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Effect

Skill endalk200/skills/skills/effect

Collection of agent skills I use in day to day work spanning engineering and none engineering work.

Install
npx -y skills add endalk200/skills --skill effect

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Opinionated guide for building production TypeScript applications with Effect v4. Use when implementing Effect workflows, services, layers, schemas, configuration, schedules, caches, streams, HTTP clients, Effect Atom or API-backed frontend state, or tests.

The file declares its own license as MIT. That is the author’s claim about this one file, and it is not the same thing as the license GitHub reports for the repository, which is listed with the other numbers below.

SKILL.md

7.6 KB, as published. Nobody here has run it

Effect

Use current Effect v4 APIs and the production defaults in this skill. Established project conventions still take precedence unless the task is explicitly changing them.

Source Rule

Check these before guessing:

  • the nearest AGENTS.md and any project-local Effect practices doc
  • the project-pinned effect package source and version
  • current upstream Effect source when the installed package does not answer the question

Branch Chooser

Read only the branch references that match the task.

  • Data models, schemas, brands, variants, optional keys, or decoders: read references/SCHEMA.md.
  • Services, module surfaces, layers, runtime wiring, errors, Effect.fn, or test services: read references/SERVICES_LAYERS.md.
  • Runtime config, env variables, ConfigProvider, or layerConfig: read references/CONFIG.md.
  • Retry, repeat, polling, backoff, jitter, rate-limit-aware policies, or pass loops: read references/SCHEDULING.md.
  • Memoization, per-key TTL caches, deduplicating concurrent lookups, or request batching: read references/CACHING.md.
  • Streams, event sources, async iterables, queues/pubsubs, pagination, backpressure, or stream consumers: read references/STREAMS.md.
  • Effect Atom, @effect-atom, API-backed UI, server state, frontend queries or mutations, derived/effectful atoms, atom actions, atom runtimes, reactivity keys, optimistic updates, or stream-backed UI state: read references/EFFECT_ATOM.md.
  • Outgoing HTTP calls, Effect HttpClient, status handling, or HTTP rate limiting: read references/HTTP_CLIENTS.md.
  • Effect tests, time, sleeps, concurrency synchronization, or fakes: read references/TESTING.md.

If a task spans several branches, read all matching files before editing.

Core Defaults

  • Compose workflows with Effect.gen(function* () { ... }).
  • Define public service methods and non-trivial internal service methods with Effect.fn("Domain.operation").
  • Use Effect.fnUntraced only for internal helpers where stack-frame/span metadata is intentionally unnecessary.
  • Prefer Context.Service for application services when the codebase has not standardized on another current service-tag style.
  • Build real service implementations with Layer.effect(Service, Effect.gen(...)) and return Service.of({ ... }).
  • Choose Schema.Struct, Schema.Opaque, or Schema.Class from the decoded value's runtime semantics; use Schema.asClass only to attach static helpers to an existing schema.
  • Model typed Effect errors with Schema.TaggedErrorClass.
  • Read runtime config through Config, not direct process.env access in application logic.
  • Use Schedule for retry, repeat, polling, pacing, and backoff policies.
  • Use Stream for effectful sources that emit many values over time and need pull, backpressure, interruption, or transformation.
  • Prefer Effect HTTP client modules for outgoing HTTP in Effect applications when their typed errors, layers, and client transforms are useful.
  • Prefer Effect-aware tests, explicit layers, and deterministic synchronization over sleeps.
  • Prefer decoders and schema.makeEffect(...) at untrusted boundaries; reserve throwing schema.make(...) for trusted construction, and never use casts to skip validation.

Quick Selection Guide

  • Plain structural object: Schema.Struct(...) plus a same-name interface.
  • Named structural object with the same plain-object runtime representation: Schema.Opaque<Self>()(Schema.Struct(...)).
  • Prototype-backed domain object with instance behavior: Schema.Class<Self>("Identifier")(...); add a nominal brand when structural substitution would be unsafe.
  • Existing schema that only needs co-located static helpers: Schema.asClass(schema).
  • Scalar ID/value object: constrained branded schema.
  • Internal workflow decision or state: Data.TaggedEnum<...> plus Data.taggedEnum<...>() constructors and exhaustive $match.
  • Reusable boundary-crossing tagged variant: Schema.TaggedStruct(...) plus same-name interface.
  • Boundary-crossing tagged union: Schema.TaggedUnion(...) with .cases, .guards, and .match.
  • External/custom discriminator such as type: Schema.Struct({ type: Schema.tag("variant"), ... }) plus Schema.toTaggedUnion("type") when union helpers are needed.
  • Expected typed failure: Schema.TaggedErrorClass.
  • Unknown boundary payload: Schema.decodeUnknownEffect(...).
  • Service boundary: Context.Service<Service, Interface>()(...) plus Layer.effect(...) plus Service.of(...).
  • Public or non-trivial internal service method: Effect.fn("Domain.operation").
  • Runtime configuration: Config recipes read in layers; override with ConfigProvider in tests.
  • Event source: Stream consumed with Stream.runForEach(...) and forked with Effect.forkScoped in the owning layer.
  • Queue-backed event source: Queue for the producer boundary, Stream.fromQueue(...) for consumers.
  • Broadcast event source: PubSub / Stream.fromPubSub(...) or SubscriptionRef for latest-value state.
  • Polling worker: runPass().pipe(Effect.repeat(Schedule.spaced(...))), with typed pass failures handled before repeat.
  • Retry transient operation: Effect.retry(...) / Effect.retryOrElse(...) with a bounded Schedule.
  • Keyed lookup cache with TTL and concurrent-lookup dedupe: prefer Cache.make(...) / exit-aware Cache.makeWith(...) when their lifecycle and eviction model fit.
  • Memoize a single effect result: Effect.cached(...) / Effect.cachedWithTTL(...).
  • Batch N keys into one backend call (only when a real batch endpoint exists): Effect.request(...) + RequestResolver.
  • HTTP request in an Effect application: prefer Effect HttpClient plus request/response schema decoding.
  • HTTP transient retry: HttpClient.retryTransient(...).
  • Time-sensitive test: TestClock, not real sleeping.
  • Concurrent/background test synchronization: Deferred, Queue, Latch, Ref, or explicit test hooks.

Boundary Rules

  • Keep HTTP handlers thin: decode input, read context, call services, map typed errors to transport responses.
  • Keep business rules in services or domain functions, not transport handlers.
  • Wrap HTTP clients, SDKs, CLIs, and external integrations in named effects at adapter boundaries.
  • Decode persisted rows with Schema or SQL-specific helpers when values are not trivially trusted.
  • Keep provider/network calls outside authoritative database transactions.
  • Catch or retry only when the current boundary has a truthful response.
  • Retry only when the operation has proven idempotency.
  • Let exhausted failures remain visible unless the boundary has a real fallback.

Do Nots

  • Do not use as any, non-null assertions, or unchecked casts to silence Effect typing problems.
  • Do not hand-roll _tag error classes when Schema.TaggedErrorClass fits.
  • Do not use cause-level recovery when typed-error recovery is enough.
  • Do not use Layer.mergeAll(...) or provideMerge(...) as blind make-it-compile tools.
  • Do not hide required application authority, credentials, persistence, transports, or external services behind Context.Reference defaults.
  • Do not add arbitrary Effect.sleep(...) to tests when a deterministic synchronization primitive is available.
  • Do not hand-roll Map/TTL/prune caches or in-flight dedupe when effect/Cache fits.

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