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

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

1,162 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
10183.136bsahane-ansiblemcp · devopsProvides infrastructure automation through Ansible with project-based configuration management, playbook execution with idempotence testing, inventory…30 stars · 12 forksNo one-command install · Source
10283.079wenhuwang-k8s-eyemcp · devopsKubernetes management tool that connects to clusters to list, analyze, and manipulate pods, execute container commands, and retrieve logs directly…29 stars · 13 forksNo one-command install · Source
10383.004buryhuang-aws-resources-pythonmcp · devopsProvides a Python-based interface for executing AWS queries across services like S3 and CodePipeline, enabling DevOps tasks and cloud resource…24 stars · 14 forksNo one-command install · Source
10482.902gh-spre-sre-luminomcp · devopsSRE observability for Kubernetes and OpenShift with Tekton pipeline debugging tools.11 stars · 17 forksNo one-command install · Source
10582.613tatumio-blockchainmcp · devopsIntegrates with Tatum's blockchain infrastructure to provide multi-chain data access across 130+ networks including Bitcoin, Ethereum, Polygon, and…15 stars · 15 forksNo one-command install · Source
10682.607vespo92-truenas-coremcp · devopsIntegrates with TrueNAS Core storage systems to enable natural language control of user management, pool monitoring, dataset creation, ZFS properties…30 stars · 10 forksNo one-command install · Source
10782.585currents-test-resultsmcp · devopsProvides a bridge to Currents test results platform, enabling AI to analyze failing tests, optimize test suites, and troubleshoot CI/CD pipeline…20 stars · 14 forksNo one-command install · Source
10882.468cfm-tips-aws-cost-optimizationmcp · devopsIntegrates with AWS Cost Explorer, Compute Optimizer, and CloudWatch to analyze EC2, EBS, RDS, and Lambda resources for cost optimization…33 stars · 8 forksNo one-command install · Source
10982.353meal-inc-bonnard-climcp · devopsUltra-fast to deploy agentic-first MCP-ready semantic layer. Let your data be like water.50 stars · 4 forksNo one-command install · Source
11082.189neosun100-translategemmamcp · devopsProvides local translation using Google's TranslateGemma models with support for 55 languages, multi-platform Docker deployment, and intelligent text…34 stars · 7 forksNo one-command install · Source
11182.125ryft-icebergmcp · devopsProvides direct access to Apache Iceberg tables stored in AWS, enabling exploration of catalogs, schemas, properties, and partition information…41 stars · 5 forksNo one-command install · Source
11282.014msaad00-agent-bommcp · devopsAI infrastructure security scanner for CVEs, SBOMs, compliance checks, and dependency auditing.31 stars · 8 forksNo one-command install · Source
11382.000sts2-modding-mcpmcp · devopsProvides 151 tools for reverse-engineering, code generation, building, deploying, live scene inspection, and automated playtesting for Slay the Spire…21 stars · 13 forksNo one-command install · Source
11382.000kukapay-token-mintermcp · devopsEnables AI assistants to deploy and manage ERC-20 tokens across multiple blockchain networks, providing tools for token creation, balance checking…21 stars · 13 forksNo one-command install · Source
11581.482tarnover-ansiblemcp · devopsIntegrates with Ansible to enable infrastructure automation through direct execution of playbooks, ad-hoc commands, inventory management, and AWS…26 stars · 10 forksNo one-command install · Source
11681.050fradser-cloudflare-to-markdownmcp · devopsBridges Claude with Cloudflare's AI services to convert PDFs, images, HTML, and Office documents into structured markdown descriptions for content…35 stars · 5 forksNo one-command install · Source
11780.892slyfox1186-openroutermcp · devopsProvides unified access to multiple AI models including Claude, Gemini, and Kimi through OpenRouter's API with intelligent model aliasing…40 stars · 4 forksNo one-command install · Source
11880.783hyperion-gpu-proofflowmcp · devopsAudit infrastructure for AI coding agents with evidence-backed review and policy gates.48 stars · 3 forksNo one-command install · Source
11980.774akash-networkmcp · devopsBridges AI agents with the Akash Network, enabling deployment and management of decentralized applications on blockchain-based cloud computing…13 stars · 13 forksNo one-command install · Source
