Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 95.908 | cr7258-elasticsearchmcp · devops | Enables natural language interaction with Elasticsearch clusters for querying, indexing, and management operations via Docker-deployed infrastructure. | 303 stars · 64 forks | No one-command install · Source | |
| 602 | 95.926 | open-skillsmcp · devops | Enables running Claude Skills locally on your Mac with sandboxed execution, supporting document processing and integration with MCP-compatible AI… | 449 stars · 36 forks | No one-command install · Source | |
| 603 | 96.148 | vfarcic-dot-aimcp · devops | Automates Kubernetes deployment workflows with intelligent resource discovery, intent-based recommendations, manifest generation, and deployment… | 336 stars · 74 forks | No one-command install · Source | |
| 604 | 96.184 | strowk-kubernetesmcp · devops | Control and monitor K8s clusters for management and debugging. | 386 stars · 57 forks | No one-command install · Source | |
| 605 | 96.379 | tencent-edgeone-pagesmcp · devops | Enables rapid deployment of HTML content to Tencent's EdgeOne Pages service with integrated Functions and KV store support for edge hosting | 433 stars · 60 forks | No one-command install · Source | |
| 606 | 96.385 | azure-ai-foundrymcp · devops | Integrates with Microsoft Azure AI Foundry to enable model deployment, experiment tracking, dataset management, and access to Azure's cognitive… | 259 stars · 120 forks | No one-command install · Source | |
| 607 | 96.648 | quantgeekdev-docker-mcpmcp · devops | Manage containers and compose stacks through natural language. | 500 stars · 64 forks | No one-command install · Source | |
| 608 | 96.840 | salesforce-climcp · devops | Integrates with Salesforce development tools to provide org management, metadata deployment, SOQL queries, code analysis, and development lifecycle… | 465 stars · 109 forks | No one-command install · Source | |
| 609 | 96.856 | runnoinfra · devops | Execute code in a secure WebAssembly sandbox supporting Python, JavaScript, C, C++, Ruby, and PHP | 772 stars · 48 forks | No one-command install · Source | |
| 610 | 96.966 | cloudflare-workersmcp · devops | Enables MCP capabilities in Cloudflare Workers for deploying low-latency, scalable AI services at the network edge. | 646 stars · 67 forks | No one-command install · Source | |
| 611 | 97.055 | akuity-argocdmcp · devops | Integrates with Argo CD to enable natural language management of Kubernetes GitOps applications, resources, and deployments without switching context… | 564 stars · 106 forks | No one-command install · Source | |
| 612 | 97.087 | devopnessmcp · devops | Deploy applications and infrastructure to any cloud provider in minutes | 449 stars · 165 forks | No one-command install · Source | |
| 613 | 97.091 | modal-labs-modal-clientinfra · devopsContributed by Sentinel | Modal — serverless GPU/CPU containers for running agents, sandboxes and model inference from Python (this is the client SDK). | 518 stars · 132 forks · 11 mentions | No one-command install · Source | |
| 614 | 97.155 | controlplaneio-flux-gitopsmcp · devops | Provides a bridge between Kubernetes GitOps operations and Flux CD ecosystem, enabling debugging, resource management, and workflow troubleshooting… | 744 stars · 73 forks | No one-command install · Source | |
| 615 | 97.204 | novamiramcp · devops | WordPress plugin that gives AI agents full access to WordPress through PHP execution, filesystem operations, and crash-recoverable sandboxing. | 647 stars · 103 forks | No one-command install · Source | |
| 616 | 97.243 | google-cloud-runmcp · devops | Deploys applications to Google Cloud Run through automated containerization, project setup, and service management with support for both local files… | 627 stars · 119 forks | No one-command install · Source | |
| 617 | 97.693 | weibaohui-k8mmcp · devops | /🏠 - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools… | 878 stars · 156 forks | No one-command install · Source | |
