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effect

Opinionated guide for building production TypeScript applications with Effect v4.

Skill by heyimcarlos

IndexedMIT
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About

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

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Skill name
effect
Description
Opinionated guide for building production TypeScript applications with Effect v4. Use when implementing Effect workflows, services, layers, schemas, configuration, schedules, caches, streams, HTTP clients, or tests.
License
MIT
Compatibility
Requires Effect v4. Examples are reviewed against the version documented in this repository.
Instructions
95 lines in SKILL.md · view on GitHub

Files (10)

  • LICENSE
  • SKILL.md
  • CACHING.md · references/
  • CONFIG.md · references/
  • HTTP_CLIENTS.md · references/
  • SCHEDULING.md · references/
  • SCHEMA.md · references/
  • SERVICES_LAYERS.md · references/
  • STREAMS.md · references/
  • TESTING.md · references/

SKILL.md (first lines)

# 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`.
- 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({ ... })`.
- Model records with `Schema.Struct(...)` plus a same-name `interface`.
- Model schema-backed Effect errors with `Schema.TaggedError`; use `Data.TaggedError` for internal errors that need no schema.
- Use the Effect error channel for workflow failures and `Result` from `effect` when synchronous failure should remain data.
- 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

- Ordinary object record: `Schema.Struct(...)` plus same-name `interface`.
- 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.
- Schema-backed expected failure: `Schema.TaggedError`.
- Internal expected failure with no schema needs: `Data.TaggedError`.
- Synchronous success or failure retained as data: `Result` from `effect`.
- 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.
- Use `Schema.Class` or `Schema.TaggedClass` when validated construction, methods, or class identity justify them; keep `Schema.Struct` as the default for plain records.
- Do not hand-roll `_tag` error classes when `Schema.TaggedError` or `Data.TaggedError` 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.

From heyimcarlos/agent-skills, MIT.

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Last commit (this folder)
Aug 24, 2026 (2 months ago)

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License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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effect skill. Agent Mart. https://agentmart.dev/skills/heyimcarlos-effect (last updated 2026-10-24)