Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1201 | Unranked | firefly-iii-mcp-server-2mcp · devops | Enables AI assistants to interact with a Firefly III personal finance instance via the Model Context Protocol, supporting account management… | No signals yet | No commit datelisted | No one-command install · Source |
| 1202 | Unranked | flippertalkmcp · devops | Talk to your Flipper Zero from Claude Code — or any MCP client. Storage, app deployment, screen capture, button automation, JavaScript execution on… | No signals yet | No commit datelisted | No one-command install · Source |
| 1203 | Unranked | flutter-expert-2skill · devops | Master Flutter development with Dart 3, advanced widgets, and multi-platform deployment. | No signals yet | No commit datelisted | armory install flutter-expert-2 --cli claude |
| 1204 | Unranked | fly-ioinfra · devops | Deploy full-stack apps and long-running agent processes globally via Firecracker microVMs close to users. | No signals yet | No commit datelisted | No one-command install · Source |
| 1205 | Unranked | freegamestore-mcpmcp · devops | Enables building, publishing, and improving PWA games from your editor by scaffolding games, updating files, and auto-deploying to a live URL. | No signals yet | No commit datelisted | No one-command install · Source |
| 1206 | Unranked | friday-deploy-warningrules · devops | Replaces the default spinner verbs with a humorous 'Don't Deploy On Fridays' reminder. Every time Claude is thinking, the spinner will display this… | No signals yet | No commit datelisted | armory install friday-deploy-warning --cli claude |
| 1207 | Unranked | full-stack-orchestration-deployment-engineersubagent · devops | Expert deployment engineer specializing in modern CI/CD pipelines, GitOps workflows, and advanced deployment automation. Masters GitHub Actions… | No signals yet | No commit datelisted | armory install full-stack-orchestration-deployment-engineer --cli claude |
| 1208 | Unranked | getrelove-captcha-solvermcp · devops | Cloudflare Turnstile CAPTCHA solver for AI agents — $0.002 per solve, 100 free on signup, P95 under 2.2 seconds. | No signals yet | No commit datelisted | No one-command install · Source |
| 1209 | Unranked | gguf-quantizationskill · devops | GGUF format and llama.cpp quantization for efficient CPU/GPU inference. Use when deploying models on consumer hardware, Apple Silicon, or when needing… | No signals yet | No commit datelisted | armory install gguf-quantization --cli claude |
| 1210 | Unranked | github-actions-creatorskill · devops | Use when the user wants to create, generate, or set up a GitHub Actions workflow. Handles CI/CD pipelines, testing, deployment, linting, security… | No signals yet | No commit datelisted | armory install github-actions-creator --cli claude |
| 1211 | Unranked | github-actions-templatesskill · devops | Production-ready GitHub Actions workflow patterns for testing, building, and deploying applications. | No signals yet | No commit datelisted | armory install github-actions-templates --cli claude |
| 1212 | Unranked | gitops-workflowskill · devops | Complete guide to implementing GitOps workflows with ArgoCD and Flux for automated Kubernetes deployments. | No signals yet | No commit datelisted | armory install gitops-workflow --cli claude |
| 1213 | Unranked | gke-basicsskill · devops | Plans, creates, and configures production-ready Google Kubernetes Engine (GKE) clusters using the golden path Autopilot configuration. Covers… | No signals yet | No commit datelisted | armory install gke-basics --cli claude |
| 1214 | Unranked | gvisorinfra · devops | Google-open-sourced application kernel providing a sandboxed container runtime for untrusted agent code. | No signals yet | No commit datelisted | No one-command install · Source |
| 1215 | Unranked | havliomcp · devops | Self-hosted PaaS MCP server providing a write-capable control plane with over 100 tools to deploy, roll back, manage domains, and administer… | No signals yet | No commit datelisted | No one-command install · Source |
| 1216 | Unranked | healthcare-eval-harnessskill · devops | Patient safety evaluation harness for healthcare application deployments. Automated test suites for CDSS accuracy, PHI exposure, clinical workflow… | No signals yet | No commit datelisted | armory install healthcare-eval-harness --cli claude |