| 618 | 97.823 | rohitg00-kubectlmcp · devops | Enables natural language interaction with Kubernetes resources, allowing developers to manage clusters through conversational interfaces instead of… | 960 stars · 184 forks | No one-command install · Source | |
| 619 | 98.180 | hashicorp-terraform-registrymcp · devops | Integrates with HashiCorp's Terraform Registry APIs to enable provider documentation retrieval, module search, and infrastructure configuration… | 1,518 stars · 195 forks | No one-command install · Source | |
| 620 | 98.198 | testkubemcp · devops | Kubernetes-native continuous testing platform providing test orchestration, execution, and analysis | 1,652 stars · 172 forks | No one-command install · Source | |
| 621 | 98.319 | flux159-mcp-server-kubernetesmcp · devops | Manage Kubernetes cluster resources and deployments. | 1,593 stars · 282 forks | No one-command install · Source | |
| 622 | 98.432 | jamubc-gemini-climcp · devops | Integrates with Google's Gemini CLI to leverage massive token windows for analyzing large files and codebases, providing general queries, sandbox-mode… | 2,278 stars · 199 forks | No one-command install · Source | |
| 623 | 98.560 | manusa-kubernetesmcp · devops | Manage Kubernetes, with additional support for OpenShift. | 2,048 stars · 427 forks | No one-command install · Source | |
| 624 | 98.698 | sysboxinfra · devops | Next-generation container runtime enabling Docker-in-Docker and VM-like isolation without privileged containers. | 3,847 stars · 228 forks | No one-command install · Source | |
| 625 | 98.728 | sendai-solana-agent-kitmcp · devops | Integrates with Solana blockchain to enable token deployment, NFT creation, DeFi operations, and cross-chain transfers via Wormhole directly within… | 1,711 stars · 873 forks | No one-command install · Source | |
| 626 | 98.750 | txn2-kubefwdmcp · devops | Bulk-forward Kubernetes cluster services for local development with AI assistant integration. | 4,171 stars · 237 forks | No one-command install · Source | |
| 627 | 99.082 | alexzhang13-rlmcli · devopsContributed by Sentinel | General plug-and-play inference library for Recursive Language Models (RLMs), supporting various sandboxes. | 5,644 stars · 905 forks · 3 mentions | No one-command install · Source | |
| 628 | 99.100 | microsandboxinfra · devops | Use as the OSS self-hosted sandbox when you need to run agent code on your own infra: libkrun-based microVM isolation with no per-sandbox vendor cost… | 8,436 stars · 454 forks | No one-command install · Source | |
| 629 | 99.266 | claude-code-infrastructure-showcaseworkflow · devops | An approach to working with Skills that uses hooks to make Claude select and activate the right Skill for the current context. Documented, and… | 10,016 stars · 1,231 forks | No one-command install · Source | |
| 630 | 99.695 | flyctlcli · devops | Command line tools for fly.io services | 1,699 stars · 309 forks · passed install test | No one-command install · Source | |
| 631 | 99.821 | wranglercli · devops | Wrangler: the CLI for Cloudflare Workers. | 4,498 stars · 1,470 forks · passed install test | No one-command install · Source | |
| 632 | 99.886 | e2b-sandboxinfra · devops | Use as the default runtime when an agent must execute untrusted code or commands. Firecracker microVMs with ~150ms cold start give each run an… | 13,635 stars · 1,015 forks · 10 mentions · passed install test | No one-command install · Source | |
| 633 | 99.971 | daytonainfra · devops | Secure and elastic sandboxes for running AI-generated code. The public repository stopped updating in June 2026, when development moved to a private… | 71,846 stars · 5,651 forks · 9 mentions · passed install test | No one-command install · Source | |
| 634 | Unranked | appcrane-mcpmcp · devops | MCP connector for AppCrane that serves a bundled tool catalog for offline introspection and proxies tool calls to a self-hosted AppCrane instance for… | No signals yet | No one-command install · Source | |
| 635 | Unranked | mcp-cloudflare-radarmcp · devops | Enables querying Cloudflare Radar data for internet traffic, attacks, BGP, and quality insights via natural language or direct tool calls. | No signals yet | No one-command install · Source | |
