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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 23,913ai-agents 12,790other 8,938search 4,573database 2,789auth 2,245front-end 2,198observability 1,920
5 More
devops 1,355browser 1,264github-vcs 1,102comms 1,077payments 1,075
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

1,355 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
199.971daytonainfra · devopsSecure 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 testNo one-command install · Source
299.886e2b-sandboxinfra · devopsUse 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 testNo one-command install · Source
399.821wranglercli · devopsWrangler — the CLI for Cloudflare Workers.4,498 stars · 1,470 forks · passed install testNo one-command install · Source
499.695flyctlcli · devopsCommand line tools for fly.io services1,699 stars · 309 forks · passed install testNo one-command install · Source
599.266claude-code-infrastructure-showcaseworkflow · devopsAn 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 forksNo one-command install · Source
699.100microsandboxinfra · devopsUse 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…8,436 stars · 454 forksNo one-command install · Source
799.082alexzhang13-rlmcli · devopsContributed by SentinelGeneral plug-and-play inference library for Recursive Language Models (RLMs), supporting various sandboxes.5,644 stars · 905 forks · 3 mentionsNo one-command install · Source
898.750txn2-kubefwdmcp · devopsBulk-forward Kubernetes cluster services for local development with AI assistant integration.4,171 stars · 237 forksNo one-command install · Source
998.728sendai-solana-agent-kitmcp · devopsIntegrates with Solana blockchain to enable token deployment, NFT creation, DeFi operations, and cross-chain transfers via Wormhole directly within…1,711 stars · 873 forksNo one-command install · Source
1098.698sysboxinfra · devopsNext-generation container runtime enabling Docker-in-Docker and VM-like isolation without privileged containers.3,847 stars · 228 forksNo one-command install · Source
1198.560manusa-kubernetesmcp · devopsManage Kubernetes, with additional support for OpenShift.2,048 stars · 427 forksNo one-command install · Source
1298.432jamubc-gemini-climcp · devopsIntegrates 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 forksNo one-command install · Source
1398.319flux159-mcp-server-kubernetesmcp · devopsManage Kubernetes cluster resources and deployments.1,593 stars · 282 forksNo one-command install · Source
1498.198testkubemcp · devopsKubernetes-native continuous testing platform providing test orchestration, execution, and analysis1,652 stars · 172 forksNo one-command install · Source
1598.180hashicorp-terraform-registrymcp · devopsIntegrates with HashiCorp's Terraform Registry APIs to enable provider documentation retrieval, module search, and infrastructure configuration…1,518 stars · 195 forksNo one-command install · Source
1697.823rohitg00-kubectlmcp · devopsEnables natural language interaction with Kubernetes resources, allowing developers to manage clusters through conversational interfaces instead of…960 stars · 184 forksNo one-command install · Source
1797.693weibaohui-k8mmcp · devops/🏠 - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools…878 stars · 156 forksNo one-command install · Source
1897.243google-cloud-runmcp · devopsDeploys applications to Google Cloud Run through automated containerization, project setup, and service management with support for both local files…627 stars · 119 forksNo one-command install · Source
1997.204novamiramcp · devopsWordPress plugin that gives AI agents full access to WordPress through PHP execution, filesystem operations, and crash-recoverable sandboxing.647 stars · 103 forksNo one-command install · Source
2097.155controlplaneio-flux-gitopsmcp · devopsProvides a bridge between Kubernetes GitOps operations and Flux CD ecosystem, enabling debugging, resource management, and workflow troubleshooting…744 stars · 73 forksNo one-command install · Source
2197.091modal-labs-modal-clientinfra · devopsContributed by SentinelModal — serverless GPU/CPU containers for running agents, sandboxes and model inference from Python (this is the client SDK).518 stars · 132 forks · 11 mentionsNo one-command install · Source
