pulumi's cloud development platform to streamline infrastructure-as-code operations for efficient cloud resource orchestration and…8 starsNo commit datelisted No one-command install · Source
31853.186remote-mcp-server-authless-5mcp · devopsEnables deploying a remote MCP server on Cloudflare Workers without authentication, and connecting it to Cloudflare AI Playground or Claude Desktop.8 starsNo one-command install · Source
31953.186execkit-mcpmcp · devopsStateful, structured, safe shell sessions for AI agents, on real infrastructure.8 starsNo one-command install · Source
32053.790aws-cost-mcpmcp · devopsEnables querying AWS Cost and Usage Report data via Amazon Athena for cost-effective and detailed cost analysis.1 star · 4 forksNo one-command install · Source
32153.985dillip285-development-toolingmcp · devopsIntegrates with Docker, Git, and development tools to enable software project management, code analysis, and automated workflows across languages and…4 stars · 3 forksNo one-command install · Source
32253.985yunwoong7-aws-nova-canvasmcp · devopsBridges to Amazon's Nova Canvas image generation model through AWS Bedrock, enabling AI-powered image creation with configurable storage options.4 stars · 3 forksNo one-command install · Source
32353.985grounddocsmcp · devopsProvides source-verified documentation lookup for Python libraries and Kubernetes resources, retrieving accurate, version-specific information from…4 stars · 3 forksNo one-command install · Source
32453.985cyntrisecmcp · devopsAWS security analysis with attack path discovery, compliance checking, and remediation planning.4 stars · 3 forksNo one-command install · Source
32555.168textarttools-mcp-servermcp · devopsEnables transforming text with 23 Unicode styles and creating ASCII art banners with 322+ fonts, deployed globally on Cloudflare Workers.6 stars · 1 forkNo one-command install · Source
32655.168enesbol-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
32755.168chenchiwei-s3mcp · devopsProvides AWS S3 and S3-compatible object storage operations with configurable read-only or read-write modes, CDN URL generation, and bulk operations.6 stars · 1 forkNo one-command install · Source
32855.168bitbond-token-toolmcp · devopsDeploy and manage compliant ERC-20 tokens across multiple blockchain networks.6 stars · 1 forkNo one-command install · Source
32955.168appcranemcp · devopsAppCrane is the self-hosted home for the apps your AI builds and your AI deploys. It exposes 35 appcrane_* MCP tools so any MCP client (Claude Code…6 stars · 1 forkNo one-command install · Source
33055.515mcp-memory-bankmcp · devopsEnables persistent memory management using ChromaDB vector store, with Docker support for easy deployment.5 stars · 2 forksNo one-command install · Source
33155.515remote-mcp-authlessmcp · devopsA remote MCP server deployed on Cloudflare Workers without authentication, enabling tools to be used via SSE from clients like Claude Desktop or…5 stars · 2 forksNo one-command install · Source
33255.515kalepail-stellar-blockchainmcp · devopsIntegrates with Stellar blockchain to enable wallet management, token deployment, and smart contract interactions on the Stellar testnet through…5 stars · 2 forksNo one-command install · Source
33355.515jasonwilbur-cloud-cost-mcpmcp · devopsMulti-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ instance types. Real-time pricing from public APIs, workload calculators…5 stars · 2 forksNo one-command install · Source
33455.515cloud-cost-mcpmcp · devopsMulti-cloud pricing comparison MCP server that enables natural language queries to compare compute, storage, egress, and Kubernetes costs across AWS…5 stars · 2 forksNo one-command install · Source
33555.515mikhae1-kubeviewmcp · devopsRead-only Kubernetes cluster introspection with Helm and Argo support5 stars · 2 forksNo one-command install · Source
33656.183infrabrokermcp · devopsInfrastructure access broker for AI agents — SSH & Kubernetes. Per-operation ephemeral credentials minted by a separate signer; the model never…10 starsNo one-command install · Source
33757.245remote-mcp-server-authless-2mcp · devopsDeploy a remote MCP server on Cloudflare Workers without authentication, and connect it to AI Playground or Claude Desktop.7 stars · 1 forkNo one-command install · Source
33857.245finopsguardmcp · devopsMCP agent providing cost-aware guardrails for IaC in CI/CD with advanced policy enforcement.7 stars · 1 forkNo one-command install · Source
33957.245knowingly-ai-time-checkmcp · devopsLightweight time-checking tool running on Cloudflare Workers.7 stars · 1 forkNo one-command install · Source
34057.245ludusmcp · devopsManages Ludus cyber range infrastructure from AI coding assistants.7 stars · 1 forkNo one-command install · Source
34157.2457majesty-m-terminal-guardianmcp · devopsProvides secure sandboxed terminal access with risk analysis and deny-by-default security controls.7 stars · 1 forkNo one-command install · Source
34257.245orygns-opamcp · devopsIntegrates Open Policy Agent with AI clients for authoring, validating, evaluating, and deploying Rego policies.7 stars · 1 forkNo one-command install · Source
34357.364zaycruz-docker-executormcp · devopsProvides a secure Docker-based environment for executing code in isolated containers, enabling safe running of commands and scripts in any language…5 stars · 3 forksNo one-command install · Source
34457.364nideil-dockermcp · devopsJava-based Docker management server that connects to Docker daemon via TCP to provide container lifecycle operations, image management, network…5 stars · 3 forksNo one-command install · Source
34557.364kaznak-shell-commandmcp · devopsProvides a secure Docker container environment for executing shell commands with Kubernetes tools, enabling isolated DevOps workflows and…5 stars · 3 forksNo one-command install · Source
34657.364arunsanna-aws-sagemcp · devopsIntegrates with AWS services through natural language commands, enabling resource querying and management across multiple profiles and regions via…5 stars · 3 forksNo one-command install · Source
34757.364oci-pricing-mcpmcp · devopsProvides Oracle Cloud Infrastructure pricing data to AI assistants, enabling cost estimation, shape comparison, and real-time pricing queries.5 stars · 3 forksNo one-command install · Source
34857.364gh-jasonwilbur-oci-pricingmcp · devopsOracle Cloud Infrastructure pricing data with cost calculators and comparisons.5 stars · 3 forksNo one-command install · Source
34957.729dokploy-mcp-servermcp · devopsAn MCP server that enables AI assistants to manage Dokploy infrastructure (Docker, projects, applications, databases, etc.) through natural language…7 forksNo one-command install · Source
35057.754omd01-aws-sesmcp · devopsEnables direct email sending through Amazon SES with support for HTML content, CC/BCC recipients, and reply-to addressing while maintaining AWS…3 stars · 4 forksNo one-command install · Source
35158.185armanzeroeight-octopus-deploymcp · devopsIntegrates with Octopus Deploy to manage projects, releases, and deployments through natural language interactions, enabling DevOps teams to query…6 stars · 2 forksNo one-command install · Source
35258.185mehmetoguzderin-shaderc-vkrunnermcp · devopsProvides a secure local sandbox for developing, compiling, and visualizing GPU shaders using Vulkan without requiring physical GPU hardware.6 stars · 2 forksNo one-command install · Source
35358.185kenforthewin-docker-container-executionmcp · devopsProvides Docker container execution with intelligent process management, background task tracking, and comprehensive file operations for isolated…6 stars · 2 forksNo one-command install · Source
35458.185see-quick-strimzi-kafkamcp · devopsProvides management and troubleshooting capabilities for Strimzi Kafka deployments on Kubernetes, including cluster operations, topic and user…6 stars · 2 forksNo one-command install · Source
35558.185zetachain-climcp · devopsIntegrates with ZetaChain's universal blockchain development tools to enable cross-chain account management, contract deployment, token operations…6 stars · 2 forksNo one-command install · Source
35658.503parasuremcp · devopsAI-native parametric insurance infrastructure. Live weather risk assessment via x402 (USDC on Solana). Full quote, bind, and settle protocol loop…4,198 installsNo commit datelisted No one-command install · Source
35758.969yanmxa-kubernetes-multi-cluster-managermcp · devopsProvides a bridge to Kubernetes multi-cluster environments for managing distributed resources through kubectl commands, service account connections…4 stars · 4 forksNo one-command install · Source
35858.969izaitsevfb-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
35958.969env0mcp · devopsEnables AI agents to manage environments and access resources on the Env0 platform through natural language, including deploying, canceling, and…4 stars · 4 forksNo one-command install · Source
36059.029deno-code-executormcp · devopsExecutes TypeScript and JavaScript code in isolated Deno processes with configurable permissions for secure sandboxed code testing, educational…8 stars · 1 forkNo one-command install · Source
36159.029betting-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
36259.029wrxck-infrastructuremcp · devopsOrchestrates Cloudflare, Fleet, and Namecheap for automated domain onboarding and infrastructure management.8 stars · 1 forkNo one-command install · Source
36359.029infrastructure-mcp-servermcp · devopsAn MCP server and terminal UI that orchestrates Cloudflare, Namecheap, and Fleet from a single interface, enabling domain onboarding with automatic…8 stars · 1 forkNo one-command install · Source
36459.029mcpumcp · devopsMCP server for managing Cloudflare Workers via Cloudflare Artifacts. Enables editing, committing, and deploying worker scripts directly.8 stars · 1 forkNo one-command install · Source
36559.029acoyfellow-mcpumcp · devopsSelf-hosted Cloudflare Workers MCP server for repo management and deployment with 8 tools for code editing and committing.8 stars · 1 forkNo one-command install · Source
36659.814brevdev-brevmcp · devopsBridges Nvidia Brev, enabling natural language control of workspaces, deployments, and cloud resources.5 stars · 4 forksNo one-command install · Source
36759.814dokploy-mcp-server-2mcp · devopsComprehensive, type-safe MCP server providing 380 tools to manage Dokploy deployments, applications, and infrastructure via natural language.5 stars · 4 forksNo one-command install · Source
36859.814stellar-ravenmcp · devopsEnables 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 forksNo one-command install · Source
36960.035hiyorineko-rollbarmcp · devopsProvides a bridge to Rollbar error tracking platform for monitoring and analyzing application errors, retrieving detailed information, managing…6 stars · 3 forksNo one-command install · Source
37060.262jwbb903-cloudflare-ai-imagemcp · devopsGenerate images using Cloudflare Workers AI models deployed on edge infrastructure.7 stars · 2 forksNo one-command install · Source
37160.262sandymcp · devopsProvides a sandboxed environment for AI coding agents to execute TypeScript AWS SDK queries securely, with cross-account aggregation and no host…7 stars · 2 forksNo one-command install · Source
37260.262shipstaticmcp · devopsDeploy and manage static sites with deployment uploads, domain management, and DNS configuration.7 stars · 2 forksNo one-command install · Source
37360.677devvgwardo-devctxmcp · devopsProvide AI agents with a structured development environment snapshot covering services, git, deployments, and env vars.9 stars · 1 forkNo one-command install · Source
37460.684vibedropmcp · devopsDeploy static site directories as public URLs in a single MCP tool call via the VibeDrop hosting service.15 starsNo one-command install · Source
37561.362ihatesea69-aws-sdkmcp · devopsEnables direct interaction with AWS services through the AWS SDK v2, allowing users to query environments, manage resources, and analyze cloud…6 stars · 4 forksNo one-command install · Source
37662.026mcpworksmcp · devopsCuts 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 forkNo one-command install · Source
37762.046vlttnv-kubernetes-monitoringmcp · devopsProvides a read-only interface for querying Kubernetes clusters, enabling detailed retrieval of information about namespaces, pods, nodes…8 stars · 2 forksNo one-command install · Source
37862.046cyberedumcp · devopsIntegrates with the CyberEdu CTF platform to provide access to cybersecurity challenges, contests, file downloads, service deployment, flag…8 stars · 2 forksNo one-command install · Source
37962.046package-version-check-mcpmcp · devopsReturns the latest stable versions of packages and tools across Python, NPM, Go, Docker, Helm, and other ecosystems.8 stars · 2 forksNo one-command install · Source
38062.111mind-cloudmcp · devopsPersistent memory infrastructure for AI systems, running on Cloudflare's edge network with 28 MCP tools for semantic memory, emotional processing…7 stars · 3 forksNo one-command install · Source
