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 | 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 | |
| 302 | 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 | |
| 303 | 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 | |
| 304 | 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 | |
| 305 | 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 | |
| 306 | 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 | 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 | |
| 308 | 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 | |
| 309 | 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 | |
| 310 | 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 | |
| 311 | 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 | |
| 312 | 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 | |
| 313 | 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 | |
| 314 | 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 | |
| 315 | 52.498 | rahul007-bit-kubernetesmcp · devops | Integrates with Kubernetes clusters to provide pod operations, deployment scaling, node management, and resource monitoring through 20+ specialized… | 5 stars · 1 fork | No one-command install · Source | |
| 316 | 52.498 | log-essencemcp · devops | Enables LLMs to analyze logs by extracting patterns, redacting secrets, and providing token-efficient summaries from files, Docker containers, or… | 5 stars · 1 fork | No one-command install · Source | |
| 317 | 53.186 | didlawowo-pulumi-cloud-developmentmcp · devops | Integrates with Pulumi's cloud development platform to streamline infrastructure-as-code operations for efficient cloud resource orchestration and… | 8 stars | No commit datelisted | No one-command install · Source |
| 318 | 53.186 | remote-mcp-server-authless-5mcp · devops | Enables deploying a remote MCP server on Cloudflare Workers without authentication, and connecting it to Cloudflare AI Playground or Claude Desktop. | 8 stars | No one-command install · Source | |
| 319 | 53.186 | execkit-mcpmcp · devops | Stateful, structured, safe shell sessions for AI agents, on real infrastructure. | 8 stars | No one-command install · Source | |
| 320 | 53.790 | aws-cost-mcpmcp · devops | Enables querying AWS Cost and Usage Report data via Amazon Athena for cost-effective and detailed cost analysis. | 1 star · 4 forks | No one-command install · Source | |
| 321 | 53.985 | dillip285-development-toolingmcp · devops | Integrates with Docker, Git, and development tools to enable software project management, code analysis, and automated workflows across languages and… | 4 stars · 3 forks | No one-command install · Source | |
| 322 | 53.985 | yunwoong7-aws-nova-canvasmcp · devops | Bridges to Amazon's Nova Canvas image generation model through AWS Bedrock, enabling AI-powered image creation with configurable storage options. | 4 stars · 3 forks | No one-command install · Source | |
| 323 | 53.985 | grounddocsmcp · devops | Provides source-verified documentation lookup for Python libraries and Kubernetes resources, retrieving accurate, version-specific information from… | 4 stars · 3 forks | No one-command install · Source | |
| 324 | 53.985 | cyntrisecmcp · devops | AWS security analysis with attack path discovery, compliance checking, and remediation planning. | 4 stars · 3 forks | No one-command install · Source | |
| 325 | 55.168 | textarttools-mcp-servermcp · devops | Enables transforming text with 23 Unicode styles and creating ASCII art banners with 322+ fonts, deployed globally on Cloudflare Workers. | 6 stars · 1 fork | No one-command install · Source | |
| 326 | 55.168 | enesbol-gcpmcp · devops | Enables developers to manage and interact with Google Cloud Platform resources like Compute Engine, Cloud Run, BigQuery, and Cloud Storage through a… | 6 stars · 1 fork | No one-command install · Source | |
| 327 | 55.168 | chenchiwei-s3mcp · devops | Provides 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 fork | No one-command install · Source | |
| 328 | 55.168 | bitbond-token-toolmcp · devops | Deploy and manage compliant ERC-20 tokens across multiple blockchain networks. | 6 stars · 1 fork | No one-command install · Source | |