12080.662cyclopsmcp · devopsProvides safe Kubernetes application management through template-based deployments using the Cyclops framework, enabling creation and updates of…30 stars · 6 forksNo one-command install · Source
12180.556velanemcp · devopsIntegration Infrastructure Agents Actually Control38 stars · 4 forksNo one-command install · Source
12280.178trilogy-aws-ec2-pricingmcp · devopsProvides real-time AWS EC2 instance pricing data with powerful filtering capabilities for cost optimization and infrastructure planning21 stars · 11 forksNo one-command install · Source
12380.165timeweb-cloudmcp · devopsManage Timeweb Cloud infrastructure with tools for deploying apps, creating databases, and managing VCS providers.26 stars · 7 forksNo one-command install · Source
12380.165olalonde-mcp-humanmcp · devopsWhen your LLM needs human assistance (through AWS Mechanical Turk)26 stars · 7 forksNo one-command install · Source
12580.078severity1-terraform-cloudmcp · devopsIntegrates with Terraform Cloud API to enable natural language management of infrastructure through workspace and run operations including creation…23 stars · 9 forksNo one-command install · Source
12680.050takashito-linodemcp · devopsIntegrates with Linode's cloud infrastructure API to manage compute instances, volumes, networking, domains, databases, Kubernetes clusters, and…20 stars · 11 forksNo one-command install · Source
12779.943mp-tool-komodomcp · devopsManage Komodo container deployments, Docker stacks, servers, and infrastructure via AI.19 stars · 11 forksNo one-command install · Source
12879.903yindia-rootcause-kubernetesmcp · devopsManages Kubernetes resources and identifies root causes of failures through interoperable toolchains for K8s, Linkerd, Istio, Karpenter, Helm, and…42 stars · 3 forksNo one-command install · Source
12979.844inspektor-gadgetmcp · devopsIntegrates with Kubernetes clusters using Inspektor Gadget to provide intelligent troubleshooting, network monitoring, system call tracing, and…27 stars · 6 forksNo one-command install · Source
13079.537streamnative-pulsar-kafkamcp · devopsBridges AI systems with Apache Pulsar/Kafka messaging infrastructure, enabling natural language management of topics, subscriptions, schemas, and…24 stars · 7 forksNo one-command install · Source
13179.156nextlevelbuilder-goclawmcp · devopsManages GoClaw AI gateway infrastructure with 66 tools covering agents, sessions, and configuration.10 stars · 12 forksNo one-command install · Source
13278.800feiskyer-kubernetesmcp · devopsEnables direct Kubernetes cluster management through kubectl command execution, providing a bridge for real-time resource administration within…20 stars · 9 forksNo one-command install · Source
13378.510draphonix-code-modemcp · devopsSandboxed Python code execution with DSpy-powered reasoning that orchestrates external tools through generated code, featuring configurable security…23 stars · 6 forksNo one-command install · Source
13478.238kjozsa-jenkinsmcp · devopsIntegrates with Jenkins CI/CD operations, enabling job listing, build triggering, and status checking for streamlined DevOps automation and pipeline…10 stars · 11 forksNo one-command install · Source
13578.097container-sandboxmcp · devopsProvides a secure, sandboxed environment for executing code, running commands, accessing files, and performing web operations through multi-layered…22 stars · 6 forksNo one-command install · Source
13678.079smythos-docker-sandboxmcp · devopsProvides Linux sandbox container management through Docker integration, enabling spawning of Ubuntu containers, TTY input with escape sequence…27 stars · 4 forksNo one-command install · Source
13777.366aws-cost-savermcp · devopsEnables scanning AWS accounts for cost optimization opportunities by reading resource configurations and pricing data, without making any…22 stars · 5 forksNo one-command install · Source
13877.233browseai-devmcp · devopsResearch infrastructure for agents providing real-time web search, evidence extraction, and structured citations with confidence scoring.20 stars · 6 forksNo one-command install · Source
13977.014deception-remote-mcp-servermcp · devopsSimulates sensitive internal tools as a honeypot to detect unauthorized access and AI agent behaviors using Canarytokens, deployed as a serverless…21 stars · 5 forksNo one-command install · Source
