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

RankScoreComponentDescriptionEvidenceLast commitInstall
191.667book-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
295.284cc-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
3Unrankedaws-penetration-testingskill · devopsThis skill should be used when the user asks to "pentest AWS", "test AWS security", "enumerate IAM", "exploit cloud infrastructure", "AWS privilege…No signals yetNo commit datelisted armory install aws-penetration-testing --cli claude
4Unrankedbash-proskill · devopsMaster of defensive Bash scripting for production automation, CI/CDNo signals yetNo commit datelisted armory install bash-pro --cli claude
5Unrankedbun-runtimeskill · devopsBun as runtime, package manager, bundler, and test runner. When to choose Bun vs Node, migration notes, and Vercel support.No signals yetNo commit datelisted armory install bun-runtime --cli claude
6Unrankedclinical-reportsskill · devopsWrite comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports…No signals yetNo commit datelisted armory install clinical-reports --cli claude
7Unrankedcloud-architect-2skill · devopsExpert cloud architect specializing in AWS/Azure/GCP multi-cloud infrastructure design, advanced IaC (Terraform/OpenTofu/CDK), FinOps cost…No signals yetNo commit datelisted armory install cloud-architect-2 --cli claude
8Unrankedcloud-devopsskill · devopsCloud infrastructure and DevOps workflow covering AWS, Azure, GCP, Kubernetes, Terraform, CI/CD, monitoring, and cloud-native development.No signals yetNo commit datelisted armory install cloud-devops --cli claude
9Unrankedcloud-penetration-testingskill · devopsThis skill should be used when the user asks to "perform cloud penetration testing", "assess Azure or AWS or GCP security", "enumerate cloud…No signals yetNo commit datelisted armory install cloud-penetration-testing --cli claude
10Unrankedcloud-run-basicsskill · devopsManages Cloud Run services, jobs, and worker pools. Use when you need to deploy applications responding to HTTP requests (services), run…No signals yetNo commit datelisted armory install cloud-run-basics --cli claude
11Unrankedcloudflare-deployskill · devopsDeploy applications and infrastructure to Cloudflare using Workers, Pages, and related platform services. Use when the user asks to deploy, host…No signals yetNo commit datelisted armory install cloudflare-deploy --cli claude
12Unrankeddeployment-patternsskill · devopsDeployment workflows, CI/CD pipeline patterns, Docker containerization, health checks, rollback strategies, and production readiness checklists for…No signals yetNo commit datelisted armory install deployment-patterns --cli claude
13Unrankeddeployment-proceduresskill · devopsProduction deployment principles and decision-making. Safe deployment workflows, rollback strategies, and verification. Teaches thinking, not scripts.No signals yetNo commit datelisted armory install deployment-procedures --cli claude
14Unrankeddevops-iac-engineerskill · devopsImplements infrastructure as code using Terraform, Kubernetes, and cloud platforms. Designs scalable architectures, CI/CD pipelines, and observability…No signals yetNo commit datelisted armory install devops-iac-engineer --cli claude
15Unrankeddocker-expertskill · devopsDocker containerization expert with deep knowledge of multi-stage builds, image optimization, container security, Docker Compose orchestration, and…No signals yetNo commit datelisted armory install docker-expert --cli claude
16Unrankeddocker-patternsskill · devopsDocker and Docker Compose patterns for local development, container security, networking, volume strategies, and multi-service orchestration.No signals yetNo commit datelisted armory install docker-patterns --cli claude
17Unrankeddraw-ioskill · devopsdraw.io diagram creation, editing, and review. Use for .drawio XML editing, PNG conversion, layout adjustment, and AWS icon usage.No signals yetNo commit datelisted armory install draw-io --cli claude
18Unrankedexpo-deploymentskill · devopsDeploy Expo apps to productionNo signals yetNo commit datelisted armory install expo-deployment --cli claude
19Unrankedfile-uploadsskill · devopsExpert at handling file uploads and cloud storage. Covers S3, Cloudflare R2, presigned URLs, multipart uploads, and image optimization. Knows how to…No signals yetNo commit datelisted armory install file-uploads --cli claude
20Unrankedflutter-expert-2skill · devopsMaster Flutter development with Dart 3, advanced widgets, and multi-platform deployment.No signals yetNo commit datelisted armory install flutter-expert-2 --cli claude
21Unrankedgguf-quantizationskill · devopsGGUF format and llama.cpp quantization for efficient CPU/GPU inference. Use when deploying models on consumer hardware, Apple Silicon, or when needing…No signals yetNo commit datelisted armory install gguf-quantization --cli claude
