Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 52.498 | gh-nearestnabors-webcomic-sitemcp · devops | Template framework for building MCP-enabled webcomic archives deployable as static sites and Netlify Functions. | 5 stars · 1 fork | No one-command install · Source | |
| 301 | 52.498 | computermatemcp · devops | Enables AI to control a computer through mouse, keyboard, and screen capture tools, with support for local native and Docker sandboxed environments. | 5 stars · 1 fork | No one-command install · Source | |
| 301 | 52.498 | fato07-log-analyzermcp · devops | Analyzes log files across multiple formats including syslog, Apache/Nginx, JSON Lines, Python, Java, Docker, and Kubernetes with automatic format… | 5 stars · 1 fork | No one-command install · Source | |
| 301 | 52.498 | cloudflare-mcpmcp · devops | Enables creation and deployment of MCP servers on Cloudflare Workers, with local testing and one-command deployment. | 5 stars · 1 fork | No one-command install · Source | |
| 305 | 52.443 | k8s-mcpmcp · devops | A lightweight MCP server that enables AI assistants to deploy, inspect, and operate Kubernetes workloads through high-level workflow tools, reducing… | 3 stars · 3 forks | No one-command install · Source | |
| 306 | 52.288 | vercel-mcpmcp · devops | Enables interaction with Vercel API to manage deployments, domains, projects, and environment variables. | 5 forks | No one-command install · Source | |
| 307 | 52.135 | dannymaaz-easypanelmcp · devops | Controls Easypanel infrastructure through natural language for deploying services, managing projects, and monitoring resources. | 4 stars · 2 forks | No one-command install · Source | |
| 307 | 52.135 | swkstudios-unifi-fabricmcp · devops | Manages UniFi network infrastructure via natural language with 168+ tools for devices, sites, firewall policies, cameras, VPN, and monitoring. | 4 stars · 2 forks | No one-command install · Source | |
| 307 | 52.135 | arangogutierrez-k8s-gpu-agentmcp · devops | Provides ephemeral diagnostic capabilities for Kubernetes clusters with real-time NVIDIA GPU hardware introspection, health monitoring, and XID error… | 4 stars · 2 forks | No one-command install · Source | |
| 307 | 52.135 | warashi-pipecdmcp · devops | Connects Claude to PipeCD's continuous delivery platform, enabling monitoring of Kubernetes application deployments, configurations, and status… | 4 stars · 2 forks | No one-command install · Source | |
| 307 | 52.135 | nanovms-ops-unikernelmcp · devops | Integrates with the Ops unikernel platform to manage lightweight virtual machine instances, create new instances from images, and deploy packages… | 4 stars · 2 forks | No one-command install · Source | |
| 307 | 52.135 | taichi-ho-k8s-interactivemcp · devops | Integrates with Kubernetes to enable natural language-based cluster management and command execution for streamlined DevOps workflows. | 4 stars · 2 forks | No one-command install · Source | |
| 313 | 49.325 | luminusmcp · devops | Provides real-time European and GB electricity grid data via MCP, including generation, prices, carbon intensity, and grid infrastructure. | 6 stars | No one-command install · Source | |
| 314 | 49.118 | yavermcp · devops | P2P dev-machine MCP connecting phone-driven coding agents to local builds, hot reload, and deployments. | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | codex-reasonix-mcpmcp · devops | An MCP bridge that lets Codex supervise Reasonix as an implementation worker in an isolated Git worktree, ensuring safe delegation with scoped writes… | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | r3e-network-neo-n3mcp · devops | Integrates with the Neo N3 blockchain to enable wallet management, asset transfers, and smart contract interactions without requiring direct… | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | ofershap-aws-s3mcp · devops | Manage AWS S3 buckets and objects including upload, download, and presigned URL generation. | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | ofershap-cloudflaremcp · devops | Manage Cloudflare Workers, KV, R2, Pages, DNS records, and cache purging from your IDE. | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | emfirgemcp · devops | Enables AI to scan AWS accounts, analyze attack paths, and verify security fixes on a read-only graph of cloud resources. | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | vibetools-dokploy-mcpmcp · devops | Enables deploying, managing, and interacting with Dokploy applications via natural language using three core MCP tools: search, execute, and… | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | mozicim-node-code-sandboxmcp · devops | Executes Node.js code in isolated Docker containers with automatic dependency management, file system persistence, and resource monitoring for safe… | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | zloeber-terraform-ingestmcp · devops | Ingest and analyze Terraform modules from multiple repositories for AI RAG systems | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | mcp-taskwarrior-aimcp · devops | An AI-native Taskwarrior