14076.863niyogi-rendermcp · devopsDeployment-related tooling for Render.com.17 stars · 8 forksNo one-command install · Source
14176.745pkgxdev-pkgxmcp · devopsProvides secure access to thousands of open-source command-line tools through pkgx, executing commands in a sandboxed environment that prevents…23 stars · 4 forksNo one-command install · Source
14276.443aniongithub-devpodmcp · devopsManages development containers via DevPod, Docker, and GitHub Codespaces with 45 MCP tools for AI agents.26 stars · 3 forksNo one-command install · Source
14376.275axliupore-code-runnermcp · devopsExecutes code snippets in isolated Docker containers with resource limits and security controls for safe testing and debugging across multiple…18 stars · 6 forksNo one-command install · Source
14476.182xmpuspus-cloudwrightmcp · devopsConverts natural language infrastructure descriptions into cloud infrastructure specifications and IaC templates with 18 tools.32 stars · 2 forksNo one-command install · Source
14576.076coolify-enhancedmcp · devopsIntegrates with Coolify deployment platform to provide server management, application deployment, database operations, and infrastructure…19 stars · 5 forksNo one-command install · Source
14676.055itcaat-teamcitymcp · devopsIntegrates with JetBrains TeamCity for complete CI/CD pipeline management, enabling build triggering, cancellation, pinning, artifact downloads, tag…12 stars · 9 forksNo one-command install · Source
14676.055novitalabs-gpu-cloudmcp · devopsProvides direct access to Novita AI's GPU cloud infrastructure for deploying, monitoring, and managing GPU-accelerated workloads and containers…12 stars · 9 forksNo one-command install · Source
14875.782gt732-nautobotmcp · devopsIntegrates with Nautobot network infrastructure management platform, enabling querying and interaction with network data through tools for retrieving…16 stars · 7 forksNo one-command install · Source
14975.544claudesmalltalkmcp · devopsEnables AI interaction with live Smalltalk environments (Cuis and Squeak) for code evaluation, class browsing, method management, and image…18 stars · 5 forksNo one-command install · Source
15075.117voidchecksum-omniwiremcp · devopsUnified mesh control layer for distributed infrastructure with SSH2 connection pooling, file transfers, and Docker management.15 stars · 7 forksNo one-command install · Source
15175.006carlos-dominguez-n8nmcp · devopsConnect Claude Code to n8n workflows and Coolify deployments via MCP.17 stars · 5 forksNo one-command install · Source
15175.006scrapybara-virtual-ubuntumcp · devopsProvides a bridge to virtual Ubuntu desktops for browsing the web, running code, and automating tasks through a sandboxed environment with bash…17 stars · 5 forksNo one-command install · Source
15175.006tsuchijo-sandbox-dockermcp · devopsCreates isolated Docker environments for executing code in multiple languages, with persistent containers and Dockerfile generation for reproducible…17 stars · 5 forksNo one-command install · Source
15474.510mastyf-aimcp · devopsPerimeter security for your AI Infrastructure.18 stars · 4 forksNo one-command install · Source
15574.488jfrog-artifactorymcp · devopsIntegrates with JFrog's Artifactory and platform ecosystem to manage binary artifacts, container images, build information, and security scanning…15 stars · 6 forksNo one-command install · Source
15674.286databricks-code-execution-mcpmcp · devopsEnables AI-assisted development by running and testing code directly on Databricks clusters via natural language, then deploying Databricks Asset…14 stars · 7 forksNo one-command install · Source
15773.966readwise-vector-db-mcp-servermcp · devopsTurns your Readwise library into a blazing-fast semantic search engine with a streaming MCP server for LLM clients, supporting vector search, nightly…24 stars · 2 forksNo one-command install · Source
15873.713infrawisemcp · devopsCLI-first infrastructure intelligence platform that analyzes AWS services, databases, and IaC to provide deterministic context for AI coding…19 stars · 3 forksNo one-command install · Source
15973.658bourbonkk-k8s-pilotmcp · devopsEnables AI to manage Kubernetes clusters through a comprehensive set of tools for contexts, namespaces, pods, deployments, services, and other…14 stars · 6 forksNo one-command install · Source
