npid-existing-code
Reuse existing Prospect ID code instead of creating new abstractions
Discover databases architecture patterns skills, compare source repositories and read the instructions for each workflow.
Reuse existing Prospect ID code instead of creating new abstractions
Extract business rules (BR-*) from requirements - validation rules, business logic, error handling, and decision criteria. Use when disambiguating requirements to identify specific rules that can be autogenerat...
Autogenerate production code from disambiguated business rules (BR-*). Converts BR-* specifications into validators, constants, and logic. Use when requirements have been disambiguated into BR-*, C-*, F-* forma...
Extract technical constraints (C-*) from ecosystem E(t) - timeouts, API limits, compliance requirements, platform dependencies. Acknowledges given constraints, not design choices. Use to document ecosystem real...
Create technical solution architecture from requirements with REQ-* traceability. Designs components, APIs, data models, and interactions. Tags all design artifacts with requirement keys. Use after requirements...
Create Architecture Decision Records (ADRs) documenting strategic technical decisions while acknowledging ecosystem E(t) constraints. Use when choosing cloud providers, languages, frameworks, databases, or arch...
Break vague requirements into precise business rules (BR-*), constraints (C-*), and formulas (F-*) for code generation. Orchestrates extraction of BR-*, C-*, F-* from REQ-*. Use after requirement-extraction to...
Expert-level site reliability engineering, SLOs, incident management, and operational excellence
Expert-level IoT systems, embedded devices, edge computing, and IoT protocols
Expert-level C# development with .NET 8+, ASP.NET Core, LINQ, async/await, and enterprise patterns
Expert-level system design, architecture patterns, scalability, and distributed systems
Expert-level data mesh architecture, domain-oriented ownership, data products, federated governance, and self-serve platforms
Expert-level Scala, functional programming, Akka, and reactive systems
Expert-level Linkerd service mesh management, traffic control, reliability, and production operations
Expert-level API design principles, REST, GraphQL, versioning, and API best practices
Expert-level gRPC, Protocol Buffers, microservices communication, and streaming
Expert-level microservices architecture, patterns, service mesh, and distributed systems
Expert-level Rust development with ownership, lifetimes, async, error handling, and production-grade patterns
Expert-level Java development with Java 21+ features, Spring Boot, Maven/Gradle, and enterprise best practices
Expert-level CI/CD with GitHub Actions, Jenkins, deployment pipelines, and automation
Expert-level DevOps practices, culture, automation, and continuous delivery
Expert-level Redis for caching, pub/sub, data structures, and high-performance applications
Expert-level Ruby development with Rails, modern features, testing, and best practices
Expert-level telecommunications systems, network management, billing, 5G, SDN, and telecom infrastructure
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.