2297.087devopnessmcp · devopsDeploy applications and infrastructure to any cloud provider in minutes449 stars · 165 forksNo one-command install · Source
2397.055akuity-argocdmcp · devopsIntegrates with Argo CD to enable natural language management of Kubernetes GitOps applications, resources, and deployments without switching context…564 stars · 106 forksNo one-command install · Source
2496.966cloudflare-workersmcp · devopsEnables MCP capabilities in Cloudflare Workers for deploying low-latency, scalable AI services at the network edge.646 stars · 67 forksNo one-command install · Source
2596.856runnoinfra · devopsExecute code in a secure WebAssembly sandbox supporting Python, JavaScript, C, C++, Ruby, and PHP772 stars · 48 forksNo one-command install · Source
2696.840salesforce-climcp · devopsIntegrates with Salesforce development tools to provide org management, metadata deployment, SOQL queries, code analysis, and development lifecycle…465 stars · 109 forksNo one-command install · Source
2796.648quantgeekdev-docker-mcpmcp · devopsManage containers and compose stacks through natural language.500 stars · 64 forksNo one-command install · Source
2896.385azure-ai-foundrymcp · devopsIntegrates with Microsoft Azure AI Foundry to enable model deployment, experiment tracking, dataset management, and access to Azure's cognitive…259 stars · 120 forksNo one-command install · Source
2996.379tencent-edgeone-pagesmcp · devopsEnables rapid deployment of HTML content to Tencent's EdgeOne Pages service with integrated Functions and KV store support for edge hosting433 stars · 60 forksNo one-command install · Source
3096.184strowk-kubernetesmcp · devopsControl and monitor K8s clusters for management and debugging.386 stars · 57 forksNo one-command install · Source
3196.148vfarcic-dot-aimcp · devopsAutomates Kubernetes deployment workflows with intelligent resource discovery, intent-based recommendations, manifest generation, and deployment…336 stars · 74 forksNo one-command install · Source
3295.926open-skillsmcp · devopsEnables running Claude Skills locally on your Mac with sandboxed execution, supporting document processing and integration with MCP-compatible AI…449 stars · 36 forksNo one-command install · Source
3395.908cr7258-elasticsearchmcp · devopsEnables natural language interaction with Elasticsearch clusters for querying, indexing, and management operations via Docker-deployed infrastructure.303 stars · 64 forksNo one-command install · Source
3495.786intellectronica-skillzmcp · devopsExecutes local Anthropic-style skills through directory-based discovery where each skill contains YAML metadata and Markdown instructions, enabling…399 stars · 36 forksNo one-command install · Source
3595.542hqbasemcp · devopsProvides a self-hosted shared email workspace with team access controls, multi-domain support, drafts, audit history, and an OAuth-protected MCP…330 stars · 38 forksNo one-command install · Source
3695.530emisarmcp · devopsGive AI agents Zero-Trust access to production infrastructure without the risks of granting them shell access. Actions are bounded by policy and an…354 stars · 34 forksNo one-command install · Source
3795.391mcp-on-vercelmcp · devopsA template for deploying an MCP server on Vercel, with example tools like roll_dice and get_weather.249 stars · 56 forksNo one-command install · Source
3895.370nwiizo-terraformmcp · devopsRust-based Terraform infrastructure management server that enables resource listing, configuration validation, and state management across different…371 stars · 29 forksNo one-command install · Source
3995.357ccflare-better-ccflarecli · devopsA well-maintained and feature-enhanced fork of the glorious `ccflare` usage dashboard by @snipeship (which at the time of writing has not had an…262 stars · 48 forksNo one-command install · Source
4095.284cc-devops-skillsskill · devopsSkills for DevOps work that generate and validate infrastructure-as-code with shell scripts and CLI tools, for most deployment platforms. Also useful…303 stars · 34 forksNo one-command install · Source
4195.273versuscontrol-aws-infrastructure-agentmcp · devopsProvides autonomous AWS infrastructure management through natural language processing, combining real-time resource discovery with AI-driven planning…217 stars · 71 forksNo one-command install · Source
