Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 41.082 | cryptorugmunch-rug-munchmcp · devops | Crypto token risk analysis with rug pull detection, honeypot scoring, deployer tracking, and social OSINT across 19 specialized tools. | 1 star · 2 forks | No one-command install · Source | |
| 401 | 41.082 | aosp-platform-builder-mcpmcp · devops | Connects to a GCP-hosted AOSP build VM via IAP tunnel, uploads APKs as privileged system apps, and builds system.img. | 1 star · 2 forks | No one-command install · Source | |
| 401 | 41.082 | mcp-python-exec-sandboxmcp · devops | Sandboxed Python execution with automatic dependency management. Executes Python scripts in isolated environments (bubblewrap or Docker) with PEP 723… | 1 star · 2 forks | No one-command install · Source | |
| 401 | 41.082 | trello-mcp-server-on-cloudflare-workersmcp · devops | Enables comprehensive Trello integration via MCP, supporting boards, lists, cards, comments, labels, members, checklists, search, and attachments… | 1 star · 2 forks | No one-command install · Source | |
| 401 | 41.082 | mcp-terraform-assistantmcp · devops | MCP server for managing Terraform infrastructure as code, enabling initialization, planning, applying, destroying, validating, and showing state of… | 1 star · 2 forks | No one-command install · Source | |
| 401 | 41.082 | elblanco2-hostbridgemcp · devops | Simplifies web application deployment across multiple hosting providers like Netlify and Vercel through a unified interface that handles… | 1 star · 2 forks | No one-command install · Source | |
| 407 | 38.412 | chaos-mcpmcp · devops | On-demand micro-mutation sandbox for AI test verification that maps weaknesses in unit tests by running isolated mutation testing via the Model… | 3 stars | No one-command install · Source | |
| 407 | 38.412 | mcp-sandbox-computer-vm-for-aimcp · devops | MCP server that gives AI agents isolated, named Linux computers with stable IDs and lifecycle control. Supports multiple backends like Docker, Fly… | 3 stars | No one-command install · Source | |
| 407 | 38.412 | benedat-k8stoolsmcp · devops | Provides strongly-typed tools for monitoring and diagnosing Kubernetes clusters through read-only operations like listing pods, nodes, services, and… | 3 stars | No one-command install · Source | |
| 407 | 38.412 | crisphivemcp · devops | Agentic AI scheduling infrastructure for field service teams. Match crews to jobs by location, skills, and availability — with sub-3-second cascade… | 3 stars | No one-command install · Source | |
| 407 | 38.412 | cashpilotmcp · devops | Self-hosted passive income fleet management with earnings monitoring, service deployment, and Docker worker control. | 3 stars | No one-command install · Source | |
| 407 | 38.412 | srv-exploremcp · devops | Enables AI agents to safely explore and diagnose remote servers by providing a read-only sandbox with controlled access to files, logs, Docker, and… | 3 stars | No one-command install · Source | |
| 407 | 38.412 | opencloudcosts-mcpmcp · devops | Anchor AI FinOps to real, live cloud pricing. AWS, GCP & Azure — public list prices and enterprise negotiated rates. No credentials needed for AWS and… | 3 stars | No one-command install · Source | |
| 407 | 38.412 | nometriamcp · devops | Deploys applications to major cloud platforms from Claude Code using the Nometria deployment platform. | 3 stars | No one-command install · Source | |
| 407 | 38.412 | rhyssullivan-github-issuemcp · devops | Renders GitHub issues and pull requests as interactive React widgets via a single MCP tool, deployable to Vercel. | 3 stars | No one-command install · Source | |
| 407 | 38.412 | sepinetam-latexmcp · devops | Compile TeX files with LaTeX inside a Docker container. | 3 stars | No one-command install · Source | |
| 407 | 38.412 | vitalemazo-cloud-pilotmcp · devops | Multi-cloud infrastructure MCP server for AWS, Azure, GCP, and Alibaba Cloud with 51,900+ API operations and a 4-level dry-run safety system. | 3 stars | No one-command install · Source | |
| 407 | 38.412 | dmayan-ss-ispkeepermcp · devops | Read-only access to ISPKeeper ISP management platform for querying subscribers, network infrastructure, and service data. | 3 stars | No one-command install · Source | |
| 407 | 38.412 | kawai-network-docker-gatewaymcp · devops | Docker CLI plugin for discovering, deploying, and managing MCP servers as containers with credential management and multi-client support. | 3 stars | No one-command install · Source | |