38162.111vulkmcp · devopsBuild, edit, deploy, and export full-stack web applications from natural language prompts.7 stars · 3 forksNo one-command install · Source
38262.472vibops-mcpmcp · devopsVibOps MCP is the control plane between your AI agents and your GPU infrastructure. 74 tools covering: GPU fleet management (deploy, scale, monitor…18 starsNo one-command install · Source
38363.107dbillionaer-polygon-blockchainmcp · devopsIntegrates with the Polygon blockchain network to enable wallet operations, smart contract deployments, L2 bridging, DeFi interactions, and…4 stars · 5 forksNo one-command install · Source
38463.2694everland-hosting-mcpmcp · devopsEnables AI-driven deployment of code to decentralized storage networks like Greenfield, IPFS, and Arweave, providing instantly accessible webpage…2 stars · 6 forksNo one-command install · Source
38563.439ansible-mcp-servermcp · devopsEnables AI assistants to manage infrastructure using Ansible and Terraform with 58 tools for playbooks, provisioning, security scanning, and more.7 stars · 4 forksNo one-command install · Source
38663.439felixallistar-coolifymcp · devopsIntegrates with Coolify's deployment platform to manage self-hosted applications, databases, and infrastructure including 110+ one-click services, 8…7 stars · 4 forksNo one-command install · Source
38763.694itsdarianngo-vercel-aimcp · devopsIntegrates OpenAI and Mistral models for versatile language tasks via the Vercel AI SDK.9 stars · 2 forksNo one-command install · Source
38863.694linkedin-mcpmcp · devopsEnables AI assistants to access and interact with LinkedIn data—profiles, messaging, jobs, companies, and more—via MCP, with remote or local…9 stars · 2 forksNo one-command install · Source
38963.896cyber-sentinelmcp · devopsAggregates threat intelligence from VirusTotal, AbuseIPDB, URLhaus, Shodan, ThreatFox, and MalwareBazaar to analyze security indicators, scan code and…8 stars · 3 forksNo one-command install · Source
39064.134naveenthangaraj03-kubernetesmcp · devopsProvides direct API access to Kubernetes clusters for managing pods, deployments, services, namespaces, storage, and RBAC components with CRUD…12 stars · 1 forkNo one-command install · Source
39164.192pulumi-mcp-servermcp · devopsEnables AI assistants to manage cloud infrastructure using Pulumi by running commands like preview, deploy, and stack output retrieval through the…11 forksNo one-command install · Source
39264.619mcp-server-manager-docker-editionmcp · devopsFree MCP server for easy deployment and management of MCP tools via Docker, tailored for the Xiaozhi community.6 stars · 5 forksNo one-command install · Source
39364.883arcane-mcp-servermcp · devopsManage your entire Docker infrastructure through natural language with 180 tools.13 stars · 1 forkNo one-command install · Source
39465.043abhijeetka-kubernetesmcp · devopsBridges natural language interactions with Kubernetes clusters by wrapping kubectl commands, enabling conversational management of pods, deployments…10 stars · 2 forksNo one-command install · Source
39565.043techlibs-codesandboxmcp · devopsProvides stateless access to CodeSandbox SDK operations for creating, managing, and interacting with cloud-based development sandboxes through 13…10 stars · 2 forksNo one-command install · Source
39665.043terry-form-terraformmcp · devopsProvides secure Terraform operations through Docker-containerized environments that isolate infrastructure planning and validation tasks, supporting…10 stars · 2 forksNo one-command install · Source
39765.043neverinfamous-mysqlmcp · devopsEnterprise-grade MySQL server with OAuth 2.0 and Docker deployment10 stars · 2 forksNo one-command install · Source
39865.223brucedh-aws-irevealmcp · devopsIntegrates with AWS security services to enable incident response and investigation through CloudTrail logs, Athena queries, CloudWatch events…8 stars · 4 forksNo one-command install · Source
39965.223rlm-toolsmcp · devopsPersistent Python sandbox for codebase exploration.8 stars · 4 forksNo one-command install · Source
40065.223virtualsmsmcp · devopsReceive SMS verifications across 145+ countries using real physical SIM infrastructure.8 stars · 4 forksNo 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