BROWSE SKILLS

Skills directory · page 56

Find a Skill by its original name. Learn what task it handles, then check the author’s requirements and instructions.

This directory contains 3618 Skills, with 50 on this page. Incomplete resources remain available in site search. We do not invent installation steps, compatibility or runtime results for search indexing.

quarkus-tdd

Software development & testing

JUnit 5、Mockito、REST Assured、Camelテスト、JaCoCoを使用したQuarkus 3.xのテスト駆動開発。機能追加、バグ修正、またはイベント駆動サービスのリファクタリング時に使用。

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SkillAutomatically collected · unverified

quarkus-verification

Target not categorized

Quarkusプロジェクト検証ループ:ビルド、静的分析、カバレッジ付きテスト、セキュリティスキャン、ネイティブコンパイル、本番環境またはPR前の差分レビュー。

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SkillAutomatically collected · unverified

quarkus-verification

Cloud, operations & security

Verification loop for Quarkus projects: build, static analysis (Checkstyle, PMD, SpotBugs), tests with JaCoCo coverage, OWASP dependency and container security scans, GraalVM native compilation, health checks, and config validation. Use when verifying a Quarkus service before a PR, after major refactoring or dependency upgrades, or pre-deploy.

SkillAutomatically collected · unverified

quarkus-verification

Target not categorized

Bucle de verificación para proyectos Quarkus: build, análisis estático, pruebas con cobertura, escaneos de seguridad, compilación nativa y revisión de diff antes del lanzamiento o PR.

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SkillAutomatically collected · unverified

queue-next

Target not categorized

Claims the next unblocked queue task and runs the worker loop, optionally scoped by tag, workspace or title. Use when the user wants to resume work. Not for adding tasks.

SkillAutomatically collected · unverified

queue-status

Target not categorized

Reports queue counts and flags missing gates, handles and broken deps. Use when the user asks how the queue stands. Not for changing task status.

SkillAutomatically collected · unverified

qutip

Software development & testing

Quantum mechanics simulations and analysis using QuTiP (Quantum Toolbox in Python). Use when working with quantum systems including: (1) quantum states (kets, bras, density matrices), (2) quantum operators and gates, (3) time evolution and dynamics (Schrödinger, master equations, Monte Carlo), (4) open quantum systems with dissipation, (5) quantum measurements and entanglement, (6) visualization (Bloch sphere, Wigner functions), (7) steady states and correlation functions, or (8) advanced methods (Floquet theory, HEOM, stochastic solvers). Handles both closed and open quantum systems across various domains including quantum optics, quantum computing, and condensed matter physics.

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SkillAutomatically collected · unverified

ra-qm-skills

Target not categorized

Router for regulatory and quality skills: ISO 13485, MDR, FDA, ISO 14971, CAPA, ISO 27001, ISO 42001, EU AI Act, GDPR, SOC 2. Use whenever a compliance request fits no single one.

SkillAutomatically collected · unverified

rag-architect

Databases

Design a RAG pipeline: chunk size, embedding model, vector database and retrieval quality metrics. Use whenever the user builds search over their docs, picks a vector store or finds answers miss the right context.

SkillAutomatically collected · unverified

rag-chroma

Learning & research

Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-function API. Scales from notebooks to production clusters. Use for semantic search, RAG applications, or document retrieval. Best for local development and open-source projects.

SkillAutomatically collected · unverified

rag-engineer

Learning & research

Expert in building Retrieval-Augmented Generation systems. Masters embedding models, vector databases, chunking strategies, and retrieval optimization for LLM applications. Use when: building RAG, vector search, embeddings, semantic search, document retrieval.

SkillAutomatically collected · unverified

rag-faiss

Learning & research

Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index types (Flat, IVF, HNSW). Use for fast k-NN search, large-scale vector retrieval, or when you need pure similarity search without metadata. Best for high-performance applications.

SkillAutomatically collected · unverified

rag-implementation

Learning & research

Retrieval-Augmented Generation patterns including chunking, embeddings, vector stores, and retrieval optimization Use when: rag, retrieval augmented, vector search, embeddings, semantic search.

