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Effect Core Patterns

Organization
TheBushidoCollective
effect-core-patterns

Use when Effect core patterns including Effect<A, E, R> type, succeed, fail, sync, promise, and Effect.gen for composing effects. Use for basic Effect operations.

Overview

PublisherTheBushidoCollective
Repositoryhan
Skill nameeffect-core-patterns
Stars
195
Forks
20
Bundled files
Instructions only
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by TheBushidoCollective on GitHub. Read the source before you install it.

Installation

Install the Effect Core Patterns AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/TheBushidoCollective/han.git /tmp/han
mkdir -p .claude/skills
cp -r /tmp/han/plugins/frameworks/effect/skills/effect-core-patterns .claude/skills/effect-core-patterns
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Effect Core Patterns in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Effect Core Patterns on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Effect Core Patterns is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Effect Core Patterns

Master the core Effect patterns for building type-safe, composable applications with Effect. This skill covers the Effect type, constructors, and composition patterns using Effect.gen.

The Effect Type

The Effect type has three type parameters:

typescript
Effect<Success, Error, Requirements>
  • Success (A): The type of value that an effect can succeed with
  • Error (E): The expected errors that can occur (use never for no errors)
  • Requirements (R): The contextual dependencies required (use never for no dependencies)
typescript
import { Effect } from "effect"

// Effect that succeeds with number, never fails, no requirements
const simpleEffect: Effect.Effect<number, never, never> = Effect.succeed(42)

// Effect that can fail with string error
const failableEffect: Effect.Effect<number, string, never> =
  Effect.fail("Something went wrong")

// Effect that requires a UserService
interface UserService {
  getUser: (id: string) => Effect.Effect<User, DbError, never>
}

const effectWithDeps: Effect.Effect<User, DbError, UserService> =
  Effect.gen(function* () {
    const userService = yield* Effect.service(UserService)
    const user = yield* userService.getUser("123")
    return user
  })

Creating Effects

Effect.succeed - Always Succeeds

Use when you have a pure value and need an Effect:

typescript
import { Effect } from "effect"

const result = Effect.succeed(42)
// Effect<number, never, never>

const user = Effect.succeed({ id: "1", name: "Alice" })
// Effect<User, never, never>

// Void effect (produces no useful value)
const voidEffect = Effect.succeed(undefined)
// Effect<void, never, never>

Effect.fail - Expected Failure

Use for recoverable, expected errors:

typescript
import { Effect } from "effect"

interface ValidationError {
  _tag: "ValidationError"
  message: string
}

const validateAge = (age: number): Effect.Effect<number, ValidationError, never> => {
  if (age < 0) {
    return Effect.fail({
      _tag: "ValidationError",
      message: "Age must be positive"
    })
  }
  return Effect.succeed(age)
}

// Usage with Effect.gen
const program = Effect.gen(function* () {
  const age = yield* validateAge(-5) // This will fail
  return age
})

Effect.sync - Synchronous Side Effects

Use for synchronous operations with side effects:

typescript
import { Effect } from "effect"

// Reading from a mutable variable
let counter = 0

const incrementCounter = Effect.sync(() => {
  counter++
  return counter
})

// Logging
const log = (message: string) =>
  Effect.sync(() => {
    console.log(message)
  })

// Current timestamp
const now = Effect.sync(() => Date.now())

// IMPORTANT: The function should not throw
// Thrown errors become "defects" (unexpected failures)

Effect.try - Synchronous Operations That May Fail

Use for sync operations that might throw:

typescript
import { Effect } from "effect"

// Parse JSON safely
const parseJSON = (text: string): Effect.Effect<unknown, Error, never> =>
  Effect.try(() => JSON.parse(text))

// With custom error mapping
interface ParseError {
  _tag: "ParseError"
  message: string
}

const parseJSONCustom = (text: string): Effect.Effect<unknown, ParseError, never> =>
  Effect.try({
    try: () => JSON.parse(text),
    catch: (error) => ({
      _tag: "ParseError",
      message: error instanceof Error ? error.message : String(error)
    })
  })