bridge that provides natural language task management for Claude Code and other AI systems, integrating with existing… | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | timlikesai-code-sandboxmcp · devops | Provides secure code execution across 7 programming languages through Docker containerization with real-time output streaming, syntax validation, and… | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | gmkr-imagegenmcp · devops | Enables AI assistants to create images using Replicate or Together AI's image generation models through a flexible tool that accepts parameters like… | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | e2b-sandbox-mcpmcp · devops | A Model Context Protocol server that enables AI assistants to create, control, and interact with virtual desktop environments through E2B's secure… | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | mcp-kuberneticsmcp · devops | Enables Kubernetes cluster introspection via MCP tools, such as listing pods, namespaces, nodes, and events. | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | xiawpohr-metamask-blockchain-toolkitmcp · devops | Integrates with blockchain technologies like MetaMask, ERC20 tokens, and smart contracts, enabling wallet connections, contract deployment… | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | quickjs-sandboxmcp · devops | Provides a secure JavaScript execution environment using QuickJS in WebAssembly, enabling safe execution of arbitrary JavaScript code without security… | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | eliovp-vllm-benchmarkmcp · devops | Benchmarks vLLM deployments by measuring throughput, latency, and token generation speed through natural language test configuration | 4 stars · 1 fork | No one-command install · Source | |
| 314 | 49.118 | suvarchal-dockermcp · devops | Enables Docker container management with tools for listing, running, stopping, removing containers and pulling images from registries through a… | 4 stars · 1 fork | No one-command install · Source | |
| 332 | 48.888 | cloudflare-docs-2mcp · devops | Search Cloudflare documentation across Workers, Pages, R2, Zero Trust, and more. Generate best-practice Workers code and accelerate troubleshooting… | 1,762 installs | No commit datelisted | No one-command install · Source |
| 333 | 48.479 | nr-mcpmcp · devops | Lets AI assistants interact with Node-RED to read flows, search nodes, edit function code, deploy changes safely, and manage modules. | 1 star · 3 forks | No one-command install · Source | |
| 333 | 48.479 | mcp-awsmcp · devops | Enables AI agents to provision and terminate AWS EC2 instances using natural language commands. | 1 star · 3 forks | No one-command install · Source | |
| 333 | 48.479 | akc2267-solanamcp · devops | Integrates with Solana blockchain using Web3.js, enabling automated transactions, smart contract deployments, and blockchain analytics. | 1 star · 3 forks | No one-command install · Source | |
| 336 | 47.273 | lachlanbridges-latexmcp · devops | Provides complete LaTeX document compilation and generation capabilities through a Docker-containerized TeXLive environment, offering tools for… | 3 stars · 2 forks | No one-command install · Source | |
| 336 | 47.273 | mermaid-studio-wangyaomindemcp · devops | Edits and renders Mermaid diagrams with real-time WebSocket synchronization via Cloudflare Workers. | 3 stars · 2 forks | No one-command install · Source | |
| 336 | 47.273 | civomcp · devops | Integrates with Civo cloud platform API for managing cloud infrastructure including instance lifecycle operations, network management, Kubernetes… | 3 stars · 2 forks | No one-command install · Source | |
| 336 | 47.273 | python-sandbox-mcp-servermcp · devops | This is a secure Python code execution server that enables LLMs to run Python code safely in isolated Docker containers, supporting stdout capture and… | 3 stars · 2 forks | No one-command install · Source | |
| 336 | 47.273 | node-code-sandboxmcp · devops | Provides a secure Docker-based environment for executing Node.js code with npm dependencies, shell commands, and file operations while maintaining… | 3 stars · 2 forks | No one-command install · Source | |
| 336 | 47.273 | terraform-mcp-assistantmcp · devops | A FastMCP-based server that provides a natural language interface to Terraform operations, enabling infrastructure management via simple English… | 3 stars · 2 forks | No one-command install · Source | |
| 336 | 47.273 | janwilmake-image-generation-cloudflaremcp · devops | Integrates with Cloudflare's AI image generation capabilities, leveraging Workers for serverless deployment to enable on-demand image creation for… | 3 stars · 2 forks | No one-command install · Source | |
| 343 | 46.654 | agentkit-mcp-servermcp · devopsalso listed as wasmagent-mcp-server | Code-mode MCP server (docs_search + execute_code two-tool surface) backed by a unified capability manifest across three sandbox kernels (in-process… | 5 stars | No one-command install · Source | |
