Agent skills
Skills you can use with AI coding agents, indexed from public GitHub repositories.
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Building Paper Screening Rubrics
Collaboratively build and refine paper screening rubrics through brainstorming, test-driven development, and iterative feedback
kthorn/research-superpower 38
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Searching Scientific Literature
PubMed search with keyword optimization, result parsing, and metadata extraction
kthorn/research-superpower 38
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Checking ChEMBL for Structured SAR Data
Check if medicinal chemistry papers are in ChEMBL database to access curated bioactivity data
kthorn/research-superpower 38
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Answering Research Questions
Main orchestration workflow for systematic literature research - search, evaluate, traverse, synthesize
kthorn/research-superpower 38
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Evaluating Paper Relevance
Two-stage paper screening - abstract scoring then deep dive for specific data extraction
kthorn/research-superpower 38
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Finding Open Access Papers
Use Unpaywall API to find free full-text versions of paywalled papers
kthorn/research-superpower 38
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Traversing Citation Networks
Smart backward and forward citation following via Semantic Scholar, with relevance filtering and deduplication
kthorn/research-superpower 38
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rails-caching-patterns
Caching patterns for Rails applications including fragment caching, low-level caching, HTTP caching, Russian doll caching, and cache invalidation strategies. Automatically invoked when working with Rails.cache, cache stores, stale?/fresh_when, fragment caching, cache keys, or performance optimization through caching. Triggers on "cache", "caching", "Rails.cache", "fragment cache", "Russian doll", "stale?", "fresh_when", "cache key", "cache store", "Redis cache", "Solid Cache", "memcached", "ETag", "cache invalidation", "cache bust". NOT for CDN configuration (use rails-devops-patterns) or database query optimization (use rails-model-patterns).
ag0os/rails-dev-plugin 4
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rails-graphql-patterns
Analyzes and recommends GraphQL patterns for Rails using graphql-ruby including schema design, types, resolvers, mutations, subscriptions, DataLoader, and query complexity. Use when building GraphQL APIs, defining types, writing mutations, optimizing N+1 queries, or structuring app/graphql. NOT for REST API controllers, ActiveRecord queries outside GraphQL, or Turbo Stream responses.
ag0os/rails-dev-plugin 4
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ruby-object-design
Automatically invoked when making decisions about Ruby code structure and organization. Triggers on "class or module", "should this be a class", "struct vs class", "PORO", "data object", "design pattern", "class vs module", "when to use class", "module vs class", "stateless class", "value object", "data container", "object factory", "extend self", "singleton class". Provides guidance on choosing the right Ruby construct (class, module, Struct, Data, Hash). NOT for code smell identification or refactoring (use ruby-refactoring) or Rails-specific framework patterns.
ag0os/rails-dev-plugin 4
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rails-views-patterns
Analyzes Rails view templates, partials, layouts, helpers, and form patterns for best practices. Use when reviewing ERB templates, improving view performance with fragment caching, fixing form helpers, organizing partials, adding accessibility attributes, or evaluating collection rendering. NOT for Stimulus/Turbo logic (use hotwire-patterns), controller concerns, or API-only responses.
ag0os/rails-dev-plugin 4
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rails-architecture-patterns
Provides architectural planning, design decisions, and coordination guidance for Rails applications. Use when planning new features, choosing between design approaches (STI vs polymorphic, service vs concern, monolith vs engine), evaluating system architecture, or deciding which domain skill or agent to delegate to. NOT for implementation details within a single domain (use the domain-specific skill instead).
ag0os/rails-dev-plugin 4
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rails-mailer-patterns
Action Mailer patterns for Rails applications. Automatically invoked when working with email delivery, mailer classes, email templates, mailer previews, interceptors, or delivery configuration. Triggers on "mailer", "email", "ActionMailer", "deliver_later", "deliver_now", "mail template", "email preview", "SMTP", "SendGrid", "Postmark", "notification email". NOT for push notifications, SMS, or in-app messaging.
ag0os/rails-dev-plugin 4
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rails-devops-patterns
Analyzes Rails deployment, infrastructure, and production configuration for best practices. Use when setting up Docker, writing CI/CD pipelines, configuring Puma, adding monitoring or logging, hardening security (SSL, Rack::Attack, headers), optimizing database config, or reviewing production environment files. NOT for application business logic, model design, or test writing.
