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

RankScoreComponentDescriptionEvidenceLast commitInstall
40138.412tcpipuk-web-and-pythonmcp · devopsProvides web content access and Python code execution in a sandboxed environment, enabling information verification and working code demonstrations…3 starsNo one-command install · Source
40138.412containmindmcp · devopsEnables AI assistants to manage and analyze containers across Docker and Podman through natural language, providing unified inspection, monitoring…3 starsNo one-command install · Source
40138.412openfortmcp · devopsEnhances AI assistants by enabling them to create projects, manage configurations, and query data automatically when building applications on…3 starsNo one-command install · Source
40138.412enterprise-health-servicenowmcp · devopsIntegrates system health monitoring and ServiceNow ITSM platform to provide CPU usage, memory statistics, system uptime tracking, incident management…3 starsNo one-command install · Source
40138.412happyzym-sandbox-fusionmcp · devopsConnects AI models to Sandbox Fusion environments for testing, training, and demonstrating agent interactions with simulated worlds3 starsNo one-command install · Source
40138.412jo-lion-software-planningmcp · devopsEnables systematic software project planning by breaking down complex tasks into manageable components, defining project structures, and creating…3 starsNo one-command install · Source
40738.066klappy-ptxprintmcp · devopsDrives SIL Global's PTXPrint typesetting engine headlessly to generate publication-quality Bible PDFs via Cloudflare Workers.2 stars · 1 forkNo one-command install · Source
40738.066salesforgemcp · devopsManages Salesforge, Primeforge, Leadsforge, Infraforge, Warmforge, and Mailforge accounts.2 stars · 1 forkNo one-command install · Source
40738.066outlook-mcp-servermcp · devopsA Model Context Protocol server bridging Claude to Microsoft Outlook + Teams (email, calendar, contacts, tasks, files, Teams meeting recordings +…2 stars · 1 forkNo one-command install · Source
40738.066hemmabomcp · devopsVacation rental booking infrastructure for independent hosts.2 stars · 1 forkNo one-command install · Source
40738.066chimeraforgemcp · devopsLLM deployment planner: given a model and a GPU, answers will it fit, will it hit your SLO, and what will it cost. Sizes VRAM and KV-cache from the…2 stars · 1 forkNo one-command install · Source
40738.066zw008-vmware-avimcp · devopsVMware AVI NSX ALB load balancer and AKO Kubernetes operations via 29 MCP tools.2 stars · 1 forkNo one-command install · Source
40738.066casuallayer-mcpmcp · devopsDeterministic AI liability attribution engine. Scores fault across AI supply-chain participants (deployer, developer, vendor) with tamper-evident…2 stars · 1 forkNo one-command install · Source
40738.066sapientsai-dokploymcp · devopsIntegrates with Dokploy's self-hosted PaaS for deployment management, database orchestration, and infrastructure automation via 13 consolidated…2 stars · 1 forkNo one-command install · Source
40738.066cotermmcp · devopsCoTerm provides an MCP-native terminal runtime with shared PTY-backed sessions, enabling AI agents to create, manage, and interact with local, SSH…2 stars · 1 forkNo one-command install · Source
40738.066mcp-linux-toolsmcp · devopsEnables AI assistants to perform controlled Linux system administration tasks like reading logs, managing services, cron jobs, WordPress, and…2 stars · 1 forkNo one-command install · Source
40738.066cloudpanel-mcpmcp · devopsProvides 50 tools to manage a CloudPanel VPS through AI assistants, covering sites, databases, Docker, server software, firewall, DNS, and one-shot…2 stars · 1 forkNo one-command install · Source
40738.066ricardo-hdrn-awaitmcp · devopsCondition watcher that blocks until system events occur — TCP connections, file changes, HTTP responses, process exits, Docker completions, and more.2 stars · 1 forkNo one-command install · Source
40738.066boltzgen-mcpmcp · devopsEnables AI-powered protein design, including binders, peptides, and custom proteins, with GPU-accelerated Docker deployment and async job management.2 stars · 1 forkNo one-command install · Source
