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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

1,162 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
20167.778nable-finops-mcpmcp · devopsLocal-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 forkNo one-command install · Source
20267.193soub4i-kdebugmcp · devopsEnables natural language interaction with Kubernetes resources, allowing developers to manage clusters through conversational interfaces instead of…16 stars · 1 forkNo one-command install · Source
20367.151temporal-cortexmcp · devopsOpen scheduling infrastructure that gives agents autonomous scheduling capabilities across Google Calendar and Outlook with contact resolution…12 stars · 2 forksNo one-command install · Source
20367.151severity1-argocdmcp · devopsIntegrates with ArgoCD to enable natural language control of Kubernetes application deployments through a Python-based bridge that supports GitOps…12 stars · 2 forksNo one-command install · Source
20566.893js-reverse-analyzermcp · devopsProvides JavaScript reverse engineering capabilities including static analysis, dynamic execution, and bypassing anti-bot protections like Cloudflare…10 stars · 3 forksNo one-command install · Source
20566.893diagram-ai-generatormcp · devopsProfessional AI-powered architecture diagram generator with multi-cloud support and MCP server integration. Generates beautiful, accurate diagrams…10 stars · 3 forksNo one-command install · Source
20566.893orzcls-gemini-cli-windows-fixedmcp · devopsWindows-compatible Gemini CLI integration that addresses character encoding and parameter handling issues, providing PowerShell integration with…10 stars · 3 forksNo one-command install · Source
20866.877garc33-js-sandboxmcp · devopsProvides a secure JavaScript sandbox for executing code with configurable time and memory limits, enabling safe testing and evaluation of algorithms.5 stars · 6 forksNo one-command install · Source
20966.871vpursuit-swiplmcp · devopsProvides secure access to SWI-Prolog logic programming through dual query modes with sandboxed execution, dynamic knowledge base management, and…9 stars · 4 forksNo one-command install · Source
20966.871container-incmcp · devopsEnables seamless deployment of containerized applications directly from code editors through a three-step workflow of GitHub authentication…9 stars · 4 forksNo one-command install · Source
21166.528virtualization-mcpmcp · devopsEnables AI assistants to manage virtual machines, sandboxes, and dev environments through VirtualBox, Hyper-V, and Windows Sandbox, supporting VM…15 stars · 1 forkNo one-command install · Source
21266.258signadotmcp · devopsManage Signadot sandboxes, route groups, and ephemeral environments through natural language prompts.8 stars · 5 forksNo one-command install · Source
21366.172yuchen-quantum-simulatormcp · devopsProvides a Docker-based quantum circuit simulator using Qiskit to run, visualize, and analyze quantum computations with various noise models without…11 stars · 2 forksNo one-command install · Source
21465.698cnki-mcpmcp · devopsEnables AI assistants to search CNKI (China National Knowledge Infrastructure), download PDFs, and import them into Zotero with automatic PDF…14 stars · 1 forkNo one-command install · Source
21565.223virtualsmsmcp · devopsReceive SMS verifications across 145+ countries using real physical SIM infrastructure.8 stars · 4 forksNo one-command install · Source
21565.223rlm-toolsmcp · devopsPersistent Python sandbox for codebase exploration.8 stars · 4 forksNo one-command install · Source
21565.223brucedh-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
21865.043neverinfamous-mysqlmcp · devopsEnterprise-grade MySQL server with OAuth 2.0 and Docker deployment10 stars · 2 forksNo one-command install · Source
21865.043terry-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
21865.043techlibs-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
21865.043abhijeetka-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
22264.883arcane-mcp-servermcp · devopsManage your entire Docker infrastructure through natural language with 180 tools.13 stars · 1 forkNo one-command install · Source
22364.619mcp-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
22464.192pulumi-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
22564.134naveenthangaraj03-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
22663.896cyber-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
22763.694linkedin-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
22763.694itsdarianngo-vercel-aimcp · devopsIntegrates OpenAI and Mistral models for versatile language tasks via the Vercel AI SDK.9 stars · 2 forksNo one-command install · Source
22963.439felixallistar-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
22963.439ansible-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
23163.2694everland-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
23263.107dbillionaer-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
23362.472vibops-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
23462.111vulkmcp · devopsBuild, edit, deploy, and export full-stack web applications from natural language prompts.7 stars · 3 forksNo one-command install · Source
23462.111mind-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
23662.046package-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
23662.046cyberedumcp · 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
23662.046vlttnv-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
23962.026mcpworksmcp · 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
24061.362ihatesea69-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