| 636 | Unranked | pipeworx-io-cloudflare-radarmcp · devops | Cloudflare Radar internet observatory — traffic quality, DDoS attacks, BGP route leaks, and top locations via Pipeworx. | No signals yet | No one-command install · Source | |
| 637 | Unranked | cloudcost-mcp-servermcp · devops | Enables AI agents to parse multi-cloud infrastructure-as-code files, query real-time pricing from AWS, Azure, and GCP, and generate cost estimates and… | No signals yet | No one-command install · Source | |
| 638 | Unranked | appcirclemcp · devops | Bridges AI tools with the Appcircle mobile CI/CD platform for build profiles, signing, testing distribution, and app store publishing. | No signals yet | No one-command install · Source | |
| 639 | Unranked | appcircle-mcpmcp · devops | Enables AI agents to interact with Appcircle mobile CI/CD platform for build management, signing identities, testing distribution, and reporting. | No signals yet | No one-command install · Source | |
| 640 | Unranked | infraops-mcp-servermcp · devops | Enables infrastructure operations through Claude Code by exposing 195 tools across 7 providers including Coolify, VPS, Hetzner, Namecheap, Cloudflare… | No signals yet | No one-command install · Source | |
| 641 | Unranked | alysko-zabbixmcp · devops | Integrates with Zabbix 7.4 monitoring infrastructure with 86 tools, read-only mode, and 96% test coverage. | No signals yet | No one-command install · Source | |
| 642 | Unranked | cicd-aiopsmcp · devops | Governed CI/CD operations for self-hosted GitLab and Gitea — pipeline-failure, runner, artifact-bloat, and stale-branch RCA, with unbypassable audit… | No signals yet | No one-command install · Source | |
| 643 | Unranked | mcp-bridge-cfmcp · devops | A generic bridge that connects MCP clients to any tool provider via Cloudflare Workers, enabling dynamic tool registration and discovery over… | No signals yet | No one-command install · Source | |
| 644 | Unranked | ai-cloud-memorymcp · devops | Enables AI clients to access a shared, authenticated memory and project management system with durable storage, task tracking, roadmaps, and semantic… | No signals yet | No one-command install · Source | |
| 645 | Unranked | vps-docker-mcp-advancedmcp · devops | Enables safe VPS diagnostics and Docker/Docker Compose management over SSH, providing predefined read-only and mutating tools for system monitoring… | No signals yet | No one-command install · Source | |
| 646 | Unranked | br0ski777-dns-lookupmcp · devops | Look up DNS records — A, AAAA, MX, TXT, CNAME, NS — via Cloudflare. | No signals yet | No one-command install · Source | |
| 647 | Unranked | dns-lookup-a-mx-txt-cname-via-cloudflare-dohmcp · devops | DNS record lookup API for AI agents. Query A, AAAA, MX, TXT, CNAME, NS, SOA, and SRV records via Cloudflare DNS-over-HTTPS. Fast, reliable… | No signals yet | No one-command install · Source | |
| 648 | Unranked | dns-lookup-a-mx-txt-cname-via-cloudflare-doh-2mcp · devops | DNS record lookup API for AI agents. Query A, AAAA, MX, TXT, CNAME, NS, SOA, and SRV records via Cloudflare DNS-over-HTTPS. Fast, reliable… | No signals yet | No one-command install · Source | |
| 649 | Unranked | dns-lookup-a-mx-txt-cname-via-cloudflare-doh-3mcp · devops | DNS record lookup API for AI agents. Query A, AAAA, MX, TXT, CNAME, NS, SOA, and SRV records via Cloudflare DNS-over-HTTPS. Fast, reliable… | No signals yet | No one-command install · Source | |
| 650 | Unranked | dns-lookup-a-mx-txt-cname-via-cloudflare-doh-4mcp · devops | DNS record lookup API for AI agents. Query A, AAAA, MX, TXT, CNAME, NS, SOA, and SRV records via Cloudflare DNS-over-HTTPS. Fast, reliable… | No signals yet | No one-command install · Source | |
| 651 | Unranked | terraform-engine-mcp-servermcp · devops | Enables AI agents to manage infrastructure by exposing Terraform tasks and deployments as tools via STDIO or SSE. | No signals yet | No one-command install · Source | |