40738.066kevinrabun-gdpr-shift-left-compliancemcp · devopsIntegrates GDPR compliance into the development lifecycle with article lookup, DPIA evaluation, ROPA generation, data subject rights guidance, and…2 stars · 1 forkNo one-command install · Source
40738.066ravincheela-cognitive-dast-automationmcp · devopsIntegrates OWASP ZAP security scanning with Google Gemini for automated vulnerability analysis, risk scoring, and remediation prioritization in CI/CD…2 stars · 1 forkNo one-command install · Source
40738.066undici77-datafetchmcp · devopsProvides secure web content fetching with sandboxed access to webpages, link extraction, file downloads, metadata retrieval, and URL status checking…2 stars · 1 forkNo one-command install · Source
40738.066crisog-railway-mcp-servermcp · devopsUnofficial MCP server for Railway that enables managing Railway infrastructure through natural language, including projects, services, deployments…2 stars · 1 forkNo one-command install · Source
40738.066mark3labs-dockermcp · devopsBridges Docker infrastructure management by providing a JSON API for container, image, and command operations through a unified protocol…2 stars · 1 forkNo one-command install · Source
40738.066gpaul-prompt-localdevmcp · devopsProvides a TypeScript-based development environment for creating, testing, and refining structured prompts locally before production deployment.2 stars · 1 forkNo one-command install · Source
40738.066lochgeo-kubernetesmcp · devopsIntegrates with Kubernetes clusters to enable direct pod, deployment, and service management operations through specialized FastMCP tools, eliminating…2 stars · 1 forkNo one-command install · Source
42736.734metamask-embedded-wallets-mcpmcp · devopsMetaMask Embedded Wallets MCP (formerly Web3Auth) gives AI coding assistants live access to Embedded Wallets documentation, SDK references…2,123 installsNo commit datelisted No one-command install · Source
42835.443casebook-mcpmcp · devopsEnables agents to query a registry of documented AI-agent failures for debugging incidents, deployable on Cloudflare Workers.2 forksNo one-command install · Source
42835.443cbetamcp-workersmcp · devopsCloudflare Workers 版 MCP 服务器,提供 CBETA 佛经数据库的搜索与查询工具,支持关键词、典籍、作者等检索功能。2 forksNo one-command install · Source
42835.443aws-kbmcp · devopsIntegrates with AWS Knowledge Bases to retrieve information using Bedrock Agent Runtime, enabling RAG operations with structured metadata for…2 forksNo one-command install · Source
43132.223platform-mcpmcp · devopsA read-only MCP server that enables AI agents to act as GCP platform engineers, allowing them to investigate incidents, take inventory, and find…2 starsNo one-command install · Source
43132.223mcp-control-planemcp · devopsOpen-source, Windows-first control plane for operating local and homelab services through typed MCP servers, featuring 13 servers and 290 tools with…2 starsNo one-command install · Source
43132.223madeonsolmcp · devopsReal-time Solana trading intelligence: track 1,069 KOL wallets with <3s latency, score 23,000+ Pump.fun deployers, surface deshred deploy signals…2 starsNo one-command install · Source
43132.223northwoods-packmcp · devopsDeploys a sovereign personal AI harness on your Cloudflare account, providing identity, memory with provenance, and a chat interface, plus MCP tools…2 starsNo one-command install · Source
43132.223mcp-kubernetesmcp · devopsEnables MCP clients to inspect and operate Kubernetes clusters across multiple contexts, with read-only/read-write/admin access modes and security…2 starsNo one-command install · Source
43132.223hermes-dsh-bridgemcp · devopsEnables external MCP clients to drive DeepSeek Harness agents for real coding tasks, providing tools for task execution and queueing, session…2 starsNo one-command install · Source
43132.223sjk4425-ncloudmcp · devopsNaver Cloud Platform infrastructure management via MCP — 1,000+ tools across 60+ services.2 starsNo one-command install · Source
43132.223noon-sightmcp · devopsAggregates site analytics and published content from Google Analytics, Search Console, Cloudflare, and Buffer into MCP tools for traffic, search…2 starsNo one-command install · Source