4295.216digitaloceanmcp · devopsEnables AI to manage DigitalOcean cloud infrastructure by providing access to account information, droplets, domains, firewalls, and other services…131 stars · 84 forksNo one-command install · Source
4395.169rafalwilinski-awsmcp · devopsBridges AWS services with the AWS SDK v2, enabling secure access and management of AWS resources for cloud infrastructure and data processing tasks.294 stars · 34 forksNo one-command install · Source
4494.978foundry-toolkitmcp · devopsIntegrates with Foundry blockchain development toolkit to enable smart contract deployment, testing, bytecode analysis, and transaction inspection…253 stars · 36 forksNo one-command install · Source
4594.967portainer-container-managementmcp · devopsProvides a bridge between AI and Portainer container management platform, enabling environment monitoring, access control management, and stack…225 stars · 46 forksNo one-command install · Source
4694.676alexei-led-k8s-mcp-servermcp · devopsA lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`)…213 stars · 39 forksNo one-command install · Source
4794.585railwaymcp · devopsIntegrates with Railway's platform and CLI to enable deployment, service management, environment configuration, and infrastructure monitoring through…191 stars · 47 forksNo one-command install · Source
4894.494babelcloud-gru-sandboxinfra · devopsSecure, self-hostable sandbox for running Python, TypeScript, and Bash code in isolated Docker containers with automatic resource management for local…180 stars · 50 forksNo one-command install · Source
4994.384containarium-cloudmcp · devopsPersistent, secure LXC sandbox environments for AI agents with native MCP support.289 stars · 21 forksNo one-command install · Source
5094.255eniayomi-gcpmcp · devopsIntegrates with Google Cloud Platform services, providing tools for interacting with Compute Engine, Cloud Storage, Cloud Functions, Cloud Run…200 stars · 32 forksNo one-command install · Source
5194.058keyid-ai-agent-kitmcp · devopsProvides AI agents with full email capabilities including send, receive, reply, search, contacts, and auto-reply through KeyID.ai infrastructure.660 stars · 11 forksNo one-command install · Source
5293.967hmbown-alephmcp · devopsEnables models to process unlimited document sizes by providing recursive self-querying capabilities through sandboxed Python execution with tools for…213 stars · 24 forksNo one-command install · Source
5393.913rawveg-ollamamcp · devopsIntegrates Ollama's local LLM models with MCP-compatible applications, enabling on-premise AI processing and custom model deployment while maintaining…170 stars · 34 forksNo one-command install · Source
5493.867run-pythonmcp · devopsProvides secure Python code execution in a sandboxed Pyodide environment with automatic dependency installation, stdout/stderr capture, and complete…194 stars · 26 forksNo one-command install · Source
5593.612alfonsograziano-node-code-sandboxmcp · devopsProvides a secure Docker-based sandbox for executing JavaScript code with npm dependencies, offering both persistent and ephemeral containers with…157 stars · 33 forksNo one-command install · Source
5693.533philschmid-code-sandboxmcp · devopsProvides secure code execution capabilities through containerized sandbox environments, supporting Python and JavaScript with pre-installed libraries…203 stars · 20 forksNo one-command install · Source
5793.519awslabs-log-analyzer-cloudwatchmcp · devopsProvides structured access to CloudWatch Logs data for searching, analyzing, and correlating logs across AWS services to help with troubleshooting and…167 stars · 27 forksNo one-command install · Source
5893.471weibaohui-kommcp · devops/🏠 - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50…149 stars · 34 forksNo one-command install · Source
5993.191dicklesworthstone-llm-gatewaymcp · devopsUnified gateway for managing multiple LLM providers with automatic model selection, semantic caching, and cost optimization features for reliable…158 stars · 25 forksNo one-command install · Source
6093.153silenceper-k8smcp · devopsEnables natural language interaction with Kubernetes clusters for resource querying and CRUD operations with configurable write permissions.150 stars · 27 forksNo one-command install · Source
