
Effect Portable Patterns
- 46 installs
- 3.5k repo stars
- Updated May 6, 2026
- millionco/expect
Helps with ai & agent building tasks during AI-assisted development.
About
effect-portable-patterns is a Claude Code skill for ai & agent building. It helps solo builders move faster with AI-assisted coding.
- effect-portable-patterns
- AI & Agent Building
- AI-coding skill
Effect Portable Patterns by the numbers
- 46 all-time installs (skills.sh)
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- Ranked #7,629 of 16,546 AI & Agent Building skills by installs in the Skillselion catalog
- Data as of Aug 5, 2026 (Skillselion catalog sync)
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| Installs | 46 |
|---|---|
| repo stars | ★ 3.5k |
| Last updated | May 6, 2026 |
| Repository | millionco/expect ↗ |
What it does
Helps with ai & agent building tasks during AI-assisted development.
Files
Effect as a Portable Promise Utility
Use Effect as a lightweight utility for running promises robustly. Every effect is self-contained (no services, no layers, no dependency injection) and resolves to a plain Promise at the boundary via Effect.runPromise.
The shape is always: Effect.fn or Effect.gen -> pipe operators -> Effect.runPromise.
Quick Reference
| Capability | API | Avoid |
|---|---|---|
| Wrap promises | Effect.tryPromise | Effect.promise (swallows errors) |
| Define functions | Effect.fn("name") | Anonymous generators |
| Errors | Data.TaggedError with _tag | Plain Error or untagged objects |
| Catch by tag | catchTag / catchTags | catchAll (loses type narrowing) |
| Fallbacks | orElse, orElseSucceed | Nested try/catch |
| Timeouts | Effect.timeout / Effect.timeoutFail | Manual AbortController + setTimeout |
| Retries | Effect.retry with Schedule | Manual retry loops |
| Caching | Effect.cachedWithTTL / Effect.cachedFunction | Manual Map-based caches |
| Concurrency | Effect.all with { concurrency: N } | Manual Promise.all chunking |
| Pattern matching | Match.value / Match.type with Match.tag | Switch statements on _tag |
| Tracing | Effect.withSpan / Effect.annotateCurrentSpan | Manual console.time |
| Run at boundary | Effect.runPromise | Effect.runSync for async work |
Core Pattern: Portable Effect Functions
Every effect function follows this structure - build an Effect<Success, Error, never> (no requirements), then run it as a promise at the call site.
import { Effect, Data } from "effect";
class FetchError extends Data.TaggedError("FetchError")<{
url: string;
status: number;
message: string;
}> {}
const fetchUser = Effect.fn("fetchUser")(function* (userId: string) {
const response = yield* Effect.tryPromise({
try: () => fetch(`/api/users/${userId}`),
catch: () =>
new FetchError({
url: `/api/users/${userId}`,
status: 0,
message: "Network error",
}),
});
if (!response.ok) {
return yield* Effect.fail(
new FetchError({
url: `/api/users/${userId}`,
status: response.status,
message: response.statusText,
}),
);
}
const user = yield* Effect.tryPromise({
try: () => response.json() as Promise<User>,
catch: () =>
new FetchError({
url: `/api/users/${userId}`,
status: response.status,
message: "Invalid JSON",
}),
});
return user;
});
// At the call site - always resolves to a plain Promise
const user: User = await Effect.runPromise(fetchUser("123"));Tagged Errors
Define errors with Data.TaggedError. The _tag field enables type-safe error matching without services or schemas.
import { Data } from "effect";
class TimeoutError extends Data.TaggedError("TimeoutError")<{
operation: string;
durationMs: number;
}> {}
class NotFoundError extends Data.TaggedError("NotFoundError")<{
resource: string;
id: string;
}> {}
class ValidationError extends Data.TaggedError("ValidationError")<{
field: string;
message: string;
}> {}Catching Errors by Tag
Use catchTag for single tags, catchTags for multiple. Both preserve type narrowing.
