DevOps

Write minimal, concise testthat 3e unit tests for R package code

Guide OAK engineering constitution creation with decision-driven requirements, requirement language patterns, and reality-grounded standards.

Prevent AI hallucination and ensure evidence-based responses when analyzing code or making suggestions.Use when: analyzing code, making recommendations, providing options, or when user asks about confidence/certainty.Keywords: certainty, assumption, inference, evidence, source, 確定性, 推測, 假設, 來源, 證據.

Use for deployment, test server connection, and Docker operations in qcc_plus project

Creates a fully functional Drizzle ORM setup with a provisioned Neon database. Installs dependencies, provisions database credentials, configures connections, generates schemas, and runs migrations. Results in working code that can immediately connect to and query the database. Use when creating new projects with Drizzle, adding ORM to existing applications, or modifying database schemas.

Configures Neon Serverless Driver for Next.js, Vercel Edge Functions, AWS Lambda, and other serverless environments. Installs @neondatabase/serverless, sets up environment variables, and creates working API route examples with TypeScript types. Use when users need to connect their application to Neon, fetch or query data from a Neon database, integrate Neon with Next.js or serverless frameworks, or set up database access in edge/serverless environments where traditional PostgreSQL clients don't work.

Resolve disagreements between agents or approaches using test-based adjudication. Use when agents disagree, when multiple valid approaches exist, when the user asks "which approach", or when making architectural decisions with tradeoffs.

Task tracking with the bd (Beads) CLI. Use when creating tasks, claiming work, closing beads, managing dependencies, or when the user mentions "beads", "bd", or "tasks".

Expert UI/UX design guidance for unique, accessible interfaces. Use for visual decisions, colors, typography, layouts. Always ask before making design decisions. Use this skill when the user asks to build web components, pages, or applications.

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.

Release readiness checklist for shipping. Use after execution completes, when the user says "release" or "ship", or before deploying to production.

Official Google SEO guide covering search optimization, best practices, Search Console, crawling, indexing, and improving website search visibility based on official Google documentation

Automates GitHub repository creation and Vercel deployment for Next.js websites. Use when deploying new websites, pushing to production, setting up CI/CD pipelines, or when the user mentions deployment, GitHub, Vercel, or going live.

Adds multi-language support to Next.js websites with proper SEO configuration including hreflang tags, localized sitemaps, and language-specific content. Use when adding new languages, setting up i18n, optimizing for international SEO, or when user mentions localization, translation, multi-language, or specific languages like Japanese, Korean, Chinese.

Verify external libraries, APIs, and frameworks against current documentation. Use when implementing external dependencies, when unsure if a pattern is current, when the user mentions "ground", "verify docs", "exa", or "current API".

Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.

Graph analysis with bv (Beads Viewer). Use when analyzing the task graph, finding blockers, getting recommendations, checking critical path, or when the user mentions "bv", "graph", "dependencies", or "what should I work on".

Run an evidence-seeking calibration roundtable to realign the plan with the North Star. Use when pausing between phases, when agents disagree, when reviewing work, when the user mentions "calibrate" or "realign", or when making decisions that affect the plan.

Expert knowledge of Electron Inter-Process Communication patterns for SEPilot Desktop. Use this when adding IPC handlers, creating frontend-backend communication, implementing streaming responses, or debugging IPC issues. Ensures secure and efficient communication between renderer and main processes.

Guidelines for writing BDD-style test code using Ginkgo/Gomega framework in Go. Use when writing tests for Kubernetes operators, controllers, or Go services. Focuses on behavior-driven development with Given-When-Then patterns and table-driven tests.