ag0os/rails-dev-plugin 4
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rails-api-patterns
Analyzes Rails API controllers, serializers, and endpoint design for best practices. Use when building RESTful API endpoints, implementing JWT authentication, designing JSON response structures, adding API versioning, writing serializers, setting up error handling, or adding pagination and rate limiting. NOT for HTML views, Turbo/Stimulus interactions, or GraphQL schemas.
ag0os/rails-dev-plugin 4
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rails-testing-patterns
Analyzes Rails test suites and recommends testing best practices for RSpec and Minitest. Use when writing new tests, reviewing test coverage, fixing flaky tests, improving test performance, choosing between test types (unit, integration, system, request), or setting up factories and fixtures. NOT for production monitoring, deployment verification, or load/stress testing infrastructure.
ag0os/rails-dev-plugin 4
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project-conventions
Detects project-specific coding conventions by scanning the codebase — service object style, auth implementation, testing patterns, custom base classes, error handling, job conventions, serialization, frontend setup. Use when generating code that must match the project's existing patterns. Always check CLAUDE.md for intent that overrides detected conventions — CLAUDE.md documents where the project is going; the fingerprint documents where it is now. NOT for stack profile classification (use rails-stack-profiles).
ag0os/rails-dev-plugin 4
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rails-model-patterns
Analyzes and recommends ActiveRecord model patterns including associations, validations, scopes, callbacks, migrations, and query optimization. Use when designing models, reviewing schema, adding associations (has_many, belongs_to), writing validations, creating scopes, or planning migrations. NOT for controller logic, routing, view rendering, or service object design.
ag0os/rails-dev-plugin 4
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ruby-refactoring
Automatically invoked when analyzing code quality, refactoring, or maintainability. Triggers on "code smell", "refactor", "code quality", "technical debt", "complexity", "maintainability", "clean code", "SOLID", "DRY", "improve code", "simplify", "extract method", "extract class", "long method", "large class", "duplication". Provides Ruby refactoring patterns and code smell identification based on Ruby Science methodology. NOT for object design decisions (use ruby-object-design) or Rails-specific framework patterns.
ag0os/rails-dev-plugin 4
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rails-jobs-patterns
Analyzes and recommends ActiveJob background processing patterns including idempotency, retry strategies, batch processing, scheduled jobs, and queue management. Use when creating background jobs, configuring Sidekiq, handling async workflows, or optimizing job performance. NOT for synchronous controller actions, model callbacks, service object design, or real-time Turbo Streams.
ag0os/rails-dev-plugin 4
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rails-auth-patterns
Authentication patterns for Rails applications. Automatically invoked when working with user login, signup, sessions, password resets, token authentication, has_secure_password, Devise, or auth configuration. Triggers on "authentication", "auth", "login", "signup", "session", "password", "has_secure_password", "Devise", "current_user", "sign_in", "sign_out", "remember me", "password reset", "email confirmation". NOT for authorization/permissions (use controller patterns for Pundit) or API token auth (use rails-api-patterns for JWT).
ag0os/rails-dev-plugin 4
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rails-service-patterns
Analyzes and recommends Rails service object patterns for business logic extraction including command objects, result objects, form objects, query objects, and external API integration. Use when extracting logic from controllers/models, orchestrating multi-step workflows, or organizing app/services. NOT for simple CRUD, model validations, controller routing, or background job scheduling.
ag0os/rails-dev-plugin 4
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hotwire-patterns
Analyzes and recommends Hotwire patterns including Stimulus controllers, Turbo Frames, Turbo Streams, ActionCable broadcasts, and progressive enhancement for Rails frontends. Use when building interactive UI, partial page updates, real-time features, or form enhancements. NOT for REST API JSON responses, GraphQL, server-only background jobs, or model/database design.
ag0os/rails-dev-plugin 4
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rails-stack-profiles
Detects and applies Rails stack profiles (omakase, service-oriented, api-first) based on project conventions. Use when planning architecture, making design decisions, or when the recommended approach depends on the project's stack choices (Solid Queue vs Sidekiq, concerns vs service objects, Minitest vs RSpec, fixtures vs factories). NOT for implementation details — delegates to domain-specific skills.
ag0os/rails-dev-plugin 4