Audits and optimizes the five global Claude layers (User Preferences, Styles, Global Memory, Skills, MCP Connectors) using the Global Layer Scorecard (six dimensions, anchored 1-5…
Eight tested identity approaches for Claude prompts, each shaping depth, vocabulary, reasoning style, and what Claude treats as obvious vs. requiring explanation.
Rebalances context across Memory, Custom Instructions, knowledge files, and User Preferences in Claude Projects.
Tested output format specifications for Claude prompts. Use when the user wants a specific deliverable structure — retrieving, reviewing, customizing, or building output…
Audits and scores Claude Projects using a six-dimension Scorecard with anchored 1-5 rubrics and detects seven structural anti-patterns.
Generates a structured Project Brief — a comprehensive markdown document that extracts goals, architecture, knowledge file inventory, Custom Instructions summary, Memory contents,…
Builds complete, optimized Claude prompts and Project scaffolds from task descriptions. Use when building, designing, creating, or structuring a Claude prompt or system prompt.
Evaluates and scores Claude prompts and system prompts using a six-dimension Scorecard with anchored 1-5 rubrics.
Tested reasoning approaches for Claude prompts — 18 variants across 6 categories (Analytical, Strategic, Creative, Technical, Research, Comparative).
Produces structured XML session continuation documents for multi-session workflows. Captures all active work streams, decisions with rationale, uploaded file content, conversation…
Comprehensive ROS 2 engineering guide covering workspace setup, node architecture, communication patterns (topics/services/actions with QoS), lifecycle and component nodes, launch…
ROS2 Launch 进阶技能 - Python Launch、多 launch 嵌套、事件处理、条件启动、参数替换
Use when designing or reviewing Next.js Route Handlers (`route.ts`): when a Route Handler is right vs Server Actions or Server Components, the HTTP-method-as-export contract…
Framework-agnostic HTTP API route testing patterns, authentication strategies, and integration testing best practices.
Generates RESTful API documentation (OpenAPI 3.0 / Swagger spec) by scanning route definitions in code for Flask, FastAPI, Express, Gin, and other frameworks.
Modifies router-side API, authz, memory, provider, storage, or runtime service modules outside config, decision, selection, and extproc plugin chains.
RouterOS /app YAML format for container applications (7.21+ builtin app, 7.22+ custom YAML creation).
RouterOS command tree introspection via /console/inspect API. Use when: building tools that parse RouterOS commands, generating API schemas from RouterOS, working with…
RouterOS /container subsystem for running OCI containers on MikroTik devices. Use when: enabling containers on RouterOS, setting up VETH/bridge networking for containers, managing…
RouterOS v7 domain knowledge for AI agents. Use when: working with MikroTik RouterOS, writing RouterOS CLI/script commands, calling RouterOS REST API, debugging why a Linux…
MNDP (MikroTik Neighbor Discovery Protocol) wire format, behavior, and RouterOS /ip/neighbor integration.
MikroTik RouterOS CHR (Cloud Hosted Router) with QEMU. Use when: running RouterOS in QEMU, booting CHR images, debugging CHR boot failures, setting up VirtIO devices for RouterOS,…
LiteLLM-RS Routing Architecture. Covers 7 routing strategies, lock-free design with DashMap, health-aware selection, fallback chains, and load balancing.
Generate GraphQL operations (queries, mutations, subscriptions, fragments) using schemas fetched from Apollo GraphOS via Rover CLI.
Roxy local dev proxy — custom .roxy domains with auto HTTPS for localhost services. Use when setting up local domains, configuring routes, debugging proxy issues, or managing…
Rpcgen — генерация клиентов из SMD/OpenRPC для Go, TypeScript, PHP, Swift, Kotlin, Dart. Используй при подключении клиента к чужому RPC-сервису или публикации собственного…
Specification-driven development workflow for creating requirements, design, and tasks. Use when the user wants to plan new features, fix bugs with proper specifications, refactor…
Become an RSM (CSH7) symbol-container expert. Activate whenever the user asks about the Delphi `.rsm` file format, the `CSH7` byte layout, the `DPT.Rsm.*` units (Reader, Scanner,…
RSpec testing best practices for Ruby and Rails applications, covering test organization, data management, and isolation patterns.
Use when writing, reviewing, or cleaning up RSpec tests for Ruby and Rails codebases. Covers spec type selection, factory design, flaky test fixes, shared examples, deterministic…
Use when writing RSpec tests for service objects, API clients, orchestrators, or business logic in spec/services/.
Writes and refactors RSpec specs following RSpec style guide: describe/context structure, let/subject order, shared examples, and one-expectation-per-example where appropriate.