| 329 | 55.168 | appcranemcp · devops | AppCrane 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 fork | No one-command install · Source | |
| 330 | 55.515 | mcp-memory-bankmcp · devops | Enables persistent memory management using ChromaDB vector store, with Docker support for easy deployment. | 5 stars · 2 forks | No one-command install · Source | |
| 331 | 55.515 | remote-mcp-authlessmcp · devops | A 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 forks | No one-command install · Source | |
| 332 | 55.515 | kalepail-stellar-blockchainmcp · devops | Integrates with Stellar blockchain to enable wallet management, token deployment, and smart contract interactions on the Stellar testnet through… | 5 stars · 2 forks | No one-command install · Source | |
| 333 | 55.515 | jasonwilbur-cloud-cost-mcpmcp · devops | Multi-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 forks | No one-command install · Source | |
| 334 | 55.515 | cloud-cost-mcpmcp · devops | Multi-cloud pricing comparison MCP server that enables natural language queries to compare compute, storage, egress, and Kubernetes costs across AWS… | 5 stars · 2 forks | No one-command install · Source | |
| 335 | 55.515 | mikhae1-kubeviewmcp · devops | Read-only Kubernetes cluster introspection with Helm and Argo support | 5 stars · 2 forks | No one-command install · Source | |
| 336 | 56.183 | infrabrokermcp · devops | Infrastructure access broker for AI agents — SSH & Kubernetes. Per-operation ephemeral credentials minted by a separate signer; the model never… | 10 stars | No one-command install · Source | |
| 337 | 57.245 | remote-mcp-server-authless-2mcp · devops | Deploy a remote MCP server on Cloudflare Workers without authentication, and connect it to AI Playground or Claude Desktop. | 7 stars · 1 fork | No one-command install · Source | |
| 338 | 57.245 | finopsguardmcp · devops | MCP agent providing cost-aware guardrails for IaC in CI/CD with advanced policy enforcement. | 7 stars · 1 fork | No one-command install · Source | |
| 339 | 57.245 | knowingly-ai-time-checkmcp · devops | Lightweight time-checking tool running on Cloudflare Workers. | 7 stars · 1 fork | No one-command install · Source | |
| 340 | 57.245 | ludusmcp · devops | Manages Ludus cyber range infrastructure from AI coding assistants. | 7 stars · 1 fork | No one-command install · Source | |
| 341 | 57.245 | 7majesty-m-terminal-guardianmcp · devops | Provides secure sandboxed terminal access with risk analysis and deny-by-default security controls. | 7 stars · 1 fork | No one-command install · Source | |
| 342 | 57.245 | orygns-opamcp · devops | Integrates Open Policy Agent with AI clients for authoring, validating, evaluating, and deploying Rego policies. | 7 stars · 1 fork | No one-command install · Source | |
| 343 | 57.364 | zaycruz-docker-executormcp · devops | Provides a secure Docker-based environment for executing code in isolated containers, enabling safe running of commands and scripts in any language… | 5 stars · 3 forks | No one-command install · Source | |
| 344 | 57.364 | nideil-dockermcp · devops | Java-based Docker management server that connects to Docker daemon via TCP to provide container lifecycle operations, image management, network… | 5 stars · 3 forks | No one-command install · Source | |
| 345 | 57.364 | kaznak-shell-commandmcp · devops | Provides a secure Docker container environment for executing shell commands with Kubernetes tools, enabling isolated DevOps workflows and… | 5 stars · 3 forks | No one-command install · Source | |
| 346 | 57.364 | arunsanna-aws-sagemcp · devops | Integrates with AWS services through natural language commands, enabling resource querying and management across multiple profiles and regions via… | 5 stars · 3 forks | No one-command install · Source | |
| 347 | 57.364 | oci-pricing-mcpmcp · devops | Provides Oracle Cloud Infrastructure pricing data to AI assistants, enabling cost estimation, shape comparison, and real-time pricing queries. | 5 stars · 3 forks | No one-command install · Source | |