| 343 | 46.654 | temporal-mcpmcp · devops | Provides AI agents with read-only access to Temporal infrastructure through 28 tools, plus an Agent Skill with expert guidance for writing correct… | 5 stars | No one-command install · Source | |
| 343 | 46.654 | antics-mcpmcp · devops | Enables AI agents to deploy multiplayer web games as playable URLs with rooms, live state sync, and leaderboards, all through a single tool call. | 5 stars | No one-command install · Source | |
| 343 | 46.654 | dalahmas-odoo-shmcp · devops | Connects to Odoo.sh development environments through SSH to enable Git workflow operations, file management, project builds, and Odoo shell execution… | 5 stars | No one-command install · Source | |
| 343 | 46.654 | ashutosh-swain-caspermcp · devops | Query and manage Terraform infrastructure with tools for resource discovery, change simulation, AWS drift detection, and YAML-based policy… | 5 stars | No one-command install · Source | |
| 349 | 44.256 | shareed2k-honeymcp · devops | Search service instances across GCP, AWS, Kubernetes, Consul, and Proxmox. | 3 stars · 1 fork | No one-command install · Source | |
| 349 | 44.256 | frndchagas-coolifymcp · devops | Integrates with Coolify self-hosting platform for managing applications, databases, deployments, environment variables, and monitoring infrastructure… | 3 stars · 1 fork | No one-command install · Source | |
| 349 | 44.256 | notharshhaa-devops-mcpmcp · devops | Unified MCP for Kubernetes, ArgoCD, Prometheus, and PagerDuty DevOps platform management. | 3 stars · 1 fork | No one-command install · Source | |
| 349 | 44.256 | hithereiamaliff-grabmapsmcp · devops | Integrates GrabMaps services through AWS Location Service to provide geocoding, place search, route calculation, and map visualization specifically… | 3 stars · 1 fork | No one-command install · Source | |
| 349 | 44.256 | ageborn-dev-vapimcp · devops | Integrates with Vapi voice AI platform to manage assistants, calls, phone numbers, workflows, and analytics while enabling voice infrastructure… | 3 stars · 1 fork | No one-command install · Source | |
| 349 | 44.256 | enkryptaimcp · devops | Integrates with EnkryptAI platform to provide robust guardrails, policy management, model configuration, and deployment orchestration with… | 3 stars · 1 fork | No one-command install · Source | |
| 349 | 44.256 | aparajithn-agent-deploy-dashboard-mcpmcp · devops | Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly.io. 9 tools for deploy status, logs, environment variables, rollback… | 3 stars · 1 fork | No one-command install · Source | |
| 349 | 44.256 | 2501-ai-vmware-vspheremcp · devops | Manages VMware vSphere infrastructure through the govc CLI with 55 typed tools covering VM lifecycle, snapshots, datastores, and networking. | 3 stars · 1 fork | No one-command install · Source | |
| 349 | 44.256 | gh-sean-lai-sh-agent-vmmcp · devops | Container-based runtime with an embedded MCP resolver providing sandboxed filesystem and shell access for AI agents. | 3 stars · 1 fork | No one-command install · Source | |
| 349 | 44.256 | portertech-filesystemmcp · devops | Secure filesystem operations with sandboxed directory access, atomic writes, and path traversal protection. | 3 stars · 1 fork | No one-command install · Source | |
| 349 | 44.256 | lighthouse-performancemcp · devops | Automates Google Lighthouse performance auditing with configurable device types and audit categories, providing Core Web Vitals analysis, critical… | 3 stars · 1 fork | No one-command install · Source | |
| 349 | 44.256 | terrakubemcp · devops | Provides a bridge to Terrakube infrastructure for managing workspaces, variables, modules, and organization resources through natural language… | 3 stars · 1 fork | No one-command install · Source | |
| 349 | 44.256 | devpilotmcp · devops | Automates VPS initialization and deployment workflows through SSH connections, providing tools for system setup, service installation, Nginx… | 3 stars · 1 fork | No one-command install · Source | |
| 349 | 44.256 | relaxcloud-cn-port-scannermcp · devops | Provides network port scanning, HTTP service discovery, and admin directory enumeration with banner grabbing, service version detection, and… | 3 stars · 1 fork | No one-command install · Source | |
| 349 | 44.256 | briankscheong-kubernetesmcp · devops | Provides a bridge between Kubernetes clusters and AI systems for monitoring, troubleshooting, and managing resources like pods, deployments, and… | 3 stars · 1 fork | No one-command install · Source | |
| 364 | 43.498 | orielmcp · devops | Enables AI assistants to manage Docker containers, images, volumes, networks, and Compose projects through natural language, with secret masking and… | 2 stars · 2 forks | No one-command install · Source | |
| 364 | 43.498 | davlgd-clever-cloudmcp · devops | Integrates with Clever Cloud's tools and services to enable application deployment, environment management, and resource monitoring. | 2 stars · 2 forks | No one-command install · Source | |
| 364 | 43.498 | openshift-pipelines-tektonmcp · devops | Enables DevOps teams to start and monitor Tekton CI/CD pipelines in Kubernetes environments through natural language commands without requiring direct… | 2 stars · 2 forks | No one-command install · Source | |