43132.223scgis-wales-helmmcp · devopsExposes all 44 Helm CLI operations as MCP tools for release management, chart operations, repository handling, and OCI registry support with…2 starsNo one-command install · Source
43132.223no-crdmcp · devopsEnables AI agents to dynamically spawn, route to, and manage ephemeral containerized sandboxes on Kubernetes without requiring Custom Resource…2 starsNo one-command install · Source
43132.223citizen-infra-open-collectivemcp · devopsManages Open Collective pages with tools for profiles, posts, projects, tiers, and finances.2 starsNo one-command install · Source
43132.223tsdevstack-cli-mcpmcp · devopsMCP server plugin for the tsdevstack CLI, enabling AI agents to manage infrastructure, deployment, and project state with 54 tools and 12 resources.2 starsNo one-command install · Source
43132.223flowcastle-mcpmcp · devopsBuild, edit, and deploy Telegram bots on FlowCastle's hosted visual flow platform: 16 tools to read workspace context, learn the flow format, validate…2 starsNo one-command install · Source
43132.223agent-sandbox-mcpmcp · devopsEnables AI agents to create, manage, and execute code in isolated Firecracker microVM sandboxes via the MCP protocol, with support for sandbox…2 starsNo one-command install · Source
43132.223myrmex-hivemcp · devopsA decentralized, secure agent orchestration framework for monitoring and managing distributed edge servers, Docker hosts, and Kubernetes nodes via…2 starsNo one-command install · Source
43132.223codemode-workersmcp · devopsExpose any API to an LLM agent as two sandboxed MCP tools (search + execute) on Cloudflare Workers.2 starsNo one-command install · Source
43132.223openscad-wasm-mcpmcp · devopsAn MCP server that enables validating, exporting, previewing, and analyzing OpenSCAD models via a WASM-based OpenSCAD runtime, with secure file…2 starsNo one-command install · Source
43132.223k8s-mcp-gomcp · devopsSafe, read-only-by-default Kubernetes access for AI agents via MCP. Provides explicit readonly, readwrite, and dangerous permission modes, plus MCPB…2 starsNo one-command install · Source
43132.223portainer-mcpmcp · devopsEnables AI assistants to manage Portainer container environments through natural language, including deploying stacks, managing containers, images…2 starsNo one-command install · Source
43132.223local-file-search-mcpmcp · devopsProvides tools for searching and reading local files, supporting metadata filters, PDF full-text keyword search, and sandboxed file access.2 starsNo one-command install · Source
43132.223leap0mcp · devopsManage Leap0 sandboxes with tools for lifecycle, filesystem access, and process execution.2 starsNo one-command install · Source
43132.223chronolapse411-sicarius-guardmcp · devopsSolana token safety oracle for AI agents and trading bots. Byte-level SPL mint analysis, honeypot detection, freeze/mint authority checks, Birdeye…2 starsNo one-command install · Source
43132.223asif-nvc-e2b-sandbox-mcpmcp · devopsConnect Claude Code with E2B cloud sandboxes — 29 tools for creating isolated Linux VMs, cloning repos, running commands, managing files, and…2 starsNo one-command install · Source
43132.223medicare-part-d-mcp-servermcp · devopsEnables AI assistants to access CMS Medicare Part D drug spending, prescriber, and pricing trend data through a single MCP tool with 15 actions…2 starsNo one-command install · Source
43132.223sandboxapimcp · devopsExecutes code securely in gVisor-sandboxed containers across eight programming languages.2 starsNo one-command install · Source
43132.223sohniswatantra-nosana-agentmcp · devopsAI agent combining ElizaOS, MCP tools, and Qwen3.5 on Nosana decentralized GPU infrastructure.2 starsNo one-command install · Source
43132.223clawaimailmcp · devopsEmail infrastructure for AI agents with inbox creation, sending, receiving, and search.2 starsNo one-command install · Source
43132.223maildevmcpmcp · devopsProvides MCP tools to manage MailDev Docker containers and inspect received emails, including listing, searching, retrieving, deleting, waiting for…2 starsNo one-command install · Source
43132.223jl-codes-rp1-devmcp · devopsManages RP1 spatial fabric environments, including fabric creation, universal fabric attachment, Network Service Object deployment, and project…2 starsNo one-command install · Source