| 652 | Unranked | taistock-mcp-servermcp · devops | Deploys a remote MCP server on Cloudflare Workers without authentication, allowing easy customization and connection to AI Playground or Claude… | No signals yet | No one-command install · Source | |
| 653 | Unranked | malware-sandbox-mcpmcp · devops | Enables assistants to analyze files and URLs for malware by integrating with security services like VirusTotal and ANY.RUN, returning threat reports. | No signals yet | No one-command install · Source | |
| 654 | Unranked | heavenly-health-protocolmcp · devops | Enables AI clients to securely access, query, and mutate normalized user-controlled health data (e.g., from Apple Health or Supabase) through a… | No signals yet | No one-command install · Source | |
| 655 | Unranked | nm-hard-toolsmcp · devops | Provides deployable, stateless MCP services for rigorous inference evaluation and benchmarking, including a profiled lm-evaluation-harness… | No signals yet | No one-command install · Source | |
| 656 | Unranked | downatthebottomofthemolehole-infracostmcp · devops | Integrates with the Infracost CLI to estimate, compare, and publish cloud infrastructure cost changes from Terraform and Infrastructure as Code… | No signals yet | No one-command install · Source | |
| 657 | Unranked | infracost-mcp-servermcp · devops | An MCP server for running the Infracost CLI to estimate, compare, and publish infrastructure cost changes from Terraform and other IaC projects. | No signals yet | No one-command install · Source | |
| 658 | Unranked | pigeonpostmcp · devops | Provides asynchronous messaging infrastructure for AI agents, enabling them to get permanent addresses and send/receive encrypted messages via MCP… | No signals yet | No one-command install · Source | |
| 659 | Unranked | sandbox-as-a-service-mcpmcp · devops | Provides agents with real Linux VMs to run commands, manage files, expose ports, and track costs, all through an ephemeral sandbox service. | No signals yet | No one-command install · Source | |
| 660 | Unranked | mimiops-mcpmcp · devops | Enables AI agents to safely observe and troubleshoot Kubernetes workloads, with limited recovery actions like pod deletion and Helm rollbacks, while… | No signals yet | No one-command install · Source | |
| 661 | Unranked | linuxserver-io-mcp-registrymcp · devops | Enables searching LinuxServer.io images, auditing Docker Compose and run commands against documentation-derived conventions, and searching open/closed… | No signals yet | No one-command install · Source | |
| 662 | Unranked | cn-hk-quotes-mcpmcp · devops | Deploys a stateless remote MCP server on Cloudflare Workers without authentication, enabling users to connect custom MCP tools to clients such as… | No signals yet | No one-command install · Source | |
| 663 | Unranked | lightning-fm-mcpmcp · devops | Provides access to Lightning FM's music catalog, allowing agents to search tracks, look up artists, and check the currently playing track and stream… | No signals yet | No one-command install · Source | |
| 664 | Unranked | mcp-chatgpt-file-storemcp · devops | Enables saving and managing files in a sandboxed local folder via MCP, with tools for listing, reading, writing, appending, searching, moving, and… | No signals yet | No one-command install · Source | |
| 665 | Unranked | clbench-fireworks-rftmcp · devops | Enables reinforcement fine-tuning of Qwen3-8B on the CLBench poker task using the eval-protocol MCP-Gym framework on Fireworks infrastructure, with… | No signals yet | No one-command install · Source | |
| 666 | Unranked | cyber-skill-routermcp · devops | A sandbox-first MCP server that enables AI agents to safely perform reverse-engineering tasks in fully isolated Docker containers, featuring… | No signals yet | No one-command install · Source | |
| 667 | Unranked | senatran-download-infra-omcp · devops | Provides read-only access to official Brazilian transit authority (SENATRAN) data for downloading traffic infraction records using a single MCP tool. | No signals yet | No one-command install · Source | |
