Agent skill

Golang Samber Mo

by context-labs in context-labs/whip

Monadic types in Golang via samber/mo — Option, Result, Either, Future, IO, Task, State for type-safe nullable values, error handling, functional composition.

MITAuto-check passedDevelopment

Install Golang Samber Mo

skills CLI
$ npx skills add context-labs/whip --skill golang-samber-mo -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install context-labs/whip golang-samber-mo --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/context-labs/whip.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/golang-samber-mo .claude/skills/golang-samber-mo && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
golang-samber-mo
GitHub stars
1.1k
Token cost
~2.8k tokens
SKILL.md length
833 words
Files
8 (incl. references)
Skills in repo
40
Repo updated
First seen
Licence
MIT

At a glance

Monadic types in Golang via samber/mo — Option, Result, Either, Future, IO, Task, State for type-safe nullable values, error handling, functional composition.

  • Works in 6 steps: Prefer OrElse over MustGet — MustGet… → Use TupleToResult at API boundaries —… → Use Result[T] for errors, Either[L, R]… → …
  • Tasks that involve Type safety
  • SKILL.md covers Core Types at a Glance, Option[T] — Nullable Values…, Result[T] — Error Handling as… and Either[L, R] — Discriminated…, plus 5 more sections
  • Calls go

What it does

Golang Samber Mo is an agent skill from context-labs/whip. Monadic types in Golang via samber/mo — Option, Result, Either, Future, IO, Task, State for type-safe nullable values, error handling, functional composition. Apply when using/adopting samber/mo, when the codebase imports github.com/samber/mo, or for functional patterns as a safety design.

Its SKILL.md is about 2.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including reference files (for example `evals/evals.json`, `references/advanced-types.md` and `references/either.md`). Compatibility notes: Designed for Claude Code, Codex or similar harness, and for projects using Golang.

It sits in Development, covering Type safety and Error handling. It works with Go, GitHub and Rust. The repository describes itself as: A fast coding-agent harness in Go. Tool-use loop, bubbletea TUI, provider-routable models with live catalog discovery, MCP support, background subagents. One binary, no runtime… The licence is MIT.

When your agent uses it

  • Tasks that involve Type safety
  • Tasks that involve Error handling

Example prompts

  • “/golang-samber-mo”

Requirements

  • Compatibility (from SKILL.md): Designed for Claude Code, Codex or similar harness, and for projects using Golang.
  • Pre-approved tools (allowed-tools): Read, Edit, Write, Glob, Grep, Bash(go:*), Bash(golangci-lint:*), Bash(git:*), Agent, WebFetch, mcp__context7__resolve-library-id, mcp__context7__query-docs, AskUserQuestion, Bash(godig:*), Bash(gopls:*), LSP, mcp__gopls__*

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Prefer OrElse over MustGet — MustGet panics on absent/error values; use it only inside mo.Do blocks where panics are caught, or when you…
  2. Use TupleToResult at API boundaries — convert Go's (T, error) to Result[T] at the boundary, then chain with Map/FlatMap inside your domain…
  3. Use Result[T] for errors, Either[L, R] for alternatives — Result is specialized for success/failure; Either is for two valid types
  4. Option for nullable fields, not zero values — Option[string] distinguishes "absent" from "empty string"; use plain string when empty…
  5. Chain, don't nest — result.Map(...).FlatMap(...).OrElse(default) reads left-to-right; avoid nested if/else patterns when monadic chaining…
  6. Use sub-package pipes for multi-step type transformations — when 3+ steps each change the type, option.Pipe3(...) is more readable than…

What it can do on your machine

Read from SKILL.md and the folder at commit 8876467. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Edit
    • Write
    • Glob
    • Grep
    • Bash(go:*)
    • Bash(golangci-lint:*)
    • Bash(git:*)
    • Agent
    • WebFetch

    …and 7 more on the same allowed-tools line.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • go

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • github.com
    • pkg.go.dev

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Designed for Claