DevOps & Infra

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CI/CD Pipelines Skill

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Guide for using Netlify DB (managed Neon Postgres). Use when the project needs a relational database, structured data storage, SQL queries, or data that will grow over time. Covers provisioning, raw SQL via @netlify/neon, Drizzle ORM integration, migrations, and deploy preview branching. Also covers when to use Netlify Blobs instead. Use when this capability is needed.

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Deploy applications and websites to Vercel. Use this skill when the user requests deployment actions such as 'Deploy my app', 'Deploy this to production', 'Create a preview deployment', 'Deploy and... Use when this capability is needed.

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Analyzes and optimizes CI/CD pipeline speed, reliability, and cost. Use when pipelines are slow, flaky, or expensive.

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Embed alibaba/page-agent into your own web application — a pure-JavaScript in-page GUI agent that ships as a single <script> tag or npm package and lets end-users of your site drive the UI with natural language ("click login, fill username as John"). No Python, no headless browser, no extension required. Use this skill when the user is a web developer who wants to add an AI copilot to their SaaS / admin panel / B2B tool, make a legacy web app accessible via natural language, or evaluate page-agent against a local (Ollama) or cloud (Qwen / OpenAI / OpenRouter) LLM. NOT for server-side browser automation — point those users to Hermes' built-in browser tool instead. Use when this capability is needed.

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Skills for attacking container and orchestration platforms including Docker and Kubernetes. Use when this capability is needed.

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Cloud cost optimization analysis using Orca Security asset data. Discovers all cloud assets (AWS, GCP, Azure) through Orca MCP tools, compares current configurations against cheaper alternatives using live public pricing, and produces a prioritized cost reduction report with exact asset evidence. Use when the user asks about cloud cost optimization, reducing cloud spend, rightsizing instances, saving money on cloud infrastructure, cost reduction opportunities, unused resources, oversized VMs, reserved instances, storage tiering, or wants to know what changes would lower their cloud bill. Use when this capability is needed.

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Expert-level AWS cloud architecture, services, security, cost optimization, and best practices Use when this capability is needed.

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Azure DevOps API Scripts

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Comprehensive backend development guide for Node.js/Express/TypeScript microservices. Use when creating routes, controllers, services, repositories, middleware, or working with Express APIs, Drizzle ORM database access, PostgreSQL/RDS, AWS Lambda handlers, SQS consumers, S3 operations, Sentry error tracking, Zod validation, unifiedConfig, dependency injection, or async patterns. Covers layered architecture (routes → controllers → services → repositories), BaseController pattern, error handling, performance monitoring, testing strategies with Playwright. Use when this capability is needed.

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Deploy Voice AI Agent

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Coolify deployment patterns, CI/CD examples, secrets management, and operating guidance. Use when this capability is needed.

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End-to-end flow cytometry workflow from FCS files to differential analysis. Orchestrates compensation, transformation, gating/clustering, and statistical testing with CATALYST/diffcyt. Use when processing flow or mass cytometry data end-to-end. Use when this capability is needed.

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Create scalable, containerized bioinformatics pipelines with Nextflow DSL2 supporting Docker, Singularity, and cloud execution. Use when building portable pipelines with container support, running workflows on cloud platforms (AWS, Google Cloud), or leveraging nf-core community pipelines. Use when this capability is needed.

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Guide for creating GreptimeDB Pipeline, by which user can add a process layer to GreptimeDB between ingestion and storage, to transform data. Use when this capability is needed.

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Validate Terraform code for syntax errors, best practices, security issues, and compliance with standards Use when this capability is needed.

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Tailscale Sidecar Deployment

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Reproduce, fix, and validate feature requests or bugs in a production-like Docker flow for ChronoFrame. Use when the agent should iterate via built images, run a minimal local container, complete onboarding/login in the browser, and verify behavior end-to-end before reporting results. Use when this capability is needed.

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ML lifecycle management with MLflow. Track experiments, package models, manage registries, and deploy models. Use for ML operations, experiment tracking, and model deployment. Use when this capability is needed.

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Investigates failing Kubernetes pods and Flux HelmReleases to identify root causes of deployment issues in the home-ops cluster. Use when this capability is needed.

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This skill should be used when a request is ambiguous, underspecified, conflicting, or high impact. It is intended for vague verbs like optimize, improve, fix, refactor, and add feature; for missing file paths or unknown dependencies; and for risky actions like deploy, delete, overwrite, or migrate. It should not be used for purely informational requests or explicitly scoped low-risk changes. The skill enforces risk triage, blocking clarification, explicit confirmation for medium/high-risk work, and prevents silent assumptions before execution. Use when this capability is needed.

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Deploy application to an ephemeral environment. Use when spinning up env, deploying to ephemeral, or testing in ephemeral. Handles pool check, namespace reserve, deploy, rollout verify, and pod health. Use when this capability is needed.

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Skill: CI/CD Pipeline

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Guide for writing Aspire deployment end-to-end tests. Use this when asked to create, modify, or debug deployment E2E tests that deploy to Azure. Use when this capability is needed.

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CI/CD and Automation

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Use when designing an evaluation framework for AI/LLM features. Covers golden dataset creation, automated scoring rubrics, hallucination detection, regression testing infrastructure, and production monitoring. Do not use for prompt design (use prompt-engineering) or RAG pipeline architecture (use rag-architecture).

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Create a Kind cluster in Docker-in-Docker environment Use when this capability is needed.

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Customize or troubleshoot the live status line. Use when modifying statusline.sh, debugging token display, or understanding the rendering pipeline. The status line runs passively -- this skill is for working on it, not using it. Use when this capability is needed.

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Kubernetes — Deployment Manifests

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Specialized release management for morphir-dotnet. Use when user asks to prepare releases, execute releases, monitor deployments, validate releases, resume failed releases, update changelog, create release notes, or manage release workflow. Triggers include "release", "deploy", "publish", "changelog", "version", "release notes", "what's new". Use when this capability is needed.

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Serverless Security (SRVLS)

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Create comprehensive quick-start tutorials for programming tools, libraries, frameworks, CLI tools, algorithms, cloud services (AWS/GCP), and related technical topics. Use this skill whenever the user wants to learn about a new tool, understand how to use a package (like ggplot2, pandas, docker), get started with a service (like AWS S3, ufw firewall), or understand technical concepts (like algorithms, design patterns). Trigger on phrases like "teach me X", "how do I use X", "learn X", "tutorial for X", "quick start on X", or when the user mentions wanting to understand a new technical tool or concept. Use when this capability is needed.

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Steps for initiating the Django development server without Docker Use when this capability is needed.

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Ansible playbook, role, and security best practices Use when this capability is needed.

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Systematic code quality improvement workflow combining smart-reviewer and test-generator MCP tools with Pareto 80/20 auto-fixes, severity-based review, and comprehensive test generation. Use when p... Use when this capability is needed.

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Scaffold a complete extraction pipeline for a new domain — Pydantic model, field definitions, example script, and tests. Use when building a new extraction use case like medical records, invoices, or reviews. Use when this capability is needed.