SkillAutomatically collected · unverified

rag-pinecone

Learning & research

Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and namespaces. Low latency (<100ms p95). Use for production RAG, recommendation systems, or semantic search at scale. Best for serverless, managed infrastructure.

SkillAutomatically collected · unverified

rag-qdrant

Learning & research

High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search, hybrid search with filtering, or scalable vector storage with Rust-powered performance.

SkillAutomatically collected · unverified

rag-sentence-transformers

Learning & research

Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrieval. Supports multilingual, domain-specific, and multimodal models. Use for generating embeddings for RAG, semantic search, or similarity tasks. Best for production embedding generation.

SkillAutomatically collected · unverified

rails-patterns

Target not categorized

Ruby on Rails framework patterns for Rails 7.1+ and 8.x apps. Covers the directory contract, skinny controllers with service objects, form objects, query objects, idiomatic ActiveRecord, background jobs, ViewComponent, Hotwire, and the Rails 8 Solid stack. Use when building or reviewing Rails apps, controllers, models, services, jobs, or views.

SkillAutomatically collected · unverified

Add official Railway database services (Postgres, Redis, MySQL, MongoDB). Use when user wants to add a database, says "add postgres", "add redis", "add database", "connect to database", or "wire up the database". For other templates (Ghost, Strapi, n8n), use the railway-templates skill.

SkillAutomatically collected · unverified

railway-deploy

Cloud, operations & security

Deploy code to Railway using "railway up". Use when user wants to push code, says "railway up", "deploy", "ship", or "push". For initial setup or creating services, use railway-new skill. For Docker images, use railway-environment skill.

SkillAutomatically collected · unverified

railway-deployment

Cloud, operations & security

Manage Railway deployments - view logs, redeploy, restart, or remove deployments. Use for deployment lifecycle (remove, stop, redeploy, restart), deployment visibility (list, status, history), and troubleshooting (logs, errors, failures, crashes). NOT for deleting services - use railway-environment skill with isDeleted for that.

SkillAutomatically collected · unverified

railway-docs

Target not categorized

Fetch up-to-date Railway documentation to answer questions accurately. Use when user asks about Railway features, how Railway works, or shares a docs.railway.com URL.

SkillAutomatically collected · unverified

railway-domain

Target not categorized

Add, view, or remove domains for Railway services. Use when user wants to add a domain, generate a railway domain, check current domains, get the URL for a service, or remove a domain.

SkillAutomatically collected · unverified

railway-environment

Target not categorized

Query, stage, and apply configuration changes for Railway environments. Use for ANY variable or env var operations, service configuration (source, build settings, deploy settings), lifecycle (delete service), and applying changes. Prefer over railway-status skill for any configuration or variable queries.

SkillAutomatically collected · unverified

railway-metrics

Target not categorized

Query resource usage metrics for Railway services. Use when user asks about resource usage, CPU, memory, network, disk, or service performance like "how much memory is my service using" or "is my service slow".

SkillAutomatically collected · unverified

railway-new

Databases

Create Railway projects, services, and databases with proper configuration. Use when user says "setup", "deploy to railway", "initialize", "create project", "create service", or wants to deploy from GitHub. Handles initial setup AND adding services to existing projects. For databases, use railway-railway-database skill instead.

SkillAutomatically collected · unverified

railway-projects

Target not categorized

List, switch, and configure Railway projects. Use when user wants to list all projects, switch projects, rename a project, enable/disable PR deploys, make a project public/private, or modify project settings.

SkillAutomatically collected · unverified

railway-service

Cloud, operations & security

Check service status, rename services, change service icons, link services, or create services with Docker images. For creating services with local code, prefer railway-new skill. For GitHub repo sources, use railway-new skill to create empty service then railway-environment skill to configure source.

SkillAutomatically collected · unverified

railway-status

Cloud, operations & security

Check current Railway project status for this directory. Use when user asks "railway status", "is it running", "what's deployed", "deployment status", or about uptime. NOT for variables or configuration queries - use railway-environment skill for those.