// Usage
const program = Effect.gen(function* () {
  const data = yield* parseJSON('{"name": "Alice"}')
  return data
})

Effect.promise - Async Operations (No Errors)

Use for promises that should never reject:

typescript
import { Effect } from "effect"

// Delayed execution
const delay = (ms: number): Effect.Effect<void, never, never> =>
  Effect.promise(() =>
    new Promise<void>((resolve) => setTimeout(resolve, ms))
  )

// Fetch with assumption it won't fail
const fetchData = (url: string): Effect.Effect<Response, never, never> =>
  Effect.promise(() => fetch(url))

// IMPORTANT: If promise rejects, it becomes a "defect"
// Use Effect.tryPromise for operations that can fail

Effect.tryPromise - Async Operations That May Fail

Use for promises that might reject:

typescript
import { Effect } from "effect"

interface NetworkError {
  _tag: "NetworkError"
  message: string
  statusCode?: number
}

const fetchUser = (id: string): Effect.Effect<User, NetworkError, never> =>
  Effect.tryPromise({
    try: async () => {
      const response = await fetch(`/api/users/${id}`)
      if (!response.ok) {
        throw new Error(`HTTP ${response.status}`)
      }
      return response.json()
    },
    catch: (error) => ({
      _tag: "NetworkError",
      message: error instanceof Error ? error.message : String(error),
      statusCode: error instanceof Error && 'status' in error
        ? (error as any).status
        : undefined
    })
  })

// Simplified version (errors become UnknownException)
const fetchUserSimple = (id: string): Effect.Effect<User, UnknownException, never> =>
  Effect.tryPromise(() => fetch(`/api/users/${id}`).then(r => r.json()))

Effect.async - Callback-Based APIs

Use for wrapping callback-style APIs:

typescript
import { Effect } from "effect"

// Wrap setTimeout
const sleep = (ms: number): Effect.Effect<void, never, never> =>
  Effect.async<void>((resume) => {
    const timeoutId = setTimeout(() => {
      resume(Effect.succeed(undefined))
    }, ms)

    // Optional cleanup on interruption
    return Effect.sync(() => {
      clearTimeout(timeoutId)
    })
  })

// Wrap Node.js callback API
interface FileError {
  _tag: "FileError"
  message: string
}

const readFile = (path: string): Effect.Effect<string, FileError, never> =>
  Effect.async<string, FileError>((resume) => {
    fs.readFile(path, 'utf8', (error, data) => {
      if (error) {
        resume(Effect.fail({
          _tag: "FileError",
          message: error.message
        }))
      } else {
        resume(Effect.succeed(data))
      }
    })
  })

Composing Effects with Effect.gen

Effect.gen allows you to write effect code using generator syntax:

typescript
import { Effect } from "effect"

// Basic composition
const program = Effect.gen(function* () {
  const a = yield* Effect.succeed(10)
  const b = yield* Effect.succeed(20)
  return a + b
})

// With error handling
const programWithErrors = Effect.gen(function* () {
  const age = yield* validateAge(25)
  const user = yield* createUser({ age })
  return user
})

// Sequential operations
const fetchUserProfile = (userId: string) =>
  Effect.gen(function* () {
    const user = yield* fetchUser(userId)
    const posts = yield* fetchPosts(user.id)
    const comments = yield* fetchComments(user.id)
    return { user, posts, comments }
  })

// Using control flow
const processData = (data: unknown) =>
  Effect.gen(function* () {
    const validated = yield* validateData(data)

    if (validated.type === "user") {
      const user = yield* createUser(validated)
      return { type: "user", user }
    } else {
      const post = yield* createPost(validated)
      return { type: "post", post }
    }
  })

