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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

1,377 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
40165.698cnki-mcpmcp · devopsEnables AI assistants to search CNKI (China National Knowledge Infrastructure), download PDFs, and import them into Zotero with automatic PDF…14 stars · 1 forkNo one-command install · Source
40266.172yuchen-quantum-simulatormcp · devopsProvides a Docker-based quantum circuit simulator using Qiskit to run, visualize, and analyze quantum computations with various noise models without…11 stars · 2 forksNo one-command install · Source
40366.258signadotmcp · devopsManage Signadot sandboxes, route groups, and ephemeral environments through natural language prompts.8 stars · 5 forksNo one-command install · Source
40466.528virtualization-mcpmcp · devopsEnables AI assistants to manage virtual machines, sandboxes, and dev environments through VirtualBox, Hyper-V, and Windows Sandbox, supporting VM…15 stars · 1 forkNo one-command install · Source
40566.871container-incmcp · devopsEnables seamless deployment of containerized applications directly from code editors through a three-step workflow of GitHub authentication…9 stars · 4 forksNo one-command install · Source
40666.871vpursuit-swiplmcp · devopsProvides secure access to SWI-Prolog logic programming through dual query modes with sandboxed execution, dynamic knowledge base management, and…9 stars · 4 forksNo one-command install · Source
40766.877garc33-js-sandboxmcp · devopsProvides a secure JavaScript sandbox for executing code with configurable time and memory limits, enabling safe testing and evaluation of algorithms.5 stars · 6 forksNo one-command install · Source
40866.893orzcls-gemini-cli-windows-fixedmcp · devopsWindows-compatible Gemini CLI integration that addresses character encoding and parameter handling issues, providing PowerShell integration with…10 stars · 3 forksNo one-command install · Source
40966.893diagram-ai-generatormcp · devopsProfessional AI-powered architecture diagram generator with multi-cloud support and MCP server integration. Generates beautiful, accurate diagrams…10 stars · 3 forksNo one-command install · Source
41066.893js-reverse-analyzermcp · devopsProvides JavaScript reverse engineering capabilities including static analysis, dynamic execution, and bypassing anti-bot protections like Cloudflare…10 stars · 3 forksNo one-command install · Source
41167.151severity1-argocdmcp · devopsIntegrates with ArgoCD to enable natural language control of Kubernetes application deployments through a Python-based bridge that supports GitOps…12 stars · 2 forksNo one-command install · Source
41267.151temporal-cortexmcp · devopsOpen scheduling infrastructure that gives agents autonomous scheduling capabilities across Google Calendar and Outlook with contact resolution…12 stars · 2 forksNo one-command install · Source
41367.193soub4i-kdebugmcp · devopsEnables natural language interaction with Kubernetes resources, allowing developers to manage clusters through conversational interfaces instead of…16 stars · 1 forkNo one-command install · Source
41467.778nable-finops-mcpmcp · devopsLocal-first FinOps MCP server. Ask about your AWS, Azure, GCP, and SaaS costs in plain English. Anomaly detection, rightsizing, idle-resource cleanup…17 stars · 1 forkNo one-command install · Source
41567.900rexposadas-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
41667.900yourtablecloth-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
41767.900deployhqmcp · devopsInteract with DeployHQ deployments for project management, deployment history, and status monitoring13 stars · 2 forksNo one-command install · Source
41867.906dubuqingfeng-gitlabmcp · devopsIntegrates with GitLab for merge request management, automated code reviews, and CI/CD workflows9 stars · 5 forksNo one-command install · Source
41968.021andrasfe-vulnicheckmcp · devopsPython vulnerability scanner with Docker security analysis and secrets detection11 stars · 3 forksNo one-command install · Source
42068.021qingquanyao-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
42168.063fortunto2-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
42268.220alxspiker-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
42368.220infrahub-mcpmcp · devopsEnables AI assistants to query, create, update, and propose changes to Infrahub infrastructure data through the Model Context Protocol, with branch…10 stars · 4 forksNo one-command install · Source
42468.220infrahubmcp · devopsConnect to Infrahub infrastructure data management platform10 stars · 4 forksNo one-command install · Source
42568.715j04n-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
42668.715antriebmcp · devopsValidates AI-generated infrastructure code by executing it on real VMs with self-correction.14 stars · 2 forksNo one-command install · Source
42768.921deploy-mcp-deploy-mcpmcp · devopsUniversal deployment tracker for AI assistants with live status badges and deployment monitoring9 stars · 6 forksNo one-command install · Source
42868.921deploy-mcpmcp · devopsUniversal 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
42968.921mhajder-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
43069.255gutmutcode-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
43169.273cloud-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
43269.545hariohmprasath-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
43369.545komodo-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
43469.750aws-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
43569.750microsandbox-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
43669.986komodo-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
43770.383pacmanmcp · 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
43871.363litmusautomation-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
43971.394allen-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