| 407 | 38.412 | tcpipuk-web-and-pythonmcp · devops | Provides web content access and Python code execution in a sandboxed environment, enabling information verification and working code demonstrations… | 3 stars | No one-command install · Source | |
| 407 | 38.412 | containmindmcp · devops | Enables AI assistants to manage and analyze containers across Docker and Podman through natural language, providing unified inspection, monitoring… | 3 stars | No one-command install · Source | |
| 407 | 38.412 | openfortmcp · devops | Enhances AI assistants by enabling them to create projects, manage configurations, and query data automatically when building applications on… | 3 stars | No one-command install · Source | |
| 407 | 38.412 | enterprise-health-servicenowmcp · devops | Integrates system health monitoring and ServiceNow ITSM platform to provide CPU usage, memory statistics, system uptime tracking, incident management… | 3 stars | No one-command install · Source | |
| 407 | 38.412 | happyzym-sandbox-fusionmcp · devops | Connects AI models to Sandbox Fusion environments for testing, training, and demonstrating agent interactions with simulated worlds | 3 stars | No one-command install · Source | |
| 407 | 38.412 | jo-lion-software-planningmcp · devops | Enables systematic software project planning by breaking down complex tasks into manageable components, defining project structures, and creating… | 3 stars | No one-command install · Source | |
| 426 | 38.066 | klappy-ptxprintmcp · devops | Drives SIL Global's PTXPrint typesetting engine headlessly to generate publication-quality Bible PDFs via Cloudflare Workers. | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | salesforgemcp · devops | Manages Salesforge, Primeforge, Leadsforge, Infraforge, Warmforge, and Mailforge accounts. | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | outlook-mcp-servermcp · devops | A Model Context Protocol server bridging Claude to Microsoft Outlook + Teams (email, calendar, contacts, tasks, files, Teams meeting recordings +… | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | hemmabomcp · devops | Vacation rental booking infrastructure for independent hosts. | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | chimeraforgemcp · devops | LLM 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 fork | No one-command install · Source | |
| 426 | 38.066 | zw008-vmware-avimcp · devops | VMware AVI NSX ALB load balancer and AKO Kubernetes operations via 29 MCP tools. | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | casuallayer-mcpmcp · devops | Deterministic AI liability attribution engine. Scores fault across AI supply-chain participants (deployer, developer, vendor) with tamper-evident… | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | sapientsai-dokploymcp · devops | Integrates with Dokploy's self-hosted PaaS for deployment management, database orchestration, and infrastructure automation via 13 consolidated… | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | cotermmcp · devops | CoTerm 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 fork | No one-command install · Source | |
| 426 | 38.066 | mcp-linux-toolsmcp · devops | Enables AI assistants to perform controlled Linux system administration tasks like reading logs, managing services, cron jobs, WordPress, and… | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | cloudpanel-mcpmcp · devops | Provides 50 tools to manage a CloudPanel VPS through AI assistants, covering sites, databases, Docker, server software, firewall, DNS, and one-shot… | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | ricardo-hdrn-awaitmcp · devops | Condition watcher that blocks until system events occur — TCP connections, file changes, HTTP responses, process exits, Docker completions, and more. | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | boltzgen-mcpmcp · devops | Enables AI-powered protein design, including binders, peptides, and custom proteins, with GPU-accelerated Docker deployment and async job management. | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | kevinrabun-gdpr-shift-left-compliancemcp · devops | Integrates GDPR compliance into the development lifecycle with article lookup, DPIA evaluation, ROPA generation, data subject rights guidance, and… | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | ravincheela-cognitive-dast-automationmcp · devops | Integrates OWASP ZAP security scanning with Google