const result =
yield *
fetchUser("123").pipe(
Effect.catchTag("NotFoundError", (error) =>
Effect.succeed({ id: error.id, name: "Unknown", fallback: true }),
),
Effect.catchTag("TimeoutError", (error) =>
Effect.fail(
new ServiceUnavailableError({
message: `${error.operation} timed out`,
}),
),
),
);
// Or handle multiple tags at once
const result =
yield *
fetchUser("123").pipe(
Effect.catchTags({
NotFoundError: (error) => Effect.succeed(defaultUser),
ValidationError: (error) => Effect.fail(new BadRequestError({ message: error.message })),
}),
);Timeouts
Basic Timeout (raises TimeoutException)
const result = yield * fetchUser("123").pipe(Effect.timeout("5 seconds"));Timeout with Custom Error
const result =
yield *
fetchUser("123").pipe(
Effect.timeoutFail({
duration: "5 seconds",
onTimeout: () => new TimeoutError({ operation: "fetchUser", durationMs: 5000 }),
}),
);Timeout with Fallback Value
const result =
yield *
fetchUser("123").pipe(
Effect.timeoutTo({
duration: "5 seconds",
onSuccess: (user) => user,
onTimeout: () => defaultUser,
}),
);Retries
Fixed Retry Count
import { Schedule } from "effect";
const result = yield * fetchUser("123").pipe(Effect.retry({ times: 3 }));Exponential Backoff
const result =
yield *
fetchUser("123").pipe(
Effect.retry(Schedule.exponential("100 millis").pipe(Schedule.compose(Schedule.recurs(5)))),
);Retry Only Specific Errors
const result =
yield *
fetchUser("123").pipe(
Effect.retry({
times: 3,
while: (error) => error._tag === "TimeoutError",
}),
);Retry with Fallback on Exhaustion
const result =
yield *
Effect.retryOrElse(fetchUser("123"), { times: 3 }, (error, fiberId) =>
Effect.succeed(defaultUser),
);Combining Timeout + Retry
const robustFetch = Effect.fn("robustFetch")(function* (userId: string) {
const user = yield* fetchUser(userId).pipe(
Effect.timeoutFail({
duration: "3 seconds",
onTimeout: () => new TimeoutError({ operation: "fetchUser", durationMs: 3000 }),
}),
Effect.retry(Schedule.exponential("200 millis").pipe(Schedule.compose(Schedule.recurs(3)))),
);
return user;
});Fallbacks
// Try primary, fall back to secondary on any failure
const result = yield * fetchFromPrimary(id).pipe(Effect.orElse(() => fetchFromSecondary(id)));
// Fall back to a default value
const result = yield * fetchUser(id).pipe(Effect.orElseSucceed(() => defaultUser));
// Remap the error type on failure
const result =
yield *
fetchUser(id).pipe(
Effect.orElseFail(() => new ServiceUnavailableError({ message: "All sources failed" })),
);
// Try multiple sources, use the first that succeeds
const result =
yield * Effect.firstSuccessOf([fetchFromCache(id), fetchFromPrimary(id), fetchFromSecondary(id)]);Caching
Cache an Effect with TTL
import { Effect } from "effect";
const cachedConfig = Effect.cachedWithTTL(
Effect.tryPromise(() => fetch("/api/config").then((r) => r.json())),
"5 minutes",
);
// Use it - first call fetches, subsequent calls return cached value within TTL
const program = Effect.gen(function* () {
const getConfig = yield* cachedConfig;
const config1 = yield* getConfig;
const config2 = yield* getConfig; // same value, no re-fetch
});Cache with Manual Invalidation
const [getConfig, invalidate] = yield * Effect.cachedInvalidateWithTTL(fetchConfig, "10 minutes");
const config = yield * getConfig;
yield * invalidate; // force re-fetch on next callMemoize a Function by Arguments
const memoizedFetchUser =
yield *
Effect.cachedFunction((userId: string) =>
Effect.tryPromise(() => fetch(`/api/users/${userId}`).then((r) => r.json())),
);
const user1 = yield * memoizedFetchUser("123"); // fetches
const user2 = yield * memoizedFetchUser("123"); // returns cached
const user3 = yield * memoizedFetchUser("456"); // fetches (different key)Concurrency
Parallel Execution
// Run all effects in parallel (unbounded)
const [users, posts, comments] =
yield *
Effect.all([fetchUsers, fetchPosts, fetchComments], {
concurrency: "unbounded",
});
// Bounded concurrency (e.g., max 5 at a time)
const results = yield * Effect.all(tasks, { concurrency: 5 });
// Parallel forEach
const enrichedUsers = yield * Effect.forEach(userIds, (id) => fetchUser(id), { concurrency: 10 });Racing (First to Succeed)
// Race two effects, take the first to complete
const result = yield * Effect.race(fetchFromEast, fetchFromWest);
// Race many effects
const result = yield * Effect.raceAll([fetchFromCache(id), fetchFromDb(id), fetchFromRemote(id)]);Pattern Matching
Use Match for exhaustive, type-safe branching on tagged unions and error types.