// Error handling with short-circuiting
const safeDivide = (a: number, b: number) =>
  Effect.gen(function* () {
    if (b === 0) {
      yield* Effect.fail({ _tag: "DivideByZero" })
      return // Explicit return for type narrowing
    }
    return a / b
  })

Running Effects

Effect.runSync - Synchronous Execution

Use for effects with no async operations or requirements:

typescript
import { Effect } from "effect"

const result = Effect.runSync(Effect.succeed(42))
// 42

// Throws if effect can fail
try {
  Effect.runSync(Effect.fail("error"))
} catch (error) {
  // Caught
}

// CANNOT use with async effects or requirements
// Effect.runSync(Effect.promise(() => fetch("..."))) // Runtime error!

Effect.runPromise - Async Execution

Use for async effects without requirements:

typescript
import { Effect } from "effect"

const program = Effect.gen(function* () {
  yield* delay(1000)
  return "Done"
})

const result = await Effect.runPromise(program)
// "Done" after 1 second

// Rejects on failure
try {
  await Effect.runPromise(Effect.fail("error"))
} catch (error) {
  // error === "error"
}

Effect.runPromiseExit - Get Full Exit Information

Use when you need detailed success/failure information:

typescript
import { Effect, Exit } from "effect"

const program = Effect.succeed(42)

const exit = await Effect.runPromiseExit(program)

if (Exit.isSuccess(exit)) {
  console.log("Success:", exit.value)
} else if (Exit.isFailure(exit)) {
  console.log("Failure:", exit.cause)
}

Building Pipelines

Effect.map - Transform Success Values

typescript
import { Effect, pipe } from "effect"

const double = (n: number) => n * 2

// Using pipe
const result = pipe(
  Effect.succeed(21),
  Effect.map(double)
)
// Effect<42, never, never>

// Using method
const result2 = Effect.succeed(21).pipe(
  Effect.map(double)
)

// Chaining transformations
const program = pipe(
  Effect.succeed("hello"),
  Effect.map(s => s.toUpperCase()),
  Effect.map(s => s.length)
)
// Effect<5, never, never>

Effect.flatMap - Chain Dependent Effects

typescript
import { Effect, pipe } from "effect"

const getUser = (id: string): Effect.Effect<User, DbError, never> => {
  // ...
}

const getUserPosts = (userId: string): Effect.Effect<Post[], DbError, never> => {
  // ...
}

// Using pipe
const program = pipe(
  getUser("123"),
  Effect.flatMap(user => getUserPosts(user.id))
)

// Using Effect.gen (more readable)
const program2 = Effect.gen(function* () {
  const user = yield* getUser("123")
  const posts = yield* getUserPosts(user.id)
  return posts
})

Effect.andThen - Sequential Composition

typescript
import { Effect, pipe } from "effect"

// Chain effects, ignoring previous result
const program = pipe(
  log("Starting..."),
  Effect.andThen(processData()),
  Effect.andThen(log("Done!"))
)

// Provide value to next effect
const program2 = pipe(
  Effect.succeed(5),
  Effect.andThen(n => Effect.succeed(n * 2))
)

Effect.tap - Side Effects Without Changing Value

typescript
import { Effect, pipe } from "effect"

const program = pipe(
  fetchUser("123"),
  Effect.tap(user => log(`Fetched user: ${user.name}`)),
  Effect.tap(user => saveToCache(user)),
  Effect.map(user => user.email)
)

// The taps run but don't change the flowing value

Effect Transformations

Effect.mapError - Transform Errors

typescript
import { Effect, pipe } from "effect"

interface DbError {
  _tag: "DbError"
  message: string
}

interface AppError {
  _tag: "AppError"
  message: string
  context: string
}

const program = pipe(
  queryDatabase(),
  Effect.mapError((dbError: DbError): AppError => ({
    _tag: "AppError",
    message: dbError.message,
    context: "user-service"
  }))
)