| 668 | Unranked | senatran-boleto-da-infra-omcp · devops | Enables querying Brazilian traffic fine tickets (boletos de infração) from SENATRAN official source, read-only, via a single MCP tool for AI… | No signals yet | No one-command install · Source | |
| 669 | Unranked | infra-es-da-prfmcp · devops | Consulta o histórico de multas de trânsito da Polícia Rodoviária Federal por RENAVAM, incluindo canceladas, em aberto ou pagas, via uma ferramenta… | No signals yet | No one-command install · Source | |
| 670 | Unranked | dnit-infra-es-cnpjmcp · devops | Consult DNIT traffic fines for companies by CNPJ from official source. Provides a read-only tool to query vehicle infractions registered against a… | No signals yet | No one-command install · Source | |
| 671 | Unranked | enterprise-secure-aws-mcp-servermcp · devops | Enables secure tool discovery and execution on AWS Lambda with role-based access control, command injection defense, and sensitive data redaction… | No signals yet | No one-command install · Source | |
| 672 | Unranked | lizard-mcpmcp · devops | Enables deploying and managing apps on Lizard via natural language, covering services, deploys, logs, secrets, domains, and configuration as code. | No signals yet | No one-command install · Source | |
| 673 | Unranked | cmd-exec-mcpmcp · devops | A command execution MCP server supporting local execution, sandbox isolation via Docker/OpenSandbox, and SSH remote execution. | No signals yet | No one-command install · Source | |
| 674 | Unranked | agent-env-mcpmcp · devops | Provides a restricted Docker-based sandbox for LLM agents, enabling file operations, command execution, and local Git within an isolated runtime. | No signals yet | No one-command install · Source | |
| 675 | Unranked | email-deadsimple-dead-simple-emailmcp · devops | Provides AI agents with real email infrastructure, enabling them to create inboxes, send/receive messages, and extract verification codes from… | No signals yet | No one-command install · Source | |
| 676 | Unranked | s3-mcp-connectormcp · devops | Enables agents to interact with any S3-compatible storage (AWS S3, LocalStack, MinIO) via MCP, providing tools like list, read, write, delete objects… | No signals yet | No one-command install · Source | |
| 677 | Unranked | enterprise-devops-mcp-servermcp · devops | Enables AI agents to securely manage Linux, Docker, Kubernetes, and SSH infrastructure through MCP with permission control, audit logging, and… | No signals yet | No one-command install · Source | |
| 678 | Unranked | cadastremcp · devops | Cadastre is an address book and rulebook for infrastructure, giving people and AI agents a single place to query facts about servers, services… | No signals yet | No one-command install · Source | |
| 679 | Unranked | opencode-helper-mcpmcp · devops | Enables local, read-only code analysis through the OpenCode CLI, exposing fixed tools that call Cloudflare, MiMo, and Nemotron models in fallback… | No signals yet | No one-command install · Source | |
| 680 | Unranked | pipeworx-io-ripe-statmcp · devops | RIPE Stat IP address, ASN, and BGP routing data for internet infrastructure analysis via the Pipeworx gateway. | No signals yet | No one-command install · Source | |
| 681 | Unranked | pipeworx-io-threatfoxmcp · devops | ThreatFox abuse.ch indicator-of-compromise feed for querying malware IOCs, threat actors, and malicious infrastructure via Pipeworx. | No signals yet | No one-command install · Source | |
| 682 | Unranked | firefly-iii-mcpmcp · devops | Deploy a Firefly III MCP server on Cloudflare Workers to let AI assistants interact with your Firefly III personal finance data, including accounts… | No signals yet | No one-command install · Source | |
| 683 | Unranked | opencode-sandboxmcp · devops | Spins up isolated opencode instances in Docker containers as MCP servers, providing 80 tools for file and shell operations within a scoped workspace… | No signals yet | No one-command install · Source | |
| 684 | Unranked | k8s-aiopsmcp · devops | Governed Kubernetes operations for AI agents with 15 MCP tools, audit logging, policy engine, and safety features. | No signals yet | No one-command install · Source | |