6192.847tsk-ai-agent-task-manager-and-sandboxcli · devopsA Rust CLI tool that lets you delegate development tasks to AI agents running in sandboxed Docker environments. Multiple agents work in parallel…170 stars · 18 forksNo one-command install · Source
6292.822amit-arora-aws-cost-explorer-bedrock-usagemcp · devopsIntegrates with AWS Cost Explorer and CloudWatch to analyze cloud spending patterns and Bedrock model usage statistics for detailed cost monitoring…126 stars · 30 forksNo one-command install · Source
6392.627hidai25-evalviewmcp · devopsRegression testing for AI agents with golden baselines, CI/CD integration, and multi-framework support.133 stars · 24 forksNo one-command install · Source
6492.534aberemia24-code-executormcp · devopsSecure sandboxed TypeScript/Python execution with Docker isolation and token-efficient wrapper generation130 stars · 24 forksNo one-command install · Source
6592.523catoncat-notion-local-opsmcp · devopsGives Notion's custom AI agent access to local file operations, shell commands, and Git workflows through 18+ tools via a cloudflared HTTPS tunnel.105 stars · 38 forksNo one-command install · Source
6692.402rishikavikondala-aws-resource-managermcp · devopsManage AWS S3 and DynamoDB resources.127 stars · 23 forksNo one-command install · Source
6792.104workspacemcp · devopsProvides secure filesystem access, command execution, and web preview capabilities with multi-tenant isolation, document processing, and sandboxed…133 stars · 18 forksNo one-command install · Source
6892.009thrashr888-terraform-registrymcp · devopsIntegrates with the Terraform Registry API to enable provider lookup, resource usage examples, module recommendations, and schema details retrieval…120 stars · 20 forksNo one-command install · Source
6991.932infranodusmcp · devopsFind content gaps, get an overview, and build ontology of any text or public discourse for research, SEO, and content creation100 stars · 28 forksNo one-command install · Source
7091.783uml-mcpmcp · devopsGenerates UML and other diagrams (30+ types) via the Model Context Protocol, supporting multiple output formats and deployment options.97 stars · 28 forksNo one-command install · Source
7191.667book-factoryskill · devopsA comprehensive pipeline of Skills that replicates traditional publishing infrastructure for nonfiction book creation using specialized Claude skills.108 stars · 20 forksNo one-command install · Source
7291.543devantler-tech-ksailmcp · devopsSDK for creating, managing, and operating Kubernetes clusters and workloads.165 stars · 11 forksNo one-command install · Source
7391.533netlifymcp · devopsIntegrates with Netlify's platform for complete site management including project operations, deployments with zip uploads, team administration…59 stars · 37 forksNo one-command install · Source
7491.368quantconnectmcp · devopsIntegrates with QuantConnect's algorithmic trading platform to enable complete trading algorithm development lifecycle including project management…77 stars · 33 forksNo one-command install · Source
7590.956octopus-deploymcp · devopsOfficial Octopus Deploy integration providing 35+ tools for deployment management, infrastructure monitoring, release tracking, and tenant…101 stars · 16 forksNo one-command install · Source
7690.755run-claude-dockercli · devopsA self-contained Docker runner that forwards your current workspace into a safe(r) isolated docker container, where you still have access to your…84 stars · 21 forksNo one-command install · Source
7790.737ccq1-kali-security-toolsmcp · devopsProvides a secure, sandboxed environment for executing Kali Linux security tools including nmap, objdump, and wireshark for vulnerability scanning…105 stars · 14 forksNo one-command install · Source
7890.303xpn-mythicmcp · devopsIntegrates with the Mythic Command and Control framework for penetration testing, enabling shell command execution, file operations, and security tool…78 stars · 20 forksNo one-command install · Source
7990.277jason-tan-railwaymcp · devopsIntegrates with Railway.app to enable management of deployments, monitoring of application performance, and automation of DevOps workflows within the…73 stars · 24 forksNo one-command install · Source
8090.165strimzi-kafka-climcp · devopsManage Apache Kafka on Kubernetes via Strimzi. Clusters, topics, users, connectors, MirrorMaker2, and node pools.91 stars · 14 forksNo one-command install · Source