| 1217 | Unranked | helm-chart-scaffoldingskill · devops | Comprehensive guidance for creating, organizing, and managing Helm charts for packaging and deploying Kubernetes applications. | No signals yet | No commit datelisted | armory install helm-chart-scaffolding --cli claude |
| 1218 | Unranked | historismcp · devops | Event tracking infrastructure for AI agents with automatic organization of client interactions, persons, and tags. | No signals yet | No commit datelisted | No one-command install · Source |
| 1219 | Unranked | hotfix-deployworkflow · devops | Deploy critical hotfixes with emergency procedures, validation, and rollback capabilities | No signals yet | No commit datelisted | armory install hotfix-deploy --cli claude |
| 1220 | Unranked | hqq-quantizationskill · devops | Half-Quadratic Quantization for LLMs without calibration data. Use when quantizing models to 4/3/2-bit precision without needing calibration datasets… | No signals yet | No commit datelisted | armory install hqq-quantization --cli claude |
| 1221 | Unranked | hybrid-cloud-architectsubagent · devops | Expert hybrid cloud architect specializing in complex multi-cloud solutions across AWS/Azure/GCP/OCI and private clouds (OpenStack/VMware). Masters… | No signals yet | No commit datelisted | armory install hybrid-cloud-architect --cli claude |
| 1222 | Unranked | incident-respondersubagent · devops | Use this agent when an active security breach, service outage, or operational incident requires immediate response, evidence preservation, and… | No signals yet | No commit datelisted | armory install incident-responder --cli claude |
| 1223 | Unranked | infraveil-mcp-servermcp · devops | A hardened, self-hosted MCP server that lets AI agents query and govern an Infraveil control plane in-loop, reading state and filing… | No signals yet | No commit datelisted | No one-command install · Source |
| 1224 | Unranked | io-aerospace-software-community-mcp-servermcp · devops | /🏠 🐧 - IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics — ephemeris, orbital conversions, DSS tools, time conversions… | No signals yet | No commit datelisted | No one-command install · Source |
| 1225 | Unranked | k8s-lens-mcpmcp · devops | Enables natural language Kubernetes operations, including smart resource queries, pod root-cause analysis, cross-environment diffs, and manifest… | No signals yet | No commit datelisted | No one-command install · Source |
| 1226 | Unranked | k8s-manifestworkflow · devops | Kubernetes Manifest Generation | No signals yet | No commit datelisted | armory install k8s-manifest --cli claude |
| 1227 | Unranked | kaspi-merchant-mcpmcp · devops | Enables managing Kaspi Marketplace orders through AI assistants, including listing, accepting, completing, and canceling orders, with real-time… | No signals yet | No commit datelisted | No one-command install · Source |
| 1228 | Unranked | kata-containersinfra · devops | Lightweight VMs that combine container speed with VM-level security isolation for agent runtime workloads. | No signals yet | No commit datelisted | No one-command install · Source |
| 1229 | Unranked | kiarash-portfolio-mcpmcp · devops | WebMCP-enabled portfolio with Ed25519 signed discovery. AI agents can query projects, skills, and execute terminal commands. Built on Cloudflare Pages… | No signals yet | No commit datelisted | No one-command install · Source |
| 1230 | Unranked | kloudlemcp · devops | Automated cloud security scanner detecting 380+ misconfigurations across AWS, GCP, Azure, and Kubernetes. | No signals yet | No commit datelisted | No one-command install · Source |
| 1231 | Unranked | kubernetesinfra · devops | Industry-standard container orchestration system for deploying, scaling, and managing agent workload fleets. | No signals yet | No commit datelisted | No one-command install · Source |
| 1232 | Unranked | kubernetes-architectskill · devops | Expert Kubernetes architect specializing in cloud-native infrastructure, advanced GitOps workflows (ArgoCD/Flux), and enterprise container… | No signals yet | No commit datelisted | armory install kubernetes-architect --cli claude |