| 348 | 57.364 | gh-jasonwilbur-oci-pricingmcp · devops | Oracle Cloud Infrastructure pricing data with cost calculators and comparisons. | 5 stars · 3 forks | No one-command install · Source | |
| 349 | 57.729 | dokploy-mcp-servermcp · devops | An MCP server that enables AI assistants to manage Dokploy infrastructure (Docker, projects, applications, databases, etc.) through natural language… | 7 forks | No one-command install · Source | |
| 350 | 57.754 | omd01-aws-sesmcp · devops | Enables direct email sending through Amazon SES with support for HTML content, CC/BCC recipients, and reply-to addressing while maintaining AWS… | 3 stars · 4 forks | No one-command install · Source | |
| 351 | 58.185 | armanzeroeight-octopus-deploymcp · devops | Integrates with Octopus Deploy to manage projects, releases, and deployments through natural language interactions, enabling DevOps teams to query… | 6 stars · 2 forks | No one-command install · Source | |
| 352 | 58.185 | mehmetoguzderin-shaderc-vkrunnermcp · devops | Provides a secure local sandbox for developing, compiling, and visualizing GPU shaders using Vulkan without requiring physical GPU hardware. | 6 stars · 2 forks | No one-command install · Source | |
| 353 | 58.185 | kenforthewin-docker-container-executionmcp · devops | Provides Docker container execution with intelligent process management, background task tracking, and comprehensive file operations for isolated… | 6 stars · 2 forks | No one-command install · Source | |
| 354 | 58.185 | see-quick-strimzi-kafkamcp · devops | Provides management and troubleshooting capabilities for Strimzi Kafka deployments on Kubernetes, including cluster operations, topic and user… | 6 stars · 2 forks | No one-command install · Source | |
| 355 | 58.185 | zetachain-climcp · devops | Integrates with ZetaChain's universal blockchain development tools to enable cross-chain account management, contract deployment, token operations… | 6 stars · 2 forks | No one-command install · Source | |
| 356 | 58.503 | parasuremcp · devops | AI-native parametric insurance infrastructure. Live weather risk assessment via x402 (USDC on Solana). Full quote, bind, and settle protocol loop… | 4,198 installs | No commit datelisted | No one-command install · Source |
| 357 | 58.969 | yanmxa-kubernetes-multi-cluster-managermcp · devops | Provides a bridge to Kubernetes multi-cluster environments for managing distributed resources through kubectl commands, service account connections… | 4 stars · 4 forks | No one-command install · Source | |
| 358 | 58.969 | izaitsevfb-pytorch-treehuggermcp · devops | Provides a PyTorch CI/CD analytics API for investigating build failures, analyzing test flakiness, and monitoring performance trends across the… | 4 stars · 4 forks | No one-command install · Source | |
| 359 | 58.969 | env0mcp · devops | Enables AI agents to manage environments and access resources on the Env0 platform through natural language, including deploying, canceling, and… | 4 stars · 4 forks | No one-command install · Source | |
| 360 | 59.029 | deno-code-executormcp · devops | Executes TypeScript and JavaScript code in isolated Deno processes with configurable permissions for secure sandboxed code testing, educational… | 8 stars · 1 fork | No one-command install · Source | |
| 361 | 59.029 | betting-brain-v3mcp · devops | Provides betting intelligence and analytics tools including exposure, CLV, sharp scoring, live betting, and Fantasy402 integration, running on… | 8 stars · 1 fork | No one-command install · Source | |
| 362 | 59.029 | wrxck-infrastructuremcp · devops | Orchestrates Cloudflare, Fleet, and Namecheap for automated domain onboarding and infrastructure management. | 8 stars · 1 fork | No one-command install · Source | |
| 363 | 59.029 | infrastructure-mcp-servermcp · devops | An MCP server and terminal UI that orchestrates Cloudflare, Namecheap, and Fleet from a single interface, enabling domain onboarding with automatic… | 8 stars · 1 fork | No one-command install · Source | |
| 364 | 59.029 | mcpumcp · devops | MCP server for managing Cloudflare Workers via Cloudflare Artifacts. Enables editing, committing, and deploying worker scripts directly. | 8 stars · 1 fork | No one-command install · Source | |