43132.223lordbasilaiassistant-sudo-base-gasless-deploymcp · devopsDeploys ERC-20 tokens on Base with zero gas fees using CDP Paymaster.2 starsNo one-command install · Source
43132.223uptimeboltmcp · devopsalso listed as uptimebolt-mcp-serverAI-powered infrastructure monitoring with health checks, incident tracking, predictions, and deploy safety.2 starsNo one-command install · Source
43132.223fakoli-temporal-terraform-orchestratormcp · devopsOrchestrates multi-workspace Terraform deployments with Temporal workflows2 starsNo one-command install · Source
43132.223benzaidfoued-veleromcp · devopsProvides read-only access to Velero backup and schedule resources in Kubernetes clusters with structured data retrieval and YAML generation…2 starsNo one-command install · Source
43132.223walteh-cloudstackmcp · devopsEnables natural language management of Apache CloudStack infrastructure, translating requests into API calls for VM deployment, resource management…2 starsNo one-command install · Source
43132.223code-alchemist01-cloud-servicesmcp · devopsProvides unified access to AWS, Azure, and GCP resources through cloud-agnostic adapters for managing instances, storage, databases, and functions…2 starsNo one-command install · Source
43132.223thanhdeptr-kubernetesmcp · devopsProvides Kubernetes cluster management through kubectl and Helm integration, enabling pod operations, resource deployment, scaling, port forwarding…2 starsNo one-command install · Source
43132.223websharp-mcpmcp · devopsProvides web search and readable page extraction tools via MCP, using SearXNG metasearch and SmartReader content extraction, with Docker support for…2 starsNo one-command install · Source
43132.223iosdevil-azure-assistantmcp · devopsConverts natural language questions into Azure Resource Graph KQL queries to discover and analyze Azure resources across multiple tenants with…2 starsNo one-command install · Source
43132.223vpn-as-a-service-mcpmcp · devopsEnables AI agents to manage VPN infrastructure through provisioning, lifecycle control, traffic routing, and health monitoring.2 starsNo one-command install · Source
43132.223gnosis-docker-mcpmcp · devopsEnables AI assistants to manage Docker containers and images, including starting, stopping, listing, and building operations.2 starsNo one-command install · Source
43132.223realugbun-agentexecmcp · devopsProvides secure sandboxed code execution across Python, Node.js, and Go environments with shell command access and package management through Docker…2 starsNo one-command install · Source
43132.223icykallen-aws-climcp · devopsBridges AWS CLI with natural language interaction, enabling direct execution of AWS commands for resource management without leaving your conversation…2 starsNo one-command install · Source
47429.013zcpmcp · devopsZCP is a CLI with Zerops MCP that makes your agent a Zerops power-user. It runs either inside your project, or is connected through zCLI's VPN…1 star · 1 forkNo one-command install · Source
47429.013cloudquerymcp · devopsQuery cloud asset inventory data across AWS, Azure, GCP, and 70+ sources1 star · 1 forkNo one-command install · Source
47429.013factordao-factor-protocolmcp · devopsEnables interaction with Factor Protocol's DeFi vault infrastructure across Arbitrum, Base, and Ethereum networks through specialized tools for vault…1 star · 1 forkNo one-command install · Source
47429.013hrrodan-agent-workspacemcp · devopsSandboxed agentic workspace for secure filesystem operations, bash execution, and uv-powered Python in an isolated container.1 star · 1 forkNo one-command install · Source
47429.013mcp-repobridgemcp · devopsEnables safe repository inspection and Docker-sandboxed command execution via MCP, with optional Codex handoff for implementation tasks.1 star · 1 forkNo one-command install · Source
47429.013agent-rate-limiter-mcpmcp · devopsFleet-wide shared rate limiter for A2A + multi-MCP deployments, providing a shared counter with sliding window, concurrency grants, and signed…1 star · 1 forkNo one-command install · Source
47429.013mcp-telecommcp · devopsBridges AI agents with network infrastructure, enabling secure read-only access to multiple vendor routers via SSH for natural language queries and…1 star · 1 forkNo one-command install · Source