Effect.mapBoth - Transform Success and Error

typescript
import { Effect, pipe } from "effect"

const program = pipe(
  Effect.succeed(10),
  Effect.mapBoth({
    onSuccess: (n) => n * 2,
    onFailure: (e) => ({ _tag: "MappedError", original: e })
  })
)

Effect.orElse - Fallback on Failure

typescript
import { Effect, pipe } from "effect"

const program = pipe(
  fetchFromPrimaryDb(),
  Effect.orElse(() => fetchFromSecondaryDb())
)

// Fallback to different effect based on error
const programWithCheck = pipe(
  riskyOperation(),
  Effect.orElse((error) =>
    error._tag === "Timeout"
      ? retryOperation()
      : Effect.fail(error)
  )
)

Best Practices

  1. Use Effect.gen for Readability: Prefer Effect.gen over pipe for complex compositions with multiple steps.

  2. Type Your Errors: Always use tagged unions for error types to enable catchTag and better error handling.

  3. Distinguish Errors from Defects: Use Effect.try/tryPromise for operations that can fail. Let unexpected errors become defects.

  4. Keep Effects Pure: Don't perform side effects outside of Effect constructors. Use Effect.sync for side effects.

  5. Use Descriptive Names: Name effects based on what they do, not how they do it (e.g., fetchUser not makeHttpRequest).

  6. Compose Small Effects: Build complex operations from small, focused effects that do one thing well.

  7. Handle Requirements Explicitly: Use Effect.service and layers to manage dependencies rather than importing directly.

  8. Document Effect Types: Explicitly type effects to make requirements, errors, and success types clear.

  9. Use pipe for Transformations: For simple transformations, pipe is more concise than Effect.gen.

  10. Test Effects Independently: Design effects to be testable by injecting dependencies via requirements.

Common Pitfalls

  1. Using runSync on Async Effects: runSync throws on async effects. Use runPromise instead.

  2. Not Handling Errors: Forgetting that effects can fail. Always consider the error channel.

  3. Mixing Promises and Effects: Converting between promises and effects incorrectly. Use Effect.promise/tryPromise.

  4. Ignoring Requirements: Not providing required services causes runtime errors. Use layers properly.

  5. Throwing in Effect.sync: Thrown errors become defects. Use Effect.try for operations that can throw.

  6. Not Using Effect.gen: Complex pipe chains are hard to read. Use Effect.gen for better readability.

  7. Incorrect Error Types: Using unknown or Error instead of specific tagged error types.

  8. Sequential When Parallel Is Better: Using Effect.gen sequentially when operations could run in parallel with Effect.all.

  9. Over-Using map/flatMap: Effect.gen is clearer for multi-step operations than nested maps.

  10. Not Leveraging Type Safety: Not using TypeScript's type system to catch errors at compile time.

When to Use This Skill

Use effect-core-patterns when you need to:

  • Build type-safe applications with Effect
  • Create and compose effectful operations
  • Handle errors in a type-safe manner
  • Work with async operations and promises
  • Manage side effects explicitly
  • Create pipelines of transformations
  • Convert callback-based APIs to Effect
  • Build maintainable, composable code
  • Leverage functional programming patterns
  • Ensure compile-time safety for effects

Resources

Official Documentation

Guides

Frequently asked questions

What does the Effect Core Patterns AI skill do?

Use when Effect core patterns including Effect<A, E, R> type, succeed, fail, sync, promise, and Effect.gen for composing effects. Use for basic Effect operations.

Why use Effect Core Patterns on TypingMind?

Because you install it once and use it with any model. Effect Core Patterns is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Effect Core Patterns in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/TheBushidoCollective/han/tree/main/plugins/frameworks/effect/skills/effect-core-patterns. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Effect Core Patterns?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Effect Core Patterns?

As many as you like. As long as a model supports skills, you can use Effect Core Patterns with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Effect Core Patterns AI skill free?

It is published on GitHub by TheBushidoCollective. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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