| 1233 | Unranked | kubernetes-operations-kubernetes-architectsubagent · devops | Expert Kubernetes architect specializing in cloud-native infrastructure, advanced GitOps workflows (ArgoCD/Flux), and enterprise container… | No signals yet | No commit datelisted | armory install kubernetes-operations-kubernetes-architect --cli claude |
| 1234 | Unranked | kubernetes-specialistsubagent · devops | Use this agent when you need to design, deploy, configure, or troubleshoot Kubernetes clusters and workloads in production environments. | No signals yet | No commit datelisted | armory install kubernetes-specialist --cli claude |
| 1235 | Unranked | kubestellar-consolerules · devops | KubeStellar Console — Multi-cluster Kubernetes dashboard development rules | No signals yet | No commit datelisted | armory install kubestellar-console --cli claude |
| 1236 | Unranked | lambda-labs-gpu-cloudskill · devops | Reserved and on-demand GPU cloud instances for ML training and inference. Use when you need dedicated GPU instances with simple SSH access, persistent… | No signals yet | No commit datelisted | armory install lambda-labs-gpu-cloud --cli claude |
| 1237 | Unranked | laravel-verificationskill · devops | "Verification loop for Laravel projects: env checks, linting, static analysis, tests with coverage, security scans, and deployment readiness." | No signals yet | No commit datelisted | armory install laravel-verification --cli claude |
| 1238 | Unranked | latency-critical-systemsskill · devops | Use for latency-sensitive systems such as realtime dashboards, market data, streaming agents, execution gateways, queues, caches, or HFT-like… | No signals yet | No commit datelisted | armory install latency-critical-systems --cli claude |
| 1239 | Unranked | legal-advisor-2subagent · devops | Use this agent when you need to draft contracts, review compliance requirements, develop IP protection strategies, or assess legal risks for… | No signals yet | No commit datelisted | armory install legal-advisor-2 --cli claude |
| 1240 | Unranked | license-engineersubagent · devops | Use this agent when architecting, implementing, or optimizing end-to-end legal licensing systems—from OSI standard selection and dependency compliance… | No signals yet | No commit datelisted | armory install license-engineer --cli claude |
| 1241 | Unranked | life-hub-mcpmcp · devops | Enables deployment of a remote MCP server on Cloudflare Workers without authentication, allowing connection to AI Playground or Claude Desktop. | No signals yet | No commit datelisted | No one-command install · Source |
| 1242 | Unranked | linux-remote-mcpmcp · devops | Enables AI agents to remotely control Linux machines via SSH with 35 tools for session management, file transfer, system administration, Docker, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1243 | Unranked | liquidmetal-raindropmcp · devops | Transforms Claude Code into a complete infrastructure development platform by providing structured workflows for building, deploying, and managing… | No signals yet | No commit datelisted | No one-command install · Source |
| 1244 | Unranked | llamaguardskill · devops | Meta's 7-8B specialized moderation model for LLM input/output filtering. 6 safety categories - violence/hate, sexual content, weapons, substances… | No signals yet | No commit datelisted | armory install llamaguard --cli claude |
| 1245 | Unranked | llm-architectsubagent · devops | Use when designing LLM systems for production, implementing fine-tuning or RAG architectures, optimizing inference serving infrastructure, or managing… | No signals yet | No commit datelisted | armory install llm-architect --cli claude |
| 1246 | Unranked | lordbasilaiassistant-sudo-thryx-portfoliomcp · devops | Read-only access to the THRYX onchain portfolio — 14 smart contracts deployed on Base mainnet. | No signals yet | No commit datelisted | No one-command install · Source |
| 1247 | Unranked | machine-learning-engineersubagent · devops | Use this agent when you need to deploy, optimize, or serve machine learning models at scale in production environments. | No signals yet | No commit datelisted | armory install machine-learning-engineer --cli claude |
| 1248 | Unranked | malware-analystsubagent · devops | Expert malware analyst specializing in defensive malware research, threat intelligence, and incident response. Masters sandbox analysis, behavioral… | No signals yet | No commit datelisted | armory install malware-analyst --cli claude |
