constraint-generalization
Generalization and composition of constraints across navigators
Generalization and composition of constraints across navigators
Guides users in creating rich domain models with behavior, value objects, and domain logic. Activates when users define domain entities, business rules, or validation logic.
Anoma intent-centric architecture for cross-chain obstruction passing with Geb semantics and Juvix compilation
Research-backed feature implementation workflow enforcing gap analysis, incremental planning, agent coordination, and continuous integration best practices. Auto-invoked for ALL feature implementation requests to prevent code duplication and ensure CLAUDE.md compliance.
AI-powered enterprise debugging orchestrator with Context7 integration, intelligent error pattern recognition, automated root cause analysis, predictive fix suggestions, and multi-process debugging coordination across 25+ languages and distributed systems
Universal coding principles and best practices for maintainable software
State-of-the-art procedure for fixing bugs in software projects. Use this skill when a bug has been detected or declared by the user, agent, or another skill (not during early-stage work in progress). Enforces a disciplined test-driven approach - understand, reproduce experimentally, write failing tests, fix the code, and clean up.
Guides users on modern async patterns including native async fn in traits, async closures, and avoiding async-trait when possible. Activates when users work with async code.
Consult Oracle knowledge base for decisions, patterns, and wisdom. Use when user asks "should I", "what's the best way", "have we done this before", "remind me about", "what's the pattern". Use PROACTIVELY before starting new work, making decisions, or when stuck. Oracle is the external brain - always consult before reinventing.
Use when adding error handling - exception patterns, HTTP codes, domain exceptions
Use when invalid data causes failures deep in execution, requiring validation at multiple system layers - validates at every layer data passes through to make bugs structurally impossible | 無効なデータが実行の深い部分で障害を引き起こす場合、複数のシステム層での検証が必要な際に使用 - データが通過するすべての層で検証し、バグを構造的に不可能にする
sync.WaitGroup and sync.Mutex patterns
GMailArchiver architecture, layer patterns, and component design. Use when working with cli, core, data, connectors, or shared layers, or understanding component dependencies. Triggers on: architecture, layer, pattern, component, cli layer, core layer, data layer, SOLID, dependency, contract.
Production error patterns with thiserror and anyhow, including error classification, HTTP/gRPC protocol mappings, context chains, retry logic, and testing. Use when designing error types for libraries or applications, mapping errors to API responses, or implementing retry mechanisms.
Propagator-based parallel structure for exploiting knowledge differentials across domains using local scoped propagators and SplitMixTernary RNG.
Guide for building cloud-native applications following the 12-Factor App methodology with Kubernetes, containers, and modern deployment practices
Enterprise C# 13 development with .NET 9, async/await, LINQ, Entity Framework Core, ASP.NET Core, and Context7 MCP integration for modern backend and enterprise applications.
Use when design is complete and you need detailed implementation tasks for engineers with zero codebase context - creates comprehensive implementation plans with exact file paths, complete code examples, and verification steps assuming engineer has minimal domain knowledge | 設計が完了し、コードベースの知識がゼロのエンジニア向けに詳細な実装タスクが必要な場合に使用 - 正確なファイルパス、完全なコード例、検証ステップを含む包括的な実装計画を作成。エンジニアの領域知識が最小限であることを前提