RSpec testing for Ruby on Rails — pyramid shape (lots of model + request specs, fewer system specs), FactoryBot patterns, let vs let! vs before, shared examples, VCR for external…
Rstest patterns for Rspack-native unit testing with Preact. Trigger: When writing tests with @rstest/core, testing-library/preact, or configuring rstest.config.ts.
Use when optimizing RTL microarchitecture for area or clock frequency (Fmax), a design is too big to fit or too slow to meet timing, a wide multiply or barrel shifter is the…
Add right-to-left (RTL) text support to web projects for Hebrew, Arabic, and Farsi. Use when the user asks about RTL layout, Hebrew/Arabic text direction, bidirectional text, CSS…
Подготовка продукта к подаче в реестр российского ПО Минцифры и сопровождение заявки через портал. Use when the user asks in Russian or by meaning: подать в реестр отечественного…
Structured metacognitive debugging skill that forces step-by-step self-explanation of logic, code, or reasoning as if teaching a naïve “rubber duck.” Use when diagnosing bugs,…
Code-quality tooling for Rails — RuboCop with rubocop-rails / rubocop-performance / rubocop-rspec / rubocop-thread_safety extensions, the rubocop-rails-omakase preset (DHH's…
Ruby development guidelines covering idiomatic code style, Ruby 3.x features, testing with RSpec, and best practices for building maintainable Ruby applications.
Authoring Ruby gems: gemspec, versioning, releases, and testing. Use when building libraries or extracting code from apps.
Ruby 4+ language idioms, Enumerable patterns, blocks, classes, modules, and RuboCop-friendly style. Use when writing or refactoring Ruby outside Rails-specific APIs.
Build AI-powered Ruby applications with RubyLLM. Full lifecycle - chat, tools, streaming, Rails integration, embeddings, and production deployment.
Minitest patterns for Ruby and Rails: assertions, parallel tests, fixtures, and Rails 8 default test stack. Use when working in `test/` directories or Minitest-only projects.
mise setup for Ruby 4+, Bundler, binstubs, Gemfile, and project tasks. Use when configuring Ruby versions, installing gems, or debugging bundle/ruby path issues.
Ruby and Rails development patterns: blocks, metaprogramming, ActiveRecord, Sidekiq, RSpec, Sorbet/RBS, Hanami, Roda, Rack middleware.
Advanced Ruby patterns — DDD with domain objects, Sorbet type system, value objects, event sourcing, background jobs, and API response standards with RFC 7807.
Write idiomatic Ruby code with metaprogramming, Rails patterns, and performance optimization. Specializes in Ruby on Rails, gem development, and testing frameworks.
RSpec 3 patterns: expectations, contexts, shared examples, factories, and request specs. Use when writing or fixing RSpec tests in Ruby or Rails projects.
Ruby coding rules from ai-toolkit: coding-style, frameworks, patterns, security, testing. Triggers: .rb, Gemfile, .gemspec, Rails, ActiveRecord, Sidekiq, RSpec, Sorbet, rubocop.
Use when creating or refactoring Ruby service classes in Rails. Covers the .call pattern, module namespacing, YARD on self.call AND every public method, module README requirement,…
RSpec testing patterns for Ruby and Rails — factories, mocks, request specs, feature specs, VCR, and SimpleCov coverage.
Ruby TypeProf（型推論ツール）の使い方リファレンス。CLI コマンド、typeprof.conf.jsonc の設定、RBS 生成、Steep との連携ワークフローをカバーする。Triggers include "TypeProf の使い方", "RBS を生成したい", "typeprof コマンドを教えて", "Ruby の型推論",…
Integrate RubyCritic to analyze Ruby code quality and maintain high standards throughout development.
Use when building, testing, or linting the Ruckus iOS app, regenerating the Tuist project, running tests, or adding new Swift files.
Rule: MUST use whenever the scope matches this purpose: When changing architecture mode or governance policies.
MANDATORY when editing files matching ["api/src/**/*.py", "frontend/src/**/*.{ts,tsx}"]. Performance budgets, query discipline, caching, and rendering strategy
Use when the rule set is over the Augment budget, when a new rule would breach it, or when asked to audit / merge / prune rules — runs the audit pipeline and proposes a verdict…
Non-negotiable Jardis architecture rules — five constitutional pillars, hexagonal dependency direction, Closure-Orchestrator pattern.
Use when you operate coding-agent infrastructure with a feedback signal — eval suites, run-level telemetry, A/B baselines, or a skill catalog under test — and want to cap — from…