Gemini for automated vulnerability analysis, risk scoring, and remediation prioritization in CI/CD… | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | undici77-datafetchmcp · devops | Provides secure web content fetching with sandboxed access to webpages, link extraction, file downloads, metadata retrieval, and URL status checking… | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | crisog-railway-mcp-servermcp · devops | Unofficial MCP server for Railway that enables managing Railway infrastructure through natural language, including projects, services, deployments… | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | mark3labs-dockermcp · devops | Bridges Docker infrastructure management by providing a JSON API for container, image, and command operations through a unified protocol… | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | gpaul-prompt-localdevmcp · devops | Provides a TypeScript-based development environment for creating, testing, and refining structured prompts locally before production deployment. | 2 stars · 1 fork | No one-command install · Source | |
| 426 | 38.066 | lochgeo-kubernetesmcp · devops | Integrates with Kubernetes clusters to enable direct pod, deployment, and service management operations through specialized FastMCP tools, eliminating… | 2 stars · 1 fork | No one-command install · Source | |
| 446 | 36.734 | metamask-embedded-wallets-mcpmcp · devops | MetaMask Embedded Wallets MCP (formerly Web3Auth) gives AI coding assistants live access to Embedded Wallets documentation, SDK references… | 2,123 installs | No commit datelisted | No one-command install · Source |
| 447 | 35.443 | casebook-mcpmcp · devops | Enables agents to query a registry of documented AI-agent failures for debugging incidents, deployable on Cloudflare Workers. | 2 forks | No one-command install · Source | |
| 447 | 35.443 | cbetamcp-workersmcp · devops | Cloudflare 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 forks | No one-command install · Source | |
| 447 | 35.443 | aws-kbmcp · devops | Integrates with AWS Knowledge Bases to retrieve information using Bedrock Agent Runtime, enabling RAG operations with structured metadata for… | 2 forks | No one-command install · Source | |
| 450 | 32.223 | platform-mcpmcp · devops | A read-only MCP server that enables AI agents to act as GCP platform engineers, allowing them to investigate incidents, take inventory, and find… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | mcp-control-planemcp · devops | Open-source, Windows-first control plane for operating local and homelab services through typed MCP servers, featuring 13 servers and 290 tools with… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | madeonsolmcp · devops | Real-time Solana trading intelligence: track 1,069 KOL wallets with <3s latency, score 23,000+ Pump.fun deployers, surface deshred deploy signals… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | northwoods-packmcp · devops | Deploys a sovereign personal AI harness on your Cloudflare account, providing identity, memory with provenance, and a chat interface, plus MCP tools… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | mcp-kubernetesmcp · devops | Enables MCP clients to inspect and operate Kubernetes clusters across multiple contexts, with read-only/read-write/admin access modes and security… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | hermes-dsh-bridgemcp · devops | Enables external MCP clients to drive DeepSeek Harness agents for real coding tasks, providing tools for task execution and queueing, session… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | sjk4425-ncloudmcp · devops | Naver Cloud Platform infrastructure management via MCP — 1,000+ tools across 60+ services. | 2 stars | No one-command install · Source | |
| 450 | 32.223 | noon-sightmcp · devops | Aggregates site analytics and published content from Google Analytics, Search Console, Cloudflare, and Buffer into MCP tools for traffic, search… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | scgis-wales-helmmcp · devops | Exposes all 44 Helm CLI operations as MCP tools for release management, chart operations, repository handling, and OCI registry support with… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | no-crdmcp · devops | Enables AI agents to dynamically spawn, route to, and manage ephemeral containerized sandboxes on Kubernetes without requiring Custom Resource… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | citizen-infra-open-collectivemcp · devops | Manages Open Collective pages with tools for profiles, posts, projects, tiers, and finances. | 2 stars | No one-command install · Source | |
