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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
10186.652samuraikun-aws-s3mcp · devopsProvides direct access to Amazon S3 storage for listing buckets, browsing objects, and retrieving file contents with automatic text extraction from…30 stars · 20 forksNo one-command install · Source
10286.646davidshtian-aws-bedrock-integrationmcp · devopsIntegrates AWS Bedrock, enabling natural language processing and task automation.55 stars · 10 forksNo one-command install · Source
10386.204r33drichards-mcp-jsmcp · devopsA Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for…51 stars · 10 forksNo one-command install · Source
10486.189maxim-saplin-safe-local-python-executormcp · devopsWraps LocalPythonExecutor from HuggingFace's smolagents framework. The runtime combines the ease of setup (compared to docker, VM, cloud runtimes)…47 stars · 12 forksNo one-command install · Source
10586.066github-actionsmcp · devopsEnables management of GitHub Actions workflows with tools for listing, viewing, triggering, canceling, and rerunning workflows, along with detailed…41 stars · 16 forksNo one-command install · Source
10685.683wrediam-coolifymcp · devopsEnables comprehensive Coolify infrastructure management by exposing tools for creating, deploying, and tracking servers, applications, and team…45 stars · 11 forksNo one-command install · Source
10685.683kentcdodds-cloudflare-edge-calculatormcp · devopsDemonstrates edge deployment of MCP servers using Cloudflare Workers and Durable Objects for global low-latency tool execution with calculator…45 stars · 11 forksNo one-command install · Source
10885.630joshuarileydev-ios-simulatormcp · devopsControl iOS simulators for automated testing and app deployment.53 stars · 8 forksNo one-command install · Source
10985.620primsmcp · devopsProvides secure Python code execution in isolated Docker containers with session-persistent workspaces, configurable pip requirements, file mounting…28 stars · 18 forksNo one-command install · Source
11085.530halilkirazkaya-pentestermcp · devopsIntegrates 200+ cybersecurity and penetration testing tools into AI assistants via Docker-isolated sandboxes.52 stars · 8 forksNo one-command install · Source
11185.384everaldo-mistral-ocrmcp · devopsProcesses images and PDFs through Mistral AI's OCR API to extract text from visual documents, supporting both local files and URLs with Docker…39 stars · 14 forksNo one-command install · Source
11284.951t-kalinowski-interactive-consolemcp · devopsExposes a long-lived interactive REPL for R or Python with stateful execution, plot visualization, and OS-level sandboxing.65 stars · 5 forksNo one-command install · Source
11384.454codefriar-salesforce-climcp · devopsExposes Salesforce CLI functionality for interacting with Salesforce orgs, enabling developers to query data, deploy code, and manage orgs through…36 stars · 12 forksNo one-command install · Source
11483.746hekmon8-jenkinsmcp · devopsIntegrates with Jenkins CI/CD pipelines to enable automated job management, build monitoring, and artifact handling for streamlined software delivery…15 stars · 17 forksNo one-command install · Source
11583.721mhajder-librenmsmcp · devopsQuery devices, ports, alerts, and manage LibreNMS network monitoring infrastructure with read and write operations.37 stars · 9 forksNo one-command install · Source
11683.287bjeans-homelabmcp · devopsUnified access to homelab infrastructure through Docker/Podman containers, Ollama AI models, Pi-hole DNS, Unifi networks, UPS monitoring, and network…40 stars · 7 forksNo one-command install · Source
11783.136bsahane-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
11883.079wenhuwang-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
11983.004buryhuang-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
12082.902gh-spre-sre-luminomcp · devopsSRE observability for Kubernetes and OpenShift with Tekton pipeline debugging tools.11 stars · 17 forksNo one-command install · Source
12182.613tatumio-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
12282.607vespo92-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
12382.585currents-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
12482.468cfm-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
12582.353meal-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
12682.189neosun100-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
12782.125ryft-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
12882.014msaad00-agent-bommcp · devopsAI infrastructure security scanner for CVEs, SBOMs, compliance checks, and dependency auditing.31 stars · 8 forksNo one-command install · Source
12982.000sts2-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
12982.000kukapay-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
13181.482tarnover-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
13281.050fradser-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
13380.892slyfox1186-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
13480.783hyperion-gpu-proofflowmcp · devopsAudit infrastructure for AI coding agents with evidence-backed review and policy gates.48 stars · 3 forksNo one-command install · Source
13580.774akash-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
13680.662cyclopsmcp · 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
13780.556velanemcp · devopsIntegration Infrastructure Agents Actually Control38 stars · 4 forksNo one-command install · Source
13880.178trilogy-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