15973.658jenkins-cicdmcp · devopsIntegrates with Jenkins CI/CD infrastructure to provide complete job management, build monitoring, pipeline execution, and artifact handling with…14 stars · 6 forksNo one-command install · Source
16173.387gh-dend-guildbridgemcp · devopsRemotely hosted Discord integration deployed on Cloudflare Workers providing authenticated access to Discord servers.16 stars · 4 forksNo one-command install · Source
16273.182boomlinkai-image-workermcp · devopsProvides image processing and cloud storage capabilities through Sharp.js for resizing, transforming, and applying effects to images with seamless…18 stars · 3 forksNo one-command install · Source
16372.803wrxck-fleetmcp · devopsDocker production management CLI with 23 tools for container orchestration, systemd services, nginx configuration, encrypted secrets, Git workflows…21 stars · 2 forksNo one-command install · Source
16472.722scosman-hooksmcp · devopsExposes project-specific development tools like tests, linters, and formatters through YAML configuration files, enabling secure execution of common…15 stars · 4 forksNo one-command install · Source
16472.722kvm-controlmcp · devopsProvides JSON-RPC control over KVM virtual machines through libvirt, enabling VM lifecycle management, VNC display access, and Fedora CoreOS…15 stars · 4 forksNo one-command install · Source
16672.644runbox-website-builder-mcpmcp · devopsProvides a remote coding environment for AI to publish static websites as live URLs, with live code editing and sandbox execution.17 stars · 3 forksNo one-command install · Source
16672.644chrishayuk-code-sandboxmcp · devopsProvides secure, isolated Python code execution environments with modular architecture for running untrusted code, testing solutions, generating…17 stars · 3 forksNo one-command install · Source
16872.632zukai-vercel-apimcp · devopsIntegrates with Vercel's platform to manage deployments, DNS records, domains, projects, and environment variables through natural language…75 starsNo one-command install · Source
16972.565yfnhanced-mcpmcp · devopsProduction-grade financial data infrastructure for AI assistants, providing reliable market data from Yahoo Finance with enterprise resilience…7 stars · 8 forksNo one-command install · Source
17072.290basebandit-kai-kubernetesmcp · devopsEnables natural language interaction with Kubernetes clusters for managing pods, retrieving logs, and manipulating container environments without…20 stars · 2 forksNo one-command install · Source
17072.290poke-pcmcp · devopsProvides a Dockerized MCP worker that gives Poke AI assistants persistent terminal control and filesystem access on your machine, with automatic…20 stars · 2 forksNo one-command install · Source
17272.094xiawpohr-metamaskmcp · devopsIntegrates with MetaMask wallet to enable secure blockchain operations including transaction sending, smart contract deployment and interaction, ENS…12 stars · 6 forksNo one-command install · Source
17372.060portaljs-mcp-servermcp · devopsA remote MCP server deployed on Cloudflare Workers without authentication, enabling tools via SSE for use with AI playgrounds and desktop clients.16 stars · 3 forksNo one-command install · Source
17471.892xkiranj-markitdown-npxmcp · devopsNPX wrapper for Microsoft's MarkItDown that converts PDFs, Word documents, Excel files, images, and other formats into markdown without Docker…14 stars · 4 forksNo one-command install · Source
17571.864kube-auditmcp · devopsProvides unified access to Kubernetes audit logs across Alibaba Cloud SLS, AWS CloudWatch Logs, and Google Cloud Logging with tools for listing…19 stars · 2 forksNo one-command install · Source
17671.394allen-munsch-prefectmcp · devopsIntegrates with Prefect workflow orchestration platform to enable natural language control over flow management, deployment operations, task…15 stars · 3 forksNo one-command install · Source
17771.363litmusautomation-litmus-edgemcp · devopsIntegrates with Litmus Edge for industrial IoT device configuration, monitoring, and management, enabling real-time tag value retrieval, Docker…12 stars · 5 forksNo one-command install · Source
17870.383pacmanmcp · devopsIntegrates with package repositories including PyPI, npm, crates.io, Docker Hub, and Terraform Registry to search and retrieve detailed information…11 stars · 5 forksNo one-command install · Source
17969.986komodo-mcp-servermcp · devopsEnables management of Komodo infrastructure including servers, stacks, deployments, builds, repositories, procedures, and system settings through…10 stars · 6 forksNo one-command install · Source