| 450 | 32.223 | tsdevstack-cli-mcpmcp · devops | MCP server plugin for the tsdevstack CLI, enabling AI agents to manage infrastructure, deployment, and project state with 54 tools and 12 resources. | 2 stars | No one-command install · Source | |
| 450 | 32.223 | flowcastle-mcpmcp · devops | Build, edit, and deploy Telegram bots on FlowCastle's hosted visual flow platform: 16 tools to read workspace context, learn the flow format, validate… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | agent-sandbox-mcpmcp · devops | Enables AI agents to create, manage, and execute code in isolated Firecracker microVM sandboxes via the MCP protocol, with support for sandbox… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | myrmex-hivemcp · devops | A decentralized, secure agent orchestration framework for monitoring and managing distributed edge servers, Docker hosts, and Kubernetes nodes via… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | codemode-workersmcp · devops | Expose any API to an LLM agent as two sandboxed MCP tools (search + execute) on Cloudflare Workers. | 2 stars | No one-command install · Source | |
| 450 | 32.223 | openscad-wasm-mcpmcp · devops | An MCP server that enables validating, exporting, previewing, and analyzing OpenSCAD models via a WASM-based OpenSCAD runtime, with secure file… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | k8s-mcp-gomcp · devops | Safe, read-only-by-default Kubernetes access for AI agents via MCP. Provides explicit readonly, readwrite, and dangerous permission modes, plus MCPB… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | portainer-mcpmcp · devops | Enables AI assistants to manage Portainer container environments through natural language, including deploying stacks, managing containers, images… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | local-file-search-mcpmcp · devops | Provides tools for searching and reading local files, supporting metadata filters, PDF full-text keyword search, and sandboxed file access. | 2 stars | No one-command install · Source | |
| 450 | 32.223 | leap0mcp · devops | Manage Leap0 sandboxes with tools for lifecycle, filesystem access, and process execution. | 2 stars | No one-command install · Source | |
| 450 | 32.223 | chronolapse411-sicarius-guardmcp · devops | Solana token safety oracle for AI agents and trading bots. Byte-level SPL mint analysis, honeypot detection, freeze/mint authority checks, Birdeye… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | asif-nvc-e2b-sandbox-mcpmcp · devops | Connect Claude Code with E2B cloud sandboxes — 29 tools for creating isolated Linux VMs, cloning repos, running commands, managing files, and… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | medicare-part-d-mcp-servermcp · devops | Enables AI assistants to access CMS Medicare Part D drug spending, prescriber, and pricing trend data through a single MCP tool with 15 actions… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | sandboxapimcp · devops | Executes code securely in gVisor-sandboxed containers across eight programming languages. | 2 stars | No one-command install · Source | |
| 450 | 32.223 | sohniswatantra-nosana-agentmcp · devops | AI agent combining ElizaOS, MCP tools, and Qwen3.5 on Nosana decentralized GPU infrastructure. | 2 stars | No one-command install · Source | |
| 450 | 32.223 | clawaimailmcp · devops | Email infrastructure for AI agents with inbox creation, sending, receiving, and search. | 2 stars | No one-command install · Source | |
| 450 | 32.223 | maildevmcpmcp · devops | Provides MCP tools to manage MailDev Docker containers and inspect received emails, including listing, searching, retrieving, deleting, waiting for… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | jl-codes-rp1-devmcp · devops | Manages RP1 spatial fabric environments, including fabric creation, universal fabric attachment, Network Service Object deployment, and project… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | lordbasilaiassistant-sudo-base-gasless-deploymcp · devops | Deploys ERC-20 tokens on Base with zero gas fees using CDP Paymaster. | 2 stars | No one-command install · Source | |