| 364 | 43.498 | isolatormcp · devops | Provides secure code execution for Python, Go, and JavaScript through Docker containerization with network isolation, read-only filesystems, and… | 2 stars · 2 forks | No one-command install · Source | |
| 364 | 43.498 | openworkspace-aws-s3mcp · devops | Provides secure, pre-signed URL-based access to AWS S3 bucket operations with configurable expiration times for simplified cloud storage interactions. | 2 stars · 2 forks | No one-command install · Source | |
| 369 | 43.275 | linuxfabrik-icingamcp · devops | Bridge AI assistants to Icinga monitoring infrastructure for live host checks, acknowledgements, and downtimes. | 4 stars | No one-command install · Source | |
| 369 | 43.275 | devops-deploy-guard-mcp-servermcp · devops | Production-ready, zero-knowledge AI DevOps deployment, infrastructure provisioning, self-healing execution, and persistent documentation engine for… | 4 stars | No one-command install · Source | |
| 369 | 43.275 | aws-samples-allotrope-lab-datamcp · devops | Works with Allotrope Simple Model (ASM) laboratory instrument data including schema validation and document fetching. | 4 stars | No one-command install · Source | |
| 369 | 43.275 | mcp-tool-hubmcp · devops | A desktop management platform for plugin management, log querying, service control, and packaging/deployment, with an MCP protocol bridge for AI… | 4 stars | No one-command install · Source | |
| 369 | 43.275 | cloud-discordmcp · devops | An MCP server that gives AI agents full admin control over Discord servers with 59 tools for messaging, moderation, roles, channels, forums… | 4 stars | No one-command install · Source | |
| 369 | 43.275 | pierre3-owasp-zapmcp · devops | Integrates with OWASP ZAP to enable web application vulnerability scanning through Docker container management and 14 MCP tools for active scanning… | 4 stars | No one-command install · Source | |
| 369 | 43.275 | ddalcu-docker-deploymcp · devops | Lightweight PaaS for deploying Docker containers to any VPS with automatic SSL, subdomain routing, and MCP-based management from any AI coding agent. | 4 stars | No one-command install · Source | |
| 369 | 43.275 | atlassian-bamboo-mcp-servermcp · devops | Enables AI assistants to interact with Atlassian Bamboo CI/CD, allowing natural language queries to check build status, fetch logs, trigger builds… | 4 stars | No one-command install · Source | |
| 369 | 43.275 | xo-mcp-servermcp · devops | Provides seamless integration with the XO platform for container deployment, application lifecycle management, and knowledge base operations. Enables… | 4 stars | No one-command install · Source | |
| 369 | 43.275 | svngoku-docker-code-interpretermcp · devops | Provides a secure Docker-based sandbox for executing Python code with resource limits and proper isolation, enabling safe execution of untrusted code… | 4 stars | No one-command install · Source | |
| 379 | 42.840 | krupalp525-fledge-iotmcp · devops | Bridges the Fledge IoT platform with natural language interfaces for sensor data access, system management, and real-time visualization through… | 3 forks | No one-command install · Source | |
| 380 | 41.082 | whisper-graphmcp · devops | Query internet infrastructure and threat intelligence — DNS, BGP, GeoIP, WHOIS, and 39 threat feeds — via Cypher queries against WhisperGraph. | 1 star · 2 forks | No one-command install · Source | |
| 380 | 41.082 | inkeep-mcp-server-for-vercelmcp · devops | Enables asking questions and performing semantic searches against an Inkeep knowledge base. Deployable to Vercel with Next.js. | 1 star · 2 forks | No one-command install · Source | |
| 380 | 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 | |
| 380 | 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 | |
| 380 | 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 | |
| 380 | 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 | |
| 380 | 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 | |
| 380 | 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 | |
| 388 | 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 | |
| 388 | 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 | |
| 388 | 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 | |
| 388 | 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 | |
| 388 | 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 | |
| 388 | 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 | |
| 388 | 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 | |
| 388 | 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 | |
| 388 | 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 | |
| 388 | 38.412 | sepinetam-latexmcp · devops | Compile TeX files with LaTeX inside a Docker container. | 3 stars | No one-command install · Source | |
| 388 | 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 | |
| 388 | 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 | |
| 388 | 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 |
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.