13980.165timeweb-cloudmcp · devopsManage Timeweb Cloud infrastructure with tools for deploying apps, creating databases, and managing VCS providers.26 stars · 7 forksNo one-command install · Source
13980.165olalonde-mcp-humanmcp · devopsWhen your LLM needs human assistance (through AWS Mechanical Turk)26 stars · 7 forksNo one-command install · Source
14180.078severity1-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
14280.050takashito-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
14380.000e2binfra · 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
14380.000railwayinfra · 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
14380.000vercelinfra · 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
14679.943mp-tool-komodomcp · devopsManage Komodo container deployments, Docker stacks, servers, and infrastructure via AI.19 stars · 11 forksNo one-command install · Source
14779.903yindia-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
14879.844inspektor-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
14979.537streamnative-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
15079.156nextlevelbuilder-goclawmcp · devopsManages GoClaw AI gateway infrastructure with 66 tools covering agents, sessions, and configuration.10 stars · 12 forksNo one-command install · Source
15178.800feiskyer-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
15278.510draphonix-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
15378.238kjozsa-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
15478.097container-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
15578.079smythos-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
15677.366aws-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
15777.233browseai-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
15877.014deception-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
15976.863niyogi-rendermcp · devopsDeployment-related tooling for Render.com.17 stars · 8 forksNo one-command install · Source
16076.745pkgxdev-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
16176.443aniongithub-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
16276.275axliupore-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
16376.182xmpuspus-cloudwrightmcp · devopsConverts natural language infrastructure descriptions into cloud infrastructure specifications and IaC templates with 18 tools.32 stars · 2 forksNo one-command install · Source
16476.076coolify-enhancedmcp · devopsIntegrates with Coolify deployment platform to provide server management, application deployment, database operations, and infrastructure…19 stars · 5 forksNo one-command install · Source
16576.055itcaat-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
16576.055novitalabs-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
16775.782gt732-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
16875.544claudesmalltalkmcp · 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
16975.117voidchecksum-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
17075.006carlos-dominguez-n8nmcp · devopsConnect Claude Code to n8n workflows and Coolify deployments via MCP.17 stars · 5 forksNo one-command install · Source
17075.006scrapybara-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
17075.006tsuchijo-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
17374.510mastyf-aimcp · devopsPerimeter security for your AI Infrastructure.18 stars · 4 forksNo one-command install · Source
17474.488jfrog-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
17574.286databricks-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
17673.966readwise-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
17773.713infrawisemcp · 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
17873.658bourbonkk-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
17873.658jenkins-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
18073.387gh-dend-guildbridgemcp · devopsRemotely hosted Discord integration deployed on Cloudflare Workers providing authenticated access to Discord servers.16 stars · 4 forksNo one-command install · Source
18173.182boomlinkai-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
18272.803wrxck-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
18372.722scosman-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
18372.722kvm-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
18572.644runbox-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
18572.644chrishayuk-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
18772.632zukai-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
18872.565yfnhanced-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
18972.290basebandit-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
18972.290poke-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
19172.094xiawpohr-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
19272.060portaljs-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
19371.892xkiranj-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
19471.864kube-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
19571.394allen-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
19671.363litmusautomation-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
19770.383pacmanmcp · 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
19869.986komodo-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
19969.750microsandbox-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
19969.750aws-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

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