Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment. Use when creating ML pipelines, implementing MLOps practices, or automating...
Comprehensive checklist for production deployment readiness covering reliability, observability, security, and operational requirements. Use when preparing for go-live, launch readiness review,...
Build and deploy Spectro Cloud Palette Edge clusters using Appliance Mode. Covers CanvOS builds, provider images, ISOs, content bundles, 2-node deployments, and CI/CD integration patterns.
Professional UI design and frontend interface guidelines. Use this skill when creating web pages, mini-program interfaces, prototypes, or any frontend UI components that require distinctive,...
Implement graceful shutdown procedures to handle SIGTERM signals, drain connections, complete in-flight requests, and clean up resources properly. Use when deploying containerized applications,...
Debug failed Render deployments by analyzing logs, metrics, and database state. Identifies errors (missing env vars, port binding, OOM, etc.) and suggests fixes. Use when deployments fail,...
Frontend testing rules with Vitest, React Testing Library, and MSW. Includes coverage requirements, test design principles, and quality criteria. Use when writing frontend tests or reviewing test quality.
Implement feature flags (toggles) for controlled feature rollouts, A/B testing, canary deployments, and kill switches. Use when deploying new features gradually, testing in production, or managing...
AWS Bedrock AgentCore comprehensive expert for deploying and managing all AgentCore services. Use when working with Gateway, Runtime, Memory, Identity, or any AgentCore component. Covers MCP...
Build project documentation sites with MkDocs static site generator. USE WHEN user mentions mkdocs, documentation site, docs site, project documentation, OR wants to create, configure, build, or...
Provides cross-layer platform status, health overview, and deployment state for the Kubernetes Cell Platform. Use when checking what's deployed, getting system overview, viewing cluster state, or...
[Alpha] Enterprise Azure environment builder. Deploy apps to App Service/AKS/Container Apps, generate Bicep with AVM modules, configure service connections and CI/CD. Use when building Azure...
Check dependencies for known vulnerabilities using npm audit, pip-audit, etc. Use when package.json or requirements.txt changes, or before deployments. Alerts on vulnerable dependencies. Triggers...
Check dependencies for known vulnerabilities using npm audit, pip-audit, etc. Use when package.json or requirements.txt changes, or before deployments. Alerts on vulnerable dependencies. Triggers...
Assist with Kubernetes interactions including debugging (kubectl logs, describe, exec, port-forward), resource management (deployments, services, configmaps, secrets), and cluster operations...
XGBoost machine learning best practices for training, tuning, and deploying gradient boosted models. Use when writing, reviewing, or implementing XGBoost models for classification, regression, or...
Complete GitHub management: repository operations, skills deployment, multi-server sync. Use when: (1) Creating/cloning/pushing repositories, (2) Managing skills across multiple servers, (3)...
Complete GitHub Pages deployment and management system. Static site hosting with Jekyll, custom domains, and GitHub Actions. USE WHEN user mentions 'github pages', 'deploy static site', 'host...
Pulumi CLI command reference for infrastructure deployments. Use when the user asks about "pulumi commands", "deploy with pulumi", "pulumi up", "pulumi preview", "manage pulumi stacks", "pulumi...
Helps locate React/Vue/Angular components, UI elements, and frontend code. Auto-activates when users ask where components are defined, how to find UI code, or locate specific frontend features....