| 1249 | Unranked | masaro-infra-mcpmcp · devops | A secure MCP server providing read-only tools to interact with Cloudflare, Coolify, and other infrastructure services, enabling AI clients to safely… | No signals yet | No commit datelisted | No one-command install · Source |
| 1250 | Unranked | mbrassey-solenticmcp · devops | Native Solana staking infrastructure for AI agents — 18 MCP tools for stake, unstake, withdraw, simulate, and verify. Zero custody, unsigned… | No signals yet | No commit datelisted | No one-command install · Source |
| 1251 | Unranked | mcp-ai-infra-real-time-agentmcp · devops | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1252 | Unranked | mcp-infra-readonlymcp · devops | A read-only MCP server that gives Claude Code secure, non-invasive access to infrastructure logs, service status, metrics, Ansible facts, and Docker… | No signals yet | No commit datelisted | No one-command install · Source |
| 1253 | Unranked | mcp-local-fastmcp-servermcp · devops | A FastMCP server providing web search, scraping, image extraction, and mail placeholders, with persistent storage and Docker deployment. | No signals yet | No commit datelisted | No one-command install · Source |
| 1254 | Unranked | mcp-vercelmcp · devops | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1255 | Unranked | mcp-with-nuxt-vercelmcp · devops | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1256 | Unranked | mcp-wp-cli-terminusmcp · devops | Enables AI agents to run WP-CLI commands on WordPress sites, including byte-faithful post and meta copying with checksum verification, over local… | No signals yet | No commit datelisted | No one-command install · Source |
| 1257 | Unranked | mcpo-docker-usemcp · devops | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1258 | Unranked | microsoft-study-modesubagent · devops | Activate your personal Microsoft/Azure tutor - learn through guided discovery, not just answers. | No signals yet | No commit datelisted | armory install microsoft-study-mode --cli claude |
| 1259 | Unranked | ml-engineersubagent · devops | Use this agent when building production ML systems requiring model training pipelines, model serving infrastructure, performance optimization, and… | No signals yet | No commit datelisted | armory install ml-engineer --cli claude |
| 1260 | Unranked | mle-workflowskill · devops | Production machine-learning engineering workflow for data contracts, reproducible training, model evaluation, deployment, monitoring, and rollback… | No signals yet | No commit datelisted | armory install mle-workflow --cli claude |
| 1261 | Unranked | mlflowskill · devops | Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic… | No signals yet | No commit datelisted | armory install mlflow --cli claude |
| 1262 | Unranked | mlops-engineersubagent · devops | Use this agent when you need to design and implement ML infrastructure, set up CI/CD for machine learning models, establish model versioning systems… | No signals yet | No commit datelisted | armory install mlops-engineer --cli claude |
| 1263 | Unranked | model-mergingskill · devops | Merge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by blending… | No signals yet | No commit datelisted | armory install model-merging --cli claude |
| 1264 | Unranked | morph-cloudinfra · devops | Hypervisor-level snapshotting cloud for agent inference: fork and snapshot VM state for fast agent branching. | No signals yet | No commit datelisted | No one-command install · Source |
| 1265 | Unranked | neo4j-docker-client-generatorsubagent · devops | AI agent that generates simple, high-quality Python Neo4j client libraries from GitHub issues with proper best practices | No signals yet | No commit datelisted | armory install neo4j-docker-client-generator --cli claude |
| 1266 | Unranked | netlify-deployskill · devops | Deploy web projects to Netlify using the Netlify CLI (`npx netlify`). Use when the user asks to deploy, host, publish, or link a site/repo on Netlify… | No signals yet | No commit datelisted | armory install netlify-deploy --cli claude |