18069.750microsandbox-mcpmcp · devopsConnects AI agents to microsandbox for creating lightweight sandboxes, executing code, managing files, and monitoring resources.13 stars · 3 forksNo one-command install · Source
18069.750aws-samples-eks-node-diagnosticsmcp · devopsCollects and analyzes diagnostic logs from Amazon EKS worker nodes using AWS SSM Automation, covering 20+ log sources including kubelet, containerd…13 stars · 3 forksNo one-command install · Source
18269.545komodo-mcpmcp · devopsManage Komodo DevOps platform resources (servers, containers, stacks, builds) directly from AI assistants via MCP protocol. Supports OAuth 2.1 and…15 stars · 2 forksNo one-command install · Source
18269.545hariohmprasath-k8smcp · devopsEnables direct Kubernetes cluster management through a Kotlin-based server that provides tools for monitoring and controlling pods, deployments…15 stars · 2 forksNo one-command install · Source
18469.273cloud-audit-mcpmcp · devopsCloud security audit tools for AI agents that provide direct access to cloud APIs to read, correlate, and fix misconfigurations across AWS, Azure, and…20 stars · 1 forkNo one-command install · Source
18569.255gutmutcode-cloudflaremcp · devopsIntegrates with Cloudflare's API to enable management of DNS, CDN, and security configurations for web infrastructure automation.10 stars · 5 forksNo one-command install · Source
18668.921mhajder-zabbixmcp · devopsIntegrates with Zabbix monitoring infrastructure for managing hosts, templates, items, triggers, problems, events, users, proxies, and maintenance…9 stars · 6 forksNo one-command install · Source
18668.921deploy-mcpmcp · devopsalso listed as deploy-mcp-deploy-mcpUniversal deployment tracker for AI assistants, enabling real-time monitoring and management of deployments across Vercel, Netlify, and Cloudflare…9 stars · 6 forksNo one-command install · Source
18968.715antriebmcp · devopsValidates AI-generated infrastructure code by executing it on real VMs with self-correction.14 stars · 2 forksNo one-command install · Source
18968.715j04n-f-woodpecker-cimcp · devopsConnects AI assistants to Woodpecker CI for debugging pipeline failures, analyzing build logs, and troubleshooting CI/CD configurations.14 stars · 2 forksNo one-command install · Source
19168.220infrahubmcp · devopsalso listed as infrahub-mcpConnect to Infrahub infrastructure data management platform10 stars · 4 forksNo one-command install · Source
19168.220alxspiker-ai-meta-tool-creatormcp · devopsEnables AI to dynamically create, execute, and manage custom tools in a secure sandbox environment for JavaScript, Python, or shell code with…10 stars · 4 forksNo one-command install · Source
19468.063fortunto2-prefectmcp · devopsEnables interaction with Prefect workflow orchestration platform for retrieving flow information, managing flow runs, searching deployments, and…7 stars · 6 forksNo one-command install · Source
19568.021qingquanyao-vitis-fpgamcp · devopsControls AMD Vitis Unified IDE for FPGA and embedded software development through 28 tools covering platform creation, hardware debugging, and…11 stars · 3 forksNo one-command install · Source
19568.021andrasfe-vulnicheckmcp · devopsPython vulnerability scanner with Docker security analysis and secrets detection11 stars · 3 forksNo one-command install · Source
19767.906dubuqingfeng-gitlabmcp · devopsIntegrates with GitLab for merge request management, automated code reviews, and CI/CD workflows9 stars · 5 forksNo one-command install · Source
19867.900deployhqmcp · devopsInteract with DeployHQ deployments for project management, deployment history, and status monitoring13 stars · 2 forksNo one-command install · Source
19867.900yourtablecloth-windows-sandboxmcp · devopsProvides complete lifecycle management of Windows Sandbox instances on Windows 11 24H2+ with customizable configurations, command execution, and…13 stars · 2 forksNo one-command install · Source
19867.900rexposadas-attendee-botmcp · devopsAutomates meeting attendance and transcription across platforms like Zoom and Google Meet, enabling automated note-taking, compliance documentation…13 stars · 2 forksNo one-command install · Source

Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.

Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.

Leaderboard · Armory