47429.013trackerfitness729-jpg-sitelaunchermcp · devopsDeploy live HTTPS websites instantly with subdomain or custom .xyz domain support, paid via USDC on Base chain.1 star · 1 forkNo one-command install · Source
47429.013base-token-factorymcp · devopsEnables deploying ERC-20 tokens on Base mainnet via the SimpleTokenFactory contract. Supports token deployment, querying deployments, and factory…1 star · 1 forkNo one-command install · Source
47429.013open-horizon-services-open-horizonmcp · devopsManages IBM Open Horizon edge computing services, nodes, and deployment policies.1 star · 1 forkNo one-command install · Source
47429.013dhso-remote-bridgemcp · devopsContainerized HTTP bridge for accessing MCP functionality remotely, enabling distributed deployment without requiring direct library integration in…1 star · 1 forkNo one-command install · Source
47429.013stopwarbywar-binance-smart-chainmcp · devopsEnables blockchain operations on Binance Smart Chain including token deployment, trading, and asset management through Web3.py integration with…1 star · 1 forkNo one-command install · Source
47429.013axiomhq-axiom-contextmcp · devopsIntegrates Axiom's context-aware AI capabilities with Zed workflows through a customizable command interface for enhanced flexibility and seamless…1 star · 1 forkNo one-command install · Source
47429.013dion-hagan-spinnakermcp · devopsIntegrates with Spinnaker to enable AI-driven management of deployments, pipelines, and applications for enhanced CI/CD automation and orchestration.1 star · 1 forkNo one-command install · Source
48828.027aleatoricmcp · devopsAleatoric Engine is deterministic market simulation infrastructure for generating reproducible, schema-stable synthetic market data used in financial…1,470 installsNo commit datelisted No one-command install · Source
48923.374borealhostmcp · devopsQuebec-based agent-native web hosting for deploying sites, managing DNS, registering domains, and scaling infrastructure.1 forkNo one-command install · Source
48923.374borealhost-mcp-servermcp · devopsAgent-native web hosting tools for the Model Context Protocol. Enables purchasing hosting, deploying sites, managing DNS, registering domains, and…1 forkNo one-command install · Source
48923.374google-flow-online-mcp-servermcp · devopsEnables generating images, videos, characters, and scenes through Google Flow. Supports SSE and Vercel deployment for integration with Gemini Spark…1 forkNo one-command install · Source
48923.374mcp-aws-monitormcp · devopsMonitors AWS infrastructure including EC2, RDS, S3, SQS, CloudWatch, and more through 19 tools, enabling natural language queries for infrastructure…1 forkNo one-command install · Source
48923.374free-app-storemcp · devopsProvides AI agent tools for FreeAppStore including deploy status checks, SDK documentation, app information, and platform guides.1 forkNo one-command install · Source
48923.374mixi-mcpmcp · devopsEnables conducting spatial preference interviews for the MIXI lighting brand via Claude.ai, with results saved to Cloudflare KV.1 forkNo one-command install · Source
48923.374skylight-mcp-remotemcp · devopsRemote MCP deployment scaffold for Skylight's MCP server, hosted on Cloudflare Workers and Containers, enabling HTTP access to the stdio-based Ruby…1 forkNo one-command install · Source
48923.374csoai-org-docker-helper-ai-mcpmcp · devopsAI tools for managing Docker containers, images, and configurations.1 forkNo one-command install · Source
48923.374cycloidmcp · devopsInteract with the Cycloid Internal Developer Platform for infrastructure automation and DevOps orchestration1 forkNo one-command install · Source
48923.374supership-scanmcp · devopsPre-deploy AI code security scanner with 80+ vulnerability patterns, built for AI editors.1 forkNo one-command install · Source
48923.374hostsmithmcp · devopsManaged hosting service that provides infrastructure management and deployment tools via MCP.1 forkNo one-command install · Source
48923.374stateless-hono-mcp-servermcp · devopsAn MCP server using Hono and Streamable HTTP, deployable to Cloudflare Workers, with tools for periodic notifications and prompt templates.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