| 685 | Unranked | container-host-aiopsmcp · devops | Governed Docker + Portainer container-host operations (non-Kubernetes) — restart-loop, resource-pressure, and image/volume-bloat RCA, with guarded… | No signals yet | No one-command install · Source | |
| 686 | Unranked | smart-fhirmcp · devops | Enables read-only SMART on FHIR R4 discovery, search, and read operations against public synthetic sandboxes, returning actual empty results and 404s… | No signals yet | No one-command install · Source | |
| 687 | Unranked | secretscanmcp · devops | Scans diffs, files, and snippets for leaked secrets like AWS keys, GitHub tokens, and private keys, returning redacted findings while running fully… | No signals yet | No one-command install · Source | |
| 688 | Unranked | basic-fns-mcpmcp · devops | Provides core filesystem, shell, search, and listing tools with a path sandbox, supporting HTTP and stdio transports. | No signals yet | No one-command install · Source | |
| 689 | Unranked | cm-mcp-enginemcp · devops | Turns approved contracts into runnable code, sandboxes it, caches it, and serves the result as MCP tools. It executes tool names and arguments without… | No signals yet | No one-command install · Source | |
| 690 | Unranked | sipap-mcpmcp · devops | Production-ready MCP server framework for AWS Lambda and ECS Fargate, providing base classes and infrastructure for building MCP servers that… | No signals yet | No one-command install · Source | |
| 691 | Unranked | cf-mcp-playgroundmcp · devops | Enables AI clients to explore MCP concepts, retrieve quickstart guides, and ask questions with Redis-cached answers, supporting deployment on… | No signals yet | No one-command install · Source | |
| 692 | Unranked | floci-mcpmcp · devops | Enables AI agents to deploy and manage simulated AWS resources (like EC2, S3, DynamoDB) on a local Floci instance through natural language. | No signals yet | No one-command install · Source | |
| 693 | Unranked | bucket-helper-mcpmcp · devops | Provides MCP tools for AWS S3 and S3-compatible storage, enabling file upload, download, listing, deletion, and temporary remote file staging via… | No signals yet | No one-command install · Source | |
| 694 | Unranked | synapse-mesh-mcp-connectormcp · devops | Enables AI coding assistants to search reproducibly verified bug fixes, compatibility recipes, and code patches, and to submit new solutions for… | No signals yet | No one-command install · Source | |
| 695 | Unranked | dungeon-player-display-mcp-v2mcp · devops | Deploys a stateless remote MCP server on Cloudflare Workers without authentication, allowing custom tools to be registered and used from clients like… | No signals yet | No one-command install · Source | |
| 696 | Unranked | agent-sandboxmcp · devops | Enables AI coding agents to run Kubernetes inspection and Terraform plan/apply operations inside ephemeral gVisor-sandboxed jobs with short-lived… | No signals yet | No one-command install · Source | |
| 697 | Unranked | checkridemcp · devops | Enables AI coding agents to run fast, sandboxed pre-flight validation—tests, type-checking, linting, security audits, Git safety scans, and fix… | No signals yet | No one-command install · Source | |
| 698 | Unranked | cdn-nodemcp · devops | Enables auditing or configuring a registered Linux origin as a single Cloudflare-fronted 3x-ui/Xray WebSocket node through a fixed 31-tool MCP… | No signals yet | No one-command install · Source | |
| 699 | Unranked | agentic-devops-assistantmcp · devops | Enables AI-driven DevOps project analysis and automation through dynamic tool selection for file inspection, Dockerfile analysis, health checks, and… | No signals yet | No one-command install · Source | |
| 700 | Unranked | greennode-mcp-servermcp · devops | Enables AI assistants to manage VNG Cloud infrastructure including compute, storage, networking, and Kubernetes resources through natural language… | No signals yet | 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.