44071.864kube-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
44171.892xkiranj-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
44272.060portaljs-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
44372.094xiawpohr-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
44472.290poke-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
44572.290basebandit-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
44672.565yfnhanced-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
44772.632zukai-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
44872.644chrishayuk-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
44972.644runbox-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
45072.722kvm-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
45172.722scosman-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
45272.803wrxck-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
45373.182boomlinkai-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
45473.387gh-dend-guildbridgemcp · devopsRemotely hosted Discord integration deployed on Cloudflare Workers providing authenticated access to Discord servers.16 stars · 4 forksNo one-command install · Source
45573.658jenkins-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
45673.658bourbonkk-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
45773.713infrawisemcp · 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
45873.966readwise-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
45974.286databricks-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
46074.488jfrog-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
46174.510mastyf-aimcp · devopsPerimeter security for your AI Infrastructure.18 stars · 4 forksNo one-command install · Source
46275.006tsuchijo-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
46375.006scrapybara-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
46475.006carlos-dominguez-n8nmcp · devopsConnect Claude Code to n8n workflows and Coolify deployments via MCP.17 stars · 5 forksNo one-command install · Source
46575.117voidchecksum-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
46675.544claudesmalltalkmcp · 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
46775.782gt732-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
46876.055novitalabs-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
46976.055itcaat-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
47076.076coolify-enhancedmcp · devopsIntegrates with Coolify deployment platform to provide server management, application deployment, database operations, and infrastructure…19 stars · 5 forksNo one-command install · Source
47176.182xmpuspus-cloudwrightmcp · devopsConverts natural language infrastructure descriptions into cloud infrastructure specifications and IaC templates with 18 tools.32 stars · 2 forksNo one-command install · Source
47276.275axliupore-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
47376.443aniongithub-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
47476.745pkgxdev-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
47576.863niyogi-rendermcp · devopsDeployment-related tooling for Render.com.17 stars · 8 forksNo one-command install · Source
47677.014deception-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
47777.233browseai-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
47877.366aws-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
47978.079smythos-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
48078.097container-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
48178.238kjozsa-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
48278.510draphonix-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
48378.800feiskyer-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
48479.156nextlevelbuilder-goclawmcp · devopsManages GoClaw AI gateway infrastructure with 66 tools covering agents, sessions, and configuration.10 stars · 12 forksNo one-command install · Source
48579.537streamnative-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
48679.844inspektor-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
48779.903yindia-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
48879.943mp-tool-komodomcp · devopsManage Komodo container deployments, Docker stacks, servers, and infrastructure via AI.19 stars · 11 forksNo one-command install · Source
48980.000vercelinfra · devopsFrontend cloud platform with serverless functions and AI SDK integrations for deploying agent-facing UIs.passed install testNo commit datelisted No one-command install · Source
49080.000railwayinfra · devopsZero-config cloud platform for deploying agent backends, databases, and services from a Git push.passed install testNo commit datelisted No one-command install · Source
49180.000e2binfra · devopsOpen-source secure cloud sandboxes (Firecracker microVMs) for running AI-generated code. ~150ms cold start.passed install testNo commit datelisted No one-command install · Source
49280.050takashito-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
49380.078severity1-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
49480.165olalonde-mcp-humanmcp · devopsWhen your LLM needs human assistance (through AWS Mechanical Turk)26 stars · 7 forksNo one-command install · Source
49580.165timeweb-cloudmcp · devopsManage Timeweb Cloud infrastructure with tools for deploying apps, creating databases, and managing VCS providers.26 stars · 7 forksNo one-command install · Source
49680.178trilogy-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
49780.556velanemcp · devopsIntegration Infrastructure Agents Actually Control38 stars · 4 forksNo one-command install · Source
49880.662cyclopsmcp · 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
49980.774akash-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
50080.783hyperion-gpu-proofflowmcp · devopsAudit infrastructure for AI coding agents with evidence-backed review and policy gates.48 stars · 3 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