22Unrankedgithub-actions-creatorskill · devopsUse when the user wants to create, generate, or set up a GitHub Actions workflow. Handles CI/CD pipelines, testing, deployment, linting, security…No signals yetNo commit datelisted armory install github-actions-creator --cli claude
23Unrankedgithub-actions-templatesskill · devopsProduction-ready GitHub Actions workflow patterns for testing, building, and deploying applications.No signals yetNo commit datelisted armory install github-actions-templates --cli claude
24Unrankedgitops-workflowskill · devopsComplete guide to implementing GitOps workflows with ArgoCD and Flux for automated Kubernetes deployments.No signals yetNo commit datelisted armory install gitops-workflow --cli claude
25Unrankedgke-basicsskill · devopsPlans, creates, and configures production-ready Google Kubernetes Engine (GKE) clusters using the golden path Autopilot configuration. Covers…No signals yetNo commit datelisted armory install gke-basics --cli claude
26Unrankedhealthcare-eval-harnessskill · devopsPatient safety evaluation harness for healthcare application deployments. Automated test suites for CDSS accuracy, PHI exposure, clinical workflow…No signals yetNo commit datelisted armory install healthcare-eval-harness --cli claude
27Unrankedhelm-chart-scaffoldingskill · devopsComprehensive guidance for creating, organizing, and managing Helm charts for packaging and deploying Kubernetes applications.No signals yetNo commit datelisted armory install helm-chart-scaffolding --cli claude
28Unrankedhqq-quantizationskill · devopsHalf-Quadratic Quantization for LLMs without calibration data. Use when quantizing models to 4/3/2-bit precision without needing calibration datasets…No signals yetNo commit datelisted armory install hqq-quantization --cli claude
29Unrankedkubernetes-architectskill · devopsExpert Kubernetes architect specializing in cloud-native infrastructure, advanced GitOps workflows (ArgoCD/Flux), and enterprise container…No signals yetNo commit datelisted armory install kubernetes-architect --cli claude
30Unrankedlambda-labs-gpu-cloudskill · devopsReserved 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 yetNo commit datelisted armory install lambda-labs-gpu-cloud --cli claude
31Unrankedlaravel-verificationskill · devops"Verification loop for Laravel projects: env checks, linting, static analysis, tests with coverage, security scans, and deployment readiness."No signals yetNo commit datelisted armory install laravel-verification --cli claude
32Unrankedlatency-critical-systemsskill · devopsUse for latency-sensitive systems such as realtime dashboards, market data, streaming agents, execution gateways, queues, caches, or HFT-like…No signals yetNo commit datelisted armory install latency-critical-systems --cli claude
33Unrankedllamaguardskill · devopsMeta's 7-8B specialized moderation model for LLM input/output filtering. 6 safety categories - violence/hate, sexual content, weapons, substances…No signals yetNo commit datelisted armory install llamaguard --cli claude
34Unrankedmle-workflowskill · devopsProduction machine-learning engineering workflow for data contracts, reproducible training, model evaluation, deployment, monitoring, and rollback…No signals yetNo commit datelisted armory install mle-workflow --cli claude
35Unrankedmlflowskill · devopsTrack ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic…No signals yetNo commit datelisted armory install mlflow --cli claude
36Unrankedmodel-mergingskill · devopsMerge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by blending…No signals yetNo commit datelisted armory install model-merging --cli claude
37Unrankednetlify-deployskill · devopsDeploy 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 yetNo commit datelisted armory install netlify-deploy --cli claude
38Unrankednetwork-config-validationskill · devopsPre-deployment checks for router and switch configuration, including dangerous commands, duplicate addresses, subnet overlaps, stale references…No signals yetNo commit datelisted armory install network-config-validation --cli claude
39Unrankedpocketbase-deployskill · devopsProduction deployment for PocketBase. Use when deploying PocketBase to a server, setting up Docker, configuring systemd, reverse proxy (nginx/Caddy)…No signals yetNo commit datelisted armory install pocketbase-deploy --cli claude
40Unrankedpyhealthskill · devopsComprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when…No signals yetNo commit datelisted armory install pyhealth --cli claude
41Unrankedrailway-deployskill · devopsDeploy 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 yetNo commit datelisted armory install railway-deploy --cli claude