| 1267 | Unranked | network-config-validationskill · devops | Pre-deployment checks for router and switch configuration, including dangerous commands, duplicate addresses, subnet overlaps, stale references… | No signals yet | No commit datelisted | armory install network-config-validation --cli claude |
| 1268 | Unranked | node-code-sandbox-mcpmcp · devops | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1269 | Unranked | openclaw-directmcp · devops | Deploy, monitor, and manage OpenClaw AI assistant instances via natural language. | No signals yet | No commit datelisted | No one-command install · Source |
| 1270 | Unranked | openclaw-health-mcpmcp · devops | Monitor OpenClaw deployment health: gateway, resources, errors, skills, upgrades, and disk utilization. | No signals yet | No commit datelisted | No one-command install · Source |
| 1271 | Unranked | openclaw-skill-vetter-mcpmcp · devops | Security-vet third-party AI agent extensions using 41 detection rules before deployment. | No signals yet | No commit datelisted | No one-command install · Source |
| 1272 | Unranked | openpumpmcp · devops | Solana trading infrastructure for pump.fun token operations including token creation, multi-wallet bundle trading via Jito MEV bundles, portfolio… | No signals yet | No commit datelisted | No one-command install · Source |
| 1273 | Unranked | ovhcloudmcp · devops | Manage OVHcloud infrastructures, services and accounts | No signals yet | No commit datelisted | No one-command install · Source |
| 1274 | Unranked | oxinion-finance-mcpmcp · devops | A remote MCP server deployed on Cloudflare Workers without authentication, enabling custom tool integration and connection to AI Playground or Claude… | No signals yet | No commit datelisted | No one-command install · Source |
| 1275 | Unranked | performance-testing-review-test-automatorsubagent · devops | Master AI-powered test automation with modern frameworks, self-healing tests, and comprehensive quality engineering. Build scalable testing strategies… | No signals yet | No commit datelisted | armory install performance-testing-review-test-automator --cli claude |
| 1276 | Unranked | picahq-mcpmcp · devops | One MCP for all your integrations — powered by [Pica](https://www.picaos.com), the infrastructure for intelligent, collaborative agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 1277 | Unranked | platform-sre-kubernetessubagent · devops | SRE-focused Kubernetes specialist prioritizing reliability, safe rollouts/rollbacks, security defaults, and operational verification for… | No signals yet | No commit datelisted | armory install platform-sre-kubernetes --cli claude |
| 1278 | Unranked | pocketbase-deployskill · devops | Production deployment for PocketBase. Use when deploying PocketBase to a server, setting up Docker, configuring systemd, reverse proxy (nginx/Caddy)… | No signals yet | No commit datelisted | armory install pocketbase-deploy --cli claude |
| 1279 | Unranked | powershell-5-1-expertsubagent · devops | Use when automating Windows infrastructure tasks requiring PowerShell 5.1 scripts with RSAT modules for Active Directory, DNS, DHCP, GPO management… | No signals yet | No commit datelisted | armory install powershell-5-1-expert --cli claude |
| 1280 | Unranked | powershell-7-expertsubagent · devops | Use when building cross-platform cloud automation scripts, Azure infrastructure orchestration, or CI/CD pipelines requiring PowerShell 7+ with modern… | No signals yet | No commit datelisted | armory install powershell-7-expert --cli claude |
| 1281 | Unranked | prepare-releaseworkflow · devops | Prepare and validate release packages with comprehensive testing, documentation, and automation | No signals yet | No commit datelisted | armory install prepare-release --cli claude |
| 1282 | Unranked | project-template-managersubagent · devops | PROACTIVELY USE this agent when starting new projects that require comprehensive agent ecosystems deployed quickly, especially for common project… | No signals yet | No commit datelisted | armory install project-template-manager --cli claude |
| 1283 | Unranked | project-workflow-systemworkflow · devops | A set of commands that provide a comprehensive workflow system for managing projects, including task management, code review, and deployment… | No signals yet | No commit datelisted | No one-command install · Source |