| 365 | 59.029 | acoyfellow-mcpumcp · devops | Self-hosted Cloudflare Workers MCP server for repo management and deployment with 8 tools for code editing and committing. | 8 stars · 1 fork | No one-command install · Source | |
| 366 | 59.814 | brevdev-brevmcp · devops | Bridges Nvidia Brev, enabling natural language control of workspaces, deployments, and cloud resources. | 5 stars · 4 forks | No one-command install · Source | |
| 367 | 59.814 | dokploy-mcp-server-2mcp · devops | Comprehensive, type-safe MCP server providing 380 tools to manage Dokploy deployments, applications, and infrastructure via natural language. | 5 stars · 4 forks | No one-command install · Source | |
| 368 | 59.814 | stellar-ravenmcp · devops | Enables 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 forks | No one-command install · Source | |
| 369 | 60.035 | hiyorineko-rollbarmcp · devops | Provides a bridge to Rollbar error tracking platform for monitoring and analyzing application errors, retrieving detailed information, managing… | 6 stars · 3 forks | No one-command install · Source | |
| 370 | 60.262 | jwbb903-cloudflare-ai-imagemcp · devops | Generate images using Cloudflare Workers AI models deployed on edge infrastructure. | 7 stars · 2 forks | No one-command install · Source | |
| 371 | 60.262 | sandymcp · devops | Provides a sandboxed environment for AI coding agents to execute TypeScript AWS SDK queries securely, with cross-account aggregation and no host… | 7 stars · 2 forks | No one-command install · Source | |
| 372 | 60.262 | shipstaticmcp · devops | Deploy and manage static sites with deployment uploads, domain management, and DNS configuration. | 7 stars · 2 forks | No one-command install · Source | |
| 373 | 60.677 | devvgwardo-devctxmcp · devops | Provide AI agents with a structured development environment snapshot covering services, git, deployments, and env vars. | 9 stars · 1 fork | No one-command install · Source | |
| 374 | 60.684 | vibedropmcp · devops | Deploy static site directories as public URLs in a single MCP tool call via the VibeDrop hosting service. | 15 stars | No one-command install · Source | |
| 375 | 61.362 | ihatesea69-aws-sdkmcp · devops | Enables direct interaction with AWS services through the AWS SDK v2, allowing users to query environments, manage resources, and analyze cloud… | 6 stars · 4 forks | No one-command install · Source | |
| 376 | 62.026 | mcpworksmcp · devops | Cuts 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 fork | No one-command install · Source | |
| 377 | 62.046 | vlttnv-kubernetes-monitoringmcp · devops | Provides a read-only interface for querying Kubernetes clusters, enabling detailed retrieval of information about namespaces, pods, nodes… | 8 stars · 2 forks | No one-command install · Source | |
| 378 | 62.046 | cyberedumcp · devops | Integrates with the CyberEdu CTF platform to provide access to cybersecurity challenges, contests, file downloads, service deployment, flag… | 8 stars · 2 forks | No one-command install · Source | |
| 379 | 62.046 | package-version-check-mcpmcp · devops | Returns the latest stable versions of packages and tools across Python, NPM, Go, Docker, Helm, and other ecosystems. | 8 stars · 2 forks | No one-command install · Source | |
| 380 | 62.111 | mind-cloudmcp · devops | Persistent memory infrastructure for AI systems, running on Cloudflare's edge network with 28 MCP tools for semantic memory, emotional processing… | 7 stars · 3 forks | No one-command install · Source | |
| 381 | 62.111 | vulkmcp · devops | Build, edit, deploy, and export full-stack web applications from natural language prompts. | 7 stars · 3 forks | No one-command install · Source | |
| 382 | 62.472 | vibops-mcpmcp · devops | VibOps MCP is the control plane between your AI agents and your GPU infrastructure. 74 tools covering: GPU fleet management (deploy, scale, monitor… | 18 stars | No one-command install · Source | |
