Guide Scala 3 engineering decisions for effect systems and HTTP frameworks.
npx skills add https://github.com/JCETools-Petra/JCE-Opencode-Tools --skill scala
Please help me install this Agent Skill. Skill: scala Source: https://github.com/JCETools-Petra/JCE-Opencode-Tools/tree/main/config/skills/scala Command: npx skills add https://github.com/JCETools-Petra/JCE-Opencode-Tools --skill scala
Scala tasks frequently stall due to choosing the right effect system, HTTP framework, and safety patterns, leading to inconsistent architecture, brittle error handling, and harder-than-necessary testing.
Use the scala skill to design a ZIO 2 + Tapir service in Scala 3.5 with typed errors, resource-safe DB access, and a verification plan that includes compile and test gates.
High-intent search queries and answers about installing and using this skill.
Choosing an effect system depends on your concurrency, dependency injection, and error modeling needs. This guidance maps project requirements to match ZIO, Cats Effect 3, or Akka Typed approaches for safer Scala development.
Using Tapir is the best way to build type-safe HTTP endpoints that automatically generate valid OpenAPI documentation. This approach ensures endpoint definitions and API docs remain synchronized during Scala backend development.
Implementing resource-safe database access requires effect-safe resource management patterns and typed error modeling. This ensures bracketed resources are properly released and errors are handled predictably within your chosen effect system.
Yes, this guidance supports http4s and zio-http for streaming workflows. It helps you select an HTTP framework that fits your streaming requirements, type-safety constraints, and full-stack Scala architectural needs.
Verifying sbt compilation and tests requires a structured review checklist. This process confirms code compiles successfully, tests pass, type safety is enforced, and OpenAPI generation remains valid when using Tapir.
Opaque types and union types should be used when you need zero-cost type abstractions and flexible error modeling in Scala 3. They are essential patterns for enforcing type safety without runtime overhead in effect systems.
kubuszokExplain sbt projectMatrix build structure and cross-platform settings for SGE.
apassuelloGenerate and execute API tests for REST and GraphQL endpoints.
VirtusLabGuide Scala 3 backend engineering with direct-style patterns, Ox concurrency, and Tapir endpoints.
soo-kate-yeonSupport Scala 3.4+ development with functional programming and effect systems.