8190.147redhatinsights-insights-mcpmcp · devopsIntegrates with Red Hat Lightspeed services for AI-assisted RHEL infrastructure management including advisor, image builder, inventory, remediations…24 stars · 38 forksNo one-command install · Source
8290.099vespo92-opnsensemcp · devopsProvides Infrastructure as Code capabilities for OPNsense firewalls with declarative management of VLANs, firewall rules, DHCP configurations, DNS…80 stars · 17 forksNo one-command install · Source
8390.039groovybugify-aws-securitymcp · devopsEnables security professionals to inspect and analyze AWS infrastructure for security issues through natural language queries about GuardDuty…84 stars · 15 forksNo one-command install · Source
8489.869gradion-ai-ipyboxmcp · devopsProvides secure Python code execution in Docker containers with stateful IPython kernels, real-time output streaming, file operations, and network…73 stars · 19 forksNo one-command install · Source
8589.665henryhaoson-yuquemcp · devopsIntegrates with Yuque knowledge base platform to enable document management operations, content search, and team analytics through a flexible server…69 stars · 20 forksNo one-command install · Source
8689.233digitalocean-archivedmcp · devopsIntegrates with DigitalOcean's cloud platform API to enable management of cloud resources, deployment of applications, and monitoring of…80 stars · 12 forksNo one-command install · Source
8788.991m-sec-org-xbow-ctfmcp · devopsIntegrates with XBow CTF platforms and Docker containers to enable participation in cybersecurity challenges through automated vulnerability…94 stars · 9 forksNo one-command install · Source
8888.913inercia-mcpshellmcp · devopsProvides a secure bridge between language models and operating system commands through a configurable YAML interface with constraint-based security…70 stars · 14 forksNo one-command install · Source
8988.909iceener-files-stdiomcp · devopsSandboxed file system access with pattern matching, checksum verification, and Obsidian/Markdown workflow support75 stars · 12 forksNo one-command install · Source
9088.789tailopsmcpmcp · devopsA control plane gateway for managing distributed infrastructure through MCP, enabling centralized SSH, Docker, and HTTP target management with…16 stars · 35 forksNo one-command install · Source
9188.684gebalamariusz-cloud-auditmcp · devopsOpen-source AWS security scanner with attack chain detection, breach cost estimation, and copy-paste remediation across 47 checks and 15 AWS resource…69 stars · 13 forksNo one-command install · Source
9288.070mocksi-temporal-workflowsmcp · devopsExposes Temporal workflows as tools for AI assistants, enabling organizations to leverage existing workflow infrastructure without custom integration…60 stars · 14 forksNo one-command install · Source
9388.053kocierik-nomadmcp · devopsProvides a bridge to HashiCorp Nomad's cluster management capabilities, enabling job management, deployment tracking, namespace administration, node…58 stars · 15 forksNo one-command install · Source
9488.036vantage-cloud-cost-managementmcp · devopsProvides real-time cloud cost management data across multiple providers (AWS, Azure, etc.) for analyzing spending patterns, tracking budgets…83 stars · 8 forksNo one-command install · Source
9587.441jsdelivr-globalpingmcp · devopsProvides global network diagnostics through Cloudflare Workers, enabling engineers to run tests like ping, traceroute, and HTTP requests from…63 stars · 10 forksNo one-command install · Source
9687.309goplausible-algorandmcp · devopsProvides a robust toolkit for Algorand blockchain interactions, enabling AI agents to create accounts, manage assets, deploy smart contracts, and…44 stars · 20 forksNo one-command install · Source
9786.941mcp-fracteramcp · devopsZero-Ops deploy of a private AI coding workspace to your own VPS, straight from your AI chat. Registers the user, recommends a VPS, and runs and…58 stars · 10 forksNo one-command install · Source
9886.878daghis-teamcitymcp · devopsIntegrates with JetBrains TeamCity CI/CD platform28 stars · 21 forksNo one-command install · Source
9986.771azure-containerization-assistmcp · devopsalso listed as containerization-assist-mcp-serverAI-powered containerization workflows with Docker builds, security scanning, Kubernetes deployment, and OPA policy enforcement.41 stars · 19 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