DevOps

Deep exploration from a key paper. Triggers: 這篇論文的相關研究, 誰引用這篇, 類似文章, related articles, citation tree, paper exploration

Expert guidance on dockerfile optimization, multi-stage builds, layer caching strategies, and base image selection. Activates when working with "dockerfile", "docker-compose", "multi-stage", "container optimization", "image layers", or "build cache".

Systematic debugging and code cleanup for Practice Hub. Includes scripts to find/remove console.log statements, track TODOs/FIXMEs, validate code quality, and prepare codebase for production deployment. Critical for pre-production cleanup.

THE MOST CRITICAL FEATURE FOR HODGES & FOOSHEE REALTY. Ultimate distressed property intelligence system tracking 22 distress signals across financial, life event, property, legal, and market categories. Self-improving AI that monitors performance, spawns specialized skills to fix bottlenecks, runs A/B tests, and continuously optimizes lead conversion. This is the game-changer that finds homeowners in crisis BEFORE anyone else does. Use for ALL lead generation tasks, pipeline optimization, multi-source data ingestion, and automated lead intelligence.

Provide accurate, evidence-based answers by referencing sources from documents, textbooks, or research papers. Use when user asks for factual or source-backed responses.

Conduct comprehensive academic research using OpenAlex, PDF extraction, paper search MCPs, and web search. Always produces comprehensive reports with 5+ evidence cards covering conflicting ideas and best approaches. Integrates academic papers (high weight) and non-academic sources (blogs, docs - lower weight but valuable for SOTA). Use when: (1) Researching software architecture patterns, (2) Finding academic papers on technical topics, (3) Conducting literature reviews, (4) Analyzing research papers for evidence-based decisions, (5) Building evidence cards from papers, (6) Finding related works and citations, or (7) When you need grounded, paper-backed technical recommendations. Triggers: research, find papers, literature review, evidence-based, academic research, compare approaches, what does research say, find studies on, search for papers about.

Production-ready policy template library: 48 battle-tested policies (28 Kyverno + 20 OPA). Pod security, image validation, RBAC, resource governance, network security, and CI/CD integration.

Apply expert personas to provide specialized feedback and perspectives. Use when you want feedback through the lens of specific experts, critics, or archetypes (e.g., "give me feedback as a focused product manager" or "review this as Jason Fried would").

Take enriched user stories and create execution plan with waves for parallel execution. Groups stories by dependencies into execution waves, assigns domain agents, and produces Gantt-style task schedule. Use when planning implementation workflow after architecture annotations.

Run repo startup: prompt load, checklist sync, optional PR triage, worktree hygiene, and CI pull. Best-effort with structured status.

Skriptoteket-specific brutalist/academic UI design. Use for Vue/Vite SPA and SSR templates when you want grid-based layouts, systematic typography, and high-contrast “academic” aesthetics, while staying compatible with Skriptoteket’s pure-CSS + HuleEdu token stack (no Tailwind).

Enterprise Go for systems and network programming Go 1.25.4, Fiber v3, gRPC, context patterns, goroutine orchestration, standard library mastery; activates for REST APIs, microservices, concurrent systems, backend infrastructure, and performance-critical code.

Transform Replit prototypes into production-grade applications following DHEPdevelopment standards. Automates TypeScript migration, testing setup, CI/CDconfiguration, and GitHub publishing. Handles full-stack web apps and datascience projects.USE WHEN user says 'transform replit', 'productionize', 'convert to production','replit to production', 'make production-ready', 'prototype to production','*transform', or has a Replit prototype needing professional architecture.

Use this skill to query your Google NotebookLM notebooks directly from Claude Code for source-grounded, citation-backed answers from Gemini. Browser automation, library management, persistent auth. Drastically reduced hallucinations through document-only responses.

Edit and troubleshoot server-side HTML templates (.templ), including regeneration and handler wiring.

Production-ready Go microservices patterns including Gin, Echo, gRPC, clean architecture, dependency injection, error handling, middleware, testing, Docker containerization, Kubernetes deployment, distributed tracing, observability with Prometheus, high-performance APIs, concurrent processing, database integration with GORM, Redis caching, message queues, and cloud-native best practices.

Secure GKE networking with VPC-native IP allocation, zero-trust network policies, Private Service Connect endpoints, and Cloud Armor DDoS protection layers.

首席信息官专家，精通 IT 战略规划、数据管理、信息系统架构、网络安全和数字化转型

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Advanced skill for SnowTower infrastructure administrators. Use for SnowDDL operations, user provisioning, role management, CI/CD deployments, troubleshooting, and Snowflake administration. Triggers on mentions of snowddl, deploy, user creation, role grants, infrastructure changes, or admin operations.