| 383 | 63.107 | dbillionaer-polygon-blockchainmcp · devops | Integrates with the Polygon blockchain network to enable wallet operations, smart contract deployments, L2 bridging, DeFi interactions, and… | 4 stars · 5 forks | No one-command install · Source | |
| 384 | 63.269 | 4everland-hosting-mcpmcp · devops | Enables AI-driven deployment of code to decentralized storage networks like Greenfield, IPFS, and Arweave, providing instantly accessible webpage… | 2 stars · 6 forks | No one-command install · Source | |
| 385 | 63.439 | ansible-mcp-servermcp · devops | Enables AI assistants to manage infrastructure using Ansible and Terraform with 58 tools for playbooks, provisioning, security scanning, and more. | 7 stars · 4 forks | No one-command install · Source | |
| 386 | 63.439 | felixallistar-coolifymcp · devops | Integrates with Coolify's deployment platform to manage self-hosted applications, databases, and infrastructure including 110+ one-click services, 8… | 7 stars · 4 forks | No one-command install · Source | |
| 387 | 63.694 | itsdarianngo-vercel-aimcp · devops | Integrates OpenAI and Mistral models for versatile language tasks via the Vercel AI SDK. | 9 stars · 2 forks | No one-command install · Source | |
| 388 | 63.694 | linkedin-mcpmcp · devops | Enables AI assistants to access and interact with LinkedIn data—profiles, messaging, jobs, companies, and more—via MCP, with remote or local… | 9 stars · 2 forks | No one-command install · Source | |
| 389 | 63.896 | cyber-sentinelmcp · devops | Aggregates threat intelligence from VirusTotal, AbuseIPDB, URLhaus, Shodan, ThreatFox, and MalwareBazaar to analyze security indicators, scan code and… | 8 stars · 3 forks | No one-command install · Source | |
| 390 | 64.134 | naveenthangaraj03-kubernetesmcp · devops | Provides direct API access to Kubernetes clusters for managing pods, deployments, services, namespaces, storage, and RBAC components with CRUD… | 12 stars · 1 fork | No one-command install · Source | |
| 391 | 64.192 | pulumi-mcp-servermcp · devops | Enables AI assistants to manage cloud infrastructure using Pulumi by running commands like preview, deploy, and stack output retrieval through the… | 11 forks | No one-command install · Source | |
| 392 | 64.619 | mcp-server-manager-docker-editionmcp · devops | Free MCP server for easy deployment and management of MCP tools via Docker, tailored for the Xiaozhi community. | 6 stars · 5 forks | No one-command install · Source | |
| 393 | 64.883 | arcane-mcp-servermcp · devops | Manage your entire Docker infrastructure through natural language with 180 tools. | 13 stars · 1 fork | No one-command install · Source | |
| 394 | 65.043 | abhijeetka-kubernetesmcp · devops | Bridges natural language interactions with Kubernetes clusters by wrapping kubectl commands, enabling conversational management of pods, deployments… | 10 stars · 2 forks | No one-command install · Source | |
| 395 | 65.043 | techlibs-codesandboxmcp · devops | Provides stateless access to CodeSandbox SDK operations for creating, managing, and interacting with cloud-based development sandboxes through 13… | 10 stars · 2 forks | No one-command install · Source | |
| 396 | 65.043 | terry-form-terraformmcp · devops | Provides secure Terraform operations through Docker-containerized environments that isolate infrastructure planning and validation tasks, supporting… | 10 stars · 2 forks | No one-command install · Source | |
| 397 | 65.043 | neverinfamous-mysqlmcp · devops | Enterprise-grade MySQL server with OAuth 2.0 and Docker deployment | 10 stars · 2 forks | No one-command install · Source | |
| 398 | 65.223 | brucedh-aws-irevealmcp · devops | Integrates with AWS security services to enable incident response and investigation through CloudTrail logs, Athena queries, CloudWatch events… | 8 stars · 4 forks | No one-command install · Source | |
| 399 | 65.223 | rlm-toolsmcp · devops | Persistent Python sandbox for codebase exploration. | 8 stars · 4 forks | No one-command install · Source | |
| 400 | 65.223 | virtualsmsmcp · devops | Receive SMS verifications across 145+ countries using real physical SIM infrastructure. | 8 stars · 4 forks | 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.