Memory-safe Python script patterns for long-running processes under systemd MemoryMax constraints. Covers allocator purge (mimalloc/glibc malloc_trim), HTTP response lifecycle,…
Use when when you have completed spectral data preprocessing in Jupyter notebooks and generated a specXplore session data object saved to disk, use this skill to restore that…
Review Python code for security weaknesses using the KISA "Python 시큐어코딩 가이드 (2023)". Use this skill WHENEVER reviewing, auditing, or writing Python code that touches untrusted…
Check type completeness and unused imports deterministically, with structural refactoring applied automatically.
Use when you have raw mass spectrometry spectral data in common formats (MGF, MSP, mzML, mzXML, JSON) that requires standardized metadata cleaning, validation, and peak filtering…
Guidance for implementing CLI tools that perform inference using PyTorch models in native languages (C/C++/Rust).
Guidance for recovering PyTorch model architectures from state dictionaries, retraining specific layers, and saving models in TorchScript format.
Senior QA Automation Engineer skill specializing in Node.js testing ecosystems. Use this skill whenever the user asks about writing, reviewing, refactoring, or debugging automated…
Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech.
Generate styled QR codes via the qr-cli Docker image (or Node fallback when Docker is unavailable). Use this skill whenever the user wants to generate, create, render, or style a…
Design NEW or PROPOSED architecture using the ISO/IEC 25010:2023 product quality model: prioritize quality attributes from requirements, compare design options, define…
Explore any codebase from scratch and generate six quality artifacts: a quality constitution (QUALITY.md), spec-traced functional tests, a code review protocol with regression…
Implement a production-ready LLM query loop / agent loop for AI applications. Use this skill whenever the user wants to add tool calling, ReAct-style reasoning-action-observation…
Use this skill when the user asks about Cloudflare Queues, message queues on Cloudflare, asynchronous processing with Workers, or managing Queues with Pulumi.
Implement technical caps and traffic shaping to prevent abuse and allocate capacity. Use this skill whenever the user mentions rate limiting, quota, traffic shaping, token bucket,…
Comprehensive RAG evaluation with retrieval metrics, generation quality, and end-to-end testing. Use this skill when measuring and improving RAG system performance.
Opinionated Rails conventions: rich models, concerns, CRUD-everything, state-as-records, minimal dependencies, Minitest with fixtures.
Use when writing new Rails code for a project using the PostgreSQL + Hotwire + Tailwind CSS stack. Covers stack-specific patterns only: MVC structure, ActiveRecord query — from…
Use this skill when the user says 'deploy to Railway', 'Railway setup', 'railway-deploy', or needs to deploy a Node.js, Python, or Docker application to Railway with environment…
Plan and configure ralph-orchestrator deployments for projects at any stage — from a vague phase plan to a mature codebase.
Introspect, explain, and improve Ralph Orchestrator using its published llms.txt doc map. Use this skill whenever the user asks questions about Ralph's behavior, wants to…
This skill should be used only when the user explicitly asks to use `$ralph-specum-refactor`, or explicitly asks Ralph Specum in Codex to revise spec artifacts after impl — from…
This skill provides guidance for Raman spectrum peak fitting tasks. It should be used when analyzing spectroscopic data, fitting Lorentzian or Gaussian peaks to Raman spectra, or…
Plan and sequence COMMUNITY-edition Rancher upgrades across air-gapped multi-cluster fleets — a management/"hosting" Rancher cluster plus the downstream RKE2/K3s clusters it…
Ranger’s browser verification tooling that supplements a coding agent’s workflow by improving the effectiveness of a coding agent's inner loop and its ability to communicate…
This skill should be used when the user asks to "create a TUI", "terminal interface", "terminal UI", "ratatui", "ratatui-ruby", "inline viewport", "full-screen terminal app",…
Use this skill whenever someone is planning, scoping, or proposing what to build. This includes: describing a new feature or system they want to create, listing requirements or…
Guidelines for internationalizing a react-admin or shadcn admin kit application. Use when adding i18n support, creating translation files, translating hardcoded English strings in…
Use when implementing animations, transitions, or motion effects in React apps. Invoke this skill whenever someone asks about animation, transition, motion, framer motion, react…
This skill should be used when the user is building a React application with routing, layouts, forms, data fetching, mutations, or working with server/client component boundaries.