42Unrankedrailway-environmentskill · devopsQuery, stage, and apply configuration changes for Railway environments. Use for ANY variable or env var operations, service configuration (source…No signals yetNo commit datelisted armory install railway-environment --cli claude
43Unrankedrailway-projectsskill · devopsList, switch, and configure Railway projects. Use when user wants to list all projects, switch projects, rename a project, enable/disable PR deploys…No signals yetNo commit datelisted armory install railway-projects --cli claude
44Unrankedrailway-statusskill · devopsCheck current Railway project status for this directory. Use when user asks "railway status", "is it running", "what's deployed", "deployment status"…No signals yetNo commit datelisted armory install railway-status --cli claude
45Unrankedrender-deployskill · devopsDeploy applications to Render by analyzing codebases, generating render.yaml Blueprints, and providing Dashboard deeplinks. Use when the user wants to…No signals yetNo commit datelisted armory install render-deploy --cli claude
46Unrankedsecrets-managementskill · devopsSecure secrets management practices for CI/CD pipelines using Vault, AWS Secrets Manager, and other tools.No signals yetNo commit datelisted armory install secrets-management --cli claude
47Unrankedsenior-computer-visionskill · devopsWorld-class computer vision skill for image/video processing, object detection, segmentation, and visual AI systems. Expertise in PyTorch, OpenCV…No signals yetNo commit datelisted armory install senior-computer-vision --cli claude
48Unrankedsenior-devopsskill · devopsComprehensive DevOps skill for CI/CD, infrastructure automation, containerization, and cloud platforms (AWS, GCP, Azure). Includes pipeline setup…No signals yetNo commit datelisted armory install senior-devops --cli claude
49Unrankedsenior-ml-engineerskill · devopsWorld-class ML engineering skill for productionizing ML models, MLOps, and building scalable ML systems. Expertise in PyTorch, TensorFlow, model…No signals yetNo commit datelisted armory install senior-ml-engineer --cli claude
50Unrankedskypilot-multi-cloud-orchestrationskill · devopsMulti-cloud orchestration for ML workloads with automatic cost optimization. Use when you need to run training or batch jobs across multiple clouds…No signals yetNo commit datelisted armory install skypilot-multi-cloud-orchestration --cli claude
51Unrankedspeculative-decodingskill · devopsAccelerate LLM inference using speculative decoding, Medusa multiple heads, and lookahead decoding techniques. Use when optimizing inference speed…No signals yetNo commit datelisted armory install speculative-decoding --cli claude
52Unrankedsupply-chain-guardskill · devopsDetect and remediate software supply chain attacks in npm, PyPI, crates.io, GitHub Actions, and CI/CD pipelines by scanning for known compromised…No signals yetNo commit datelisted armory install supply-chain-guard --cli claude
53Unrankedtensorrt-llmskill · devopsOptimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency. Use for production deployment on NVIDIA GPUs (A100/H100), when…No signals yetNo commit datelisted armory install tensorrt-llm --cli claude
54Unrankedterraform-specialist-2skill · devopsExpert Terraform/OpenTofu specialist mastering advanced IaC automation, state management, and enterprise infrastructure patterns.No signals yetNo commit datelisted armory install terraform-specialist-2 --cli claude
55Unrankedtorchforge-rl-trainingskill · devopsProvides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms. Use when you want clean RL…No signals yetNo commit datelisted armory install torchforge-rl-training --cli claude
56Unrankeduncloudskill · devopsUse when managing an Uncloud cluster — deploying services, configuring Caddy ingress, adding static proxy routes for non-cluster devices, publishing…No signals yetNo commit datelisted armory install uncloud --cli claude
57Unrankedvercel-deployskill · devopsDeploy applications and websites to Vercel. Use when the user requests deployment actions like "deploy my app", "deploy and give me the link", "push…No signals yetNo commit datelisted armory install vercel-deploy --cli claude
58Unrankedvercel-deploymentskill · devopsExpert knowledge for deploying to Vercel with Next.js Use when: vercel, deploy, deployment, hosting, production.No signals yetNo commit datelisted armory install vercel-deployment --cli claude
59Unrankedwriting-skillsskill · devopsUse when creating new skills, editing existing skills, or verifying skills work before deploymentNo signals yetNo commit datelisted armory install writing-skills --cli claude
60Unrankedwriting-skills-2skill · devopsUse when creating new skills, editing existing skills, or verifying skills work before deploymentNo signals yetNo commit datelisted armory install writing-skills-2 --cli claude

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