Matching Tagged Errors
import { Match } from "effect";
type ApiError = NotFoundError | TimeoutError | ValidationError;
const describeError = (error: ApiError) =>
Match.value(error).pipe(
Match.tag("NotFoundError", (e) => `${e.resource} ${e.id} not found`),
Match.tag("TimeoutError", (e) => `${e.operation} timed out after ${e.durationMs}ms`),
Match.tag("ValidationError", (e) => `Invalid ${e.field}: ${e.message}`),
Match.exhaustive,
);Matching by Type (Reusable Matcher)
const handleResult = Match.type<string | number | boolean>().pipe(
Match.when(Match.string, (s) => `string: ${s}`),
Match.when(Match.number, (n) => `number: ${n}`),
Match.when(Match.boolean, (b) => `boolean: ${b}`),
Match.exhaustive,
);
handleResult("hello"); // "string: hello"
handleResult(42); // "number: 42"Matching with Predicates
const categorize = Match.type<{ status: number }>().pipe(
Match.when({ status: (s) => s >= 500 }, () => "server_error"),
Match.when({ status: (s) => s >= 400 }, () => "client_error"),
Match.when({ status: (s) => s >= 200 }, () => "success"),
Match.orElse(() => "unknown"),
);Tracing
Adding Spans
Effect.fn automatically creates a span with the given name. For additional spans or annotations:
const fetchAndProcess = Effect.fn("fetchAndProcess")(function* (userId: string) {
yield* Effect.annotateCurrentSpan("userId", userId);
const user = yield* fetchUser(userId).pipe(Effect.withSpan("fetchUser"));
const processed = yield* processUser(user).pipe(Effect.withSpan("processUser"));
yield* Effect.annotateCurrentSpan("processed", true);
return processed;
});Logging within Effects
const program = Effect.fn("program")(function* () {
yield* Effect.log("Starting operation");
const result = yield* doWork();
yield* Effect.log("Operation complete", { resultId: result.id });
return result;
});Complete Example: Robust API Call
Combining all patterns into a single portable function:
import { Effect, Data, Schedule, Match } from "effect";
class ApiError extends Data.TaggedError("ApiError")<{
url: string;
status: number;
message: string;
}> {}
class ApiTimeoutError extends Data.TaggedError("ApiTimeoutError")<{
url: string;
durationMs: number;
}> {}
const fetchApi = Effect.fn("fetchApi")(function* <T>(url: string) {
yield* Effect.annotateCurrentSpan("url", url);
yield* Effect.log("Fetching", { url });
const response = yield* Effect.tryPromise({
try: () => fetch(url),
catch: () => new ApiError({ url, status: 0, message: "Network error" }),
}).pipe(
Effect.timeoutFail({
duration: "10 seconds",
onTimeout: () => new ApiTimeoutError({ url, durationMs: 10_000 }),
}),
Effect.retry(Schedule.exponential("500 millis").pipe(Schedule.compose(Schedule.recurs(3)))),
);
if (!response.ok) {
return yield* Effect.fail(
new ApiError({
url,
status: response.status,
message: response.statusText,
}),
);
}
return yield* Effect.tryPromise({
try: () => response.json() as Promise<T>,
catch: () => new ApiError({ url, status: response.status, message: "Invalid JSON" }),
});
});
// Usage at the boundary - resolves to a plain Promise
const data = await Effect.runPromise(
fetchApi<User>("/api/users/123").pipe(
Effect.catchTag("ApiTimeoutError", () =>
Effect.succeed({ id: "123", name: "Unknown" } as User),
),
),
);Rules
| Rule | Guidance |
|---|---|
| No services or layers | Keep effects self-contained with R = never. Use services only when the effect-best-practices skill applies. |
Always Effect.fn | Name every function for automatic tracing spans. |
Always Data.TaggedError | Every distinct failure gets its own tagged error class. |
Always Effect.tryPromise | Never use Effect.promise - it swallows errors as defects. |
Prefer catchTag | Use catchTag / catchTags over catchAll to preserve type narrowing. |
| Timeout everything | External calls should always have Effect.timeout or Effect.timeoutFail. |
| Run at the boundary | Call Effect.runPromise at the outermost call site, not inside effect functions. |