| 450 | 32.223 | uptimeboltmcp · devopsalso listed as uptimebolt-mcp-server | AI-powered infrastructure monitoring with health checks, incident tracking, predictions, and deploy safety. | 2 stars | No one-command install · Source | |
| 450 | 32.223 | fakoli-temporal-terraform-orchestratormcp · devops | Orchestrates multi-workspace Terraform deployments with Temporal workflows | 2 stars | No one-command install · Source | |
| 450 | 32.223 | benzaidfoued-veleromcp · devops | Provides read-only access to Velero backup and schedule resources in Kubernetes clusters with structured data retrieval and YAML generation… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | walteh-cloudstackmcp · devops | Enables natural language management of Apache CloudStack infrastructure, translating requests into API calls for VM deployment, resource management… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | code-alchemist01-cloud-servicesmcp · devops | Provides unified access to AWS, Azure, and GCP resources through cloud-agnostic adapters for managing instances, storage, databases, and functions… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | thanhdeptr-kubernetesmcp · devops | Provides Kubernetes cluster management through kubectl and Helm integration, enabling pod operations, resource deployment, scaling, port forwarding… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | websharp-mcpmcp · devops | Provides web search and readable page extraction tools via MCP, using SearXNG metasearch and SmartReader content extraction, with Docker support for… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | iosdevil-azure-assistantmcp · devops | Converts natural language questions into Azure Resource Graph KQL queries to discover and analyze Azure resources across multiple tenants with… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | vpn-as-a-service-mcpmcp · devops | Enables AI agents to manage VPN infrastructure through provisioning, lifecycle control, traffic routing, and health monitoring. | 2 stars | No one-command install · Source | |
| 450 | 32.223 | gnosis-docker-mcpmcp · devops | Enables AI assistants to manage Docker containers and images, including starting, stopping, listing, and building operations. | 2 stars | No one-command install · Source | |
| 450 | 32.223 | realugbun-agentexecmcp · devops | Provides secure sandboxed code execution across Python, Node.js, and Go environments with shell command access and package management through Docker… | 2 stars | No one-command install · Source | |
| 450 | 32.223 | icykallen-aws-climcp · devops | Bridges AWS CLI with natural language interaction, enabling direct execution of AWS commands for resource management without leaving your conversation… | 2 stars | No one-command install · Source | |
| 493 | 29.013 | zcpmcp · devops | ZCP 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 fork | No one-command install · Source | |
| 493 | 29.013 | cloudquerymcp · devops | Query cloud asset inventory data across AWS, Azure, GCP, and 70+ sources | 1 star · 1 fork | No one-command install · Source | |
| 493 | 29.013 | factordao-factor-protocolmcp · devops | Enables interaction with Factor Protocol's DeFi vault infrastructure across Arbitrum, Base, and Ethereum networks through specialized tools for vault… | 1 star · 1 fork | No one-command install · Source | |
| 493 | 29.013 | hrrodan-agent-workspacemcp · devops | Sandboxed agentic workspace for secure filesystem operations, bash execution, and uv-powered Python in an isolated container. | 1 star · 1 fork | No one-command install · Source | |
| 493 | 29.013 | mcp-repobridgemcp · devops | Enables safe repository inspection and Docker-sandboxed command execution via MCP, with optional Codex handoff for implementation tasks. | 1 star · 1 fork | No one-command install · Source | |
| 493 | 29.013 | agent-rate-limiter-mcpmcp · devops | Fleet-wide shared rate limiter for A2A + multi-MCP deployments, providing a shared counter with sliding window, concurrency grants, and signed… | 1 star · 1 fork | No one-command install · Source | |
| 493 | 29.013 | mcp-telecommcp · devops | Bridges AI agents with network infrastructure, enabling secure read-only access to multiple vendor routers via SSH for natural language queries and… | 1 star · 1 fork | No one-command install · Source | |
| 493 | 29.013 | trackerfitness729-jpg-sitelaunchermcp · devops | Deploy live HTTPS websites instantly with subdomain or custom .xyz domain support, paid via USDC on Base chain. | 1 star · 1 fork | 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.