| 1284 | Unranked | pulsemcp-hatchboxmcp · devops | Integrates with Hatchbox's hosting platform to manage Rails application environment variables, trigger deployments via webhooks, and read deployed… | No signals yet | No commit datelisted | No one-command install · Source |
| 1285 | Unranked | pulsemcp-vercelmcp · devops | Local stdio integration for managing Vercel deployments, viewing build logs, and monitoring runtime application logs. | No signals yet | No commit datelisted | No one-command install · Source |
| 1286 | Unranked | pulumimcp · devops | Manage infrastructure as code through Pulumi Cloud with AI-powered task delegation to Pulumi Neo | No signals yet | No commit datelisted | No one-command install · Source |
| 1287 | Unranked | pydantic-pydantic-ai-mcp-run-pythonmcp · devops | Run Python code in a secure sandbox via MCP tool calls | No signals yet | No commit datelisted | No one-command install · Source |
| 1288 | Unranked | pyhealthskill · devops | Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when… | No signals yet | No commit datelisted | armory install pyhealth --cli claude |
| 1289 | Unranked | python-devops-ci-cd-expertsubagent · devops | Specialized agent for Python DevOps, CI/CD, deployment automation, containerization, and infrastructure as code | No signals yet | No commit datelisted | armory install python-devops-ci-cd-expert --cli claude |
| 1290 | Unranked | qoverymcp · devops | Deploy apps and manage Kubernetes on AWS, GCP, Azure, and on-premise with natural language. | No signals yet | No commit datelisted | No one-command install · Source |
| 1291 | Unranked | quantifymemcp · devops | Generate and deploy algorithmic trading strategies using natural language — free trial, no account required. | No signals yet | No commit datelisted | No one-command install · Source |
| 1292 | Unranked | qwen-harness-mcpmcp · devops | Exposes Qwen AI Token Plan's harness tools (web search, web extraction, code interpreter, text-to-image, and image-to-image search) as MCP tools. It… | No signals yet | No commit datelisted | No one-command install · Source |
| 1293 | Unranked | railway-deployskill · devops | Deploy code to Railway using "railway up". Use when user wants to push code, says "railway up", "deploy", "ship", or "push". For initial setup or… | No signals yet | No commit datelisted | armory install railway-deploy --cli claude |
| 1294 | Unranked | railway-environmentskill · devops | Query, stage, and apply configuration changes for Railway environments. Use for ANY variable or env var operations, service configuration (source… | No signals yet | No commit datelisted | armory install railway-environment --cli claude |
| 1295 | Unranked | railway-projectsskill · devops | List, switch, and configure Railway projects. Use when user wants to list all projects, switch projects, rename a project, enable/disable PR deploys… | No signals yet | No commit datelisted | armory install railway-projects --cli claude |
| 1296 | Unranked | railway-statusskill · devops | Check current Railway project status for this directory. Use when user asks "railway status", "is it running", "what's deployed", "deployment status"… | No signals yet | No commit datelisted | armory install railway-status --cli claude |
| 1297 | Unranked | recipe-deploy-apps-scriptworkflow · devops | Push local files to a Google Apps Script project. | No signals yet | No commit datelisted | armory install recipe-deploy-apps-script --cli claude |
| 1298 | Unranked | remote-mcp-mem0mcp · devops | A remote MCP server deployed on Cloudflare Workers that integrates with Mem0 to provide memory writing and retrieval tools, compatible with SSE and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1299 | Unranked | remote-mcp-server-authlessmcp · devops | Enables deploying a remote MCP server on Cloudflare Workers without authentication, allowing connection from Cloudflare AI Playground or Claude… | No signals yet | No commit datelisted | No one-command install · Source |
| 1300 | Unranked | remote-mcp-server-noauthmcp · devops | Deploy a remote MCP server on Cloudflare Workers without authentication, enabling custom tools and connections to AI Playground or Claude Desktop. | No signals yet | No commit datelisted | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.