24160.684vibedropmcp · devopsDeploy static site directories as public URLs in a single MCP tool call via the VibeDrop hosting service.15 starsNo one-command install · Source
24260.677devvgwardo-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
24360.262shipstaticmcp · devopsDeploy and manage static sites with deployment uploads, domain management, and DNS configuration.7 stars · 2 forksNo one-command install · Source
24360.262sandymcp · 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
24360.262jwbb903-cloudflare-ai-imagemcp · devopsGenerate images using Cloudflare Workers AI models deployed on edge infrastructure.7 stars · 2 forksNo one-command install · Source
24660.035hiyorineko-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
24759.814stellar-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
24759.814dokploy-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
24759.814brevdev-brevmcp · devopsBridges Nvidia Brev, enabling natural language control of workspaces, deployments, and cloud resources.5 stars · 4 forksNo one-command install · Source
25059.029acoyfellow-mcpumcp · devopsalso listed as mcpuSelf-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
25059.029infrastructure-mcp-servermcp · devopsalso listed as wrxck-infrastructureAn 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
25059.029betting-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
25059.029deno-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
25658.969env0mcp · 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
25658.969izaitsevfb-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
25658.969yanmxa-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
25958.503parasuremcp · 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
26058.185zetachain-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
26058.185see-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
26058.185kenforthewin-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
26058.185mehmetoguzderin-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
26058.185armanzeroeight-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
26557.754omd01-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
26657.729dokploy-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
26757.364gh-jasonwilbur-oci-pricingmcp · devopsalso listed as oci-pricing-mcpOracle Cloud Infrastructure pricing data with cost calculators and comparisons.5 stars · 3 forksNo one-command install · Source
26757.364arunsanna-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
26757.364kaznak-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
26757.364nideil-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
26757.364zaycruz-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
27357.245orygns-opamcp · devopsIntegrates Open Policy Agent with AI clients for authoring, validating, evaluating, and deploying Rego policies.7 stars · 1 forkNo one-command install · Source
27357.2457majesty-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
27357.245ludusmcp · devopsManages Ludus cyber range infrastructure from AI coding assistants.7 stars · 1 forkNo one-command install · Source
27357.245knowingly-ai-time-checkmcp · devopsLightweight time-checking tool running on Cloudflare Workers.7 stars · 1 forkNo one-command install · Source
27357.245finopsguardmcp · devopsMCP agent providing cost-aware guardrails for IaC in CI/CD with advanced policy enforcement.7 stars · 1 forkNo one-command install · Source
27357.245remote-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
27956.183infrabrokermcp · 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
28055.515mikhae1-kubeviewmcp · devopsRead-only Kubernetes cluster introspection with Helm and Argo support5 stars · 2 forksNo one-command install · Source
28055.515cloud-cost-mcpmcp · devopsalso listed as jasonwilbur-cloud-cost-mcpMulti-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
28055.515kalepail-stellar-blockchainmcp · devopsalso listed as remote-mcp-authlessIntegrates 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
28055.515mcp-memory-bankmcp · devopsEnables persistent memory management using ChromaDB vector store, with Docker support for easy deployment.5 stars · 2 forksNo one-command install · Source
28655.168appcranemcp · 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
28655.168bitbond-token-toolmcp · devopsDeploy and manage compliant ERC-20 tokens across multiple blockchain networks.6 stars · 1 forkNo one-command install · Source
28655.168chenchiwei-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
28655.168enesbol-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
28655.168textarttools-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
29153.985cyntrisecmcp · devopsAWS security analysis with attack path discovery, compliance checking, and remediation planning.4 stars · 3 forksNo one-command install · Source
29153.985grounddocsmcp · 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
29153.985yunwoong7-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
29153.985dillip285-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
29553.790aws-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
29653.186execkit-mcpmcp · devopsStateful, structured, safe shell sessions for AI agents, on real infrastructure.8 starsNo one-command install · Source
29653.186remote-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
29653.186didlawowo-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
29952.498log-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
29952.498rahul007-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

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