SkillAutomatically collected · unverified

Search and deploy services from Railway's template marketplace. Use when user wants to add a service from a template, find templates for a specific use case, or deploy tools like Ghost, Strapi, n8n, Minio, Uptime Kuma, etc. For databases (Postgres, Redis, MySQL, MongoDB), prefer the railway-database skill.

SkillAutomatically collected · unverified

ralphinho-rfc-pipeline

Learning & research

Split an RFC into a multi-agent execution DAG — decompose into work units with dependencies and acceptance tests, run research, plan, implement, test, and review per unit, then merge through a queue with re-based branches and final system verification. Use when a feature is too large for a single agent pass, orchestrating RFC-driven multi-agent execution, or managing merge queues across agent-built units.

SkillAutomatically collected · unverified

ramp

Target not categorized

Fetch and follow Ramp's published agent playbooks inside Paperclip, with mandatory approval gates for spend, incorporation, cards, account setup, and other financial actions.

SkillAutomatically collected · unverified

rdkit

Search & knowledge management

Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (wrapper around RDKit). Use rdkit for advanced control, custom sanitization, specialized algorithms.

SkillAutomatically collected · unverified

rea-analysis-optimization

Design & content creation

Optimize REA providers and shared analysis workflows for agent context, latency, CPU, and memory while preserving correctness and Evidence. Use for analysis bottlenecks and cache or query design; CI/test-suite optimization belongs to rea-ci-tests-audit.

SkillAutomatically collected · unverified

rea-changelog-update

Software development & testing

Prepare or rewrite REA release changelogs and GitHub release notes from pinned Git history, with verified contributor thanks and Release Please synchronization.

SkillAutomatically collected · unverified

rea-ci-tests-audit

Software development & testing

Audit REA CI and test suites for correctness, fixture drift, false passes, and measured performance; use for suite or workflow investigations and efficiency changes, rather than ordinary feature testing or a single test failure.

SkillAutomatically collected · unverified

react-best-practices

React / Next.js

Comprehensive React and Next.js performance optimization guide with 40+ rules for eliminating waterfalls, optimizing bundles, and improving rendering. Use when optimizing React apps, reviewing performance, or refactoring components.

SkillAutomatically collected · unverified

react-best-practices

React / Next.js

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 ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.

SkillAutomatically collected · unverified

react-dev

React / Next.js

This skill should be used when building React components with TypeScript, typing hooks, handling events, or when React TypeScript, React 19, Server Components are mentioned. Covers type-safe patterns for React 18-19 including generic components, proper event typing, and routing integration (TanStack Router, React Router).

SkillAutomatically collected · unverified

react-flow-node-ts

React / Next.js

Create React Flow node components with TypeScript types, handles, and Zustand integration. Use when building custom nodes for React Flow canvas, creating visual workflow editors, or implementing node-based UI components.

SkillAutomatically collected · unverified

react-motion

React / Next.js

Build UI animation in React/Next.js with Motion for React (formerly Framer Motion) — micro-interactions, enter/exit with AnimatePresence, layout and shared-element animations, gestures (hover, tap, drag), scroll-linked values, staggered lists, modals, tabs, menus, and page transitions. Use whenever the user mentions Motion, framer-motion, motion/react, AnimatePresence, layoutId, page transition in Next.js, animated modal/menu/tabs, or wants React components to feel smooth and alive.

SkillAutomatically collected · unverified

react-native-patterns

Mobile development

React Native and Expo app patterns — Expo Router navigation, state separation (server/client/route/form), TanStack Query data fetching with Zod, performant lists, NativeWind/StyleSheet styling, native APIs, and secure storage. Use when building or editing React Native / Expo screens, components, navigation, or data layers.

SkillAutomatically collected · unverified

react-patterns

React / Next.js

React 18/19 patterns including hooks discipline, server/client component boundaries, Suspense + error boundaries, form actions, data fetching, state management decision trees, and accessibility-first composition. Use when writing or reviewing React components.

SkillAutomatically collected · unverified

react-patterns

React / Next.js

React 18/19 patterns including hooks discipline, server/client component boundaries, Suspense + error boundaries, form actions, data fetching, state management decision trees, and accessibility-first composition. Use when writing or reviewing React components.

SkillAutomatically collected · unverified

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