Create the complete frontend architecture for a new entity in the React application. Generates TypeScript types, service class, context provider, custom hook, and registers the…
Provides the complete, verified grep scan command library for auditing React codebases before a React 18.3.1 or React 19 upgrade.
React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ens — from…
React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ens — from…
React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ens — from…
Patterns and conventions for writing and editing React code, including components and hooks. Use this skill whenever writing or reviewing React components, hooks (useEffect,…
Comprehensive guide to React component patterns used in the Organizador de Base de Conhecimento Enterprise educational platform.
This skill should be used when the user is setting up React project tooling, writing tests, organizing code, typing React with TypeScript, or creating reusable hooks.
This skill should be used when the user is writing React components, working with JSX, managing props, using useState or other hooks, asking about "React component patterns",…
How to implement internationalization (i18n) in React applications using react-i18next and i18next. Use this skill whenever the user wants to add multi-language support to a React…
Use this skill when building terminal user interfaces with React Ink - interactive CLI apps, terminal dashboards, progress displays, or keyboard-driven TUI components.
Build Progressive Web Apps with React and Vite. This skill should be used when the user asks to "create a PWA", "add offline support", "make app installable", "generate service…
React component development style guidelines. Use this skill whenever creating React components, functional components, or any React code.
Testing conventions for React Native with TypeScript. Use this skill when writing tests, reviewing test code, or setting up test infrastructure.
Implements Phase B of the React-to-Next.js migration plan: classifies and migrates React components to Server Components (RSC) or Client Components (RCC), extracts Context…
Implements Phase A of the React-to-Next.js migration plan: creates the App Router folder structure, migrates React Router routes to Next.js file-system routing, generates…
Guide for implementing smooth, native-feeling animations using React's View Transition API (`` component, `addTransitionType`, and CSS view transition pse — from…
Build reactive, type-safe, production-grade backends. ALWAYS use this skill when the user asks to build, plan, design, or implement backend features, APIs, data models, server…
Collect, stream, and query logs from distributed systems for centralized debugging. Use this skill whenever the user mentions log aggregation, log streaming, centralized logging,…
This skill provides live data update patterns for web applications: webhook-to-UI push patterns, Server-Sent Events for dashboard updates, polling fallback strategies, optimistic…
Reales GmbH Corporate Identity & Design System. Use this skill whenever creating documentation, correspondence, letters, branding materials, or any content that should follow…
Build production realtime servers over WebSockets and Server-Sent Events — connection lifecycle, the heartbeat/ping-pong + idle-timeout contract, automatic reconnection with…
The working method — how to think, stage, self-check, and hold alignment across long tasks without needing reminders.
Use this skill to audit Terraform/OpenTofu drift, reconcile state, run a pre-change preflight, or check an incoming IaC diff for ADR compliance.
Records an architecture decision as a Nygard/MADR-shaped ADR under decisions/ — capturing the context that forced the choice, the options weighed, the decision itself, and its…
Redis performance optimization and best practices. Use this skill when working with Redis data structures, Redis Query Engine (RQE), vector search with RedisVL, semantic caching…
Refactor existing code for readability and maintainability - naming, function size, nesting depth, duplication, comments, error handling and test clarity - without changing…
Comprehensive catalog of 60+ refactoring techniques for Java code based on Martin Fowler's "Refactoring" and Alexander Shvets' "Refactoring Guru".
Finds the largest TypeScript files in the Mini Infra codebase, helps the user pick one, explores how it's wired into the rest of the app, proposes a DRY refactor strategy,…
Use this skill when the user says 'refactor', 'refactoring plan', 'code cleanup', 'reduce duplication', 'simplify code', 'tech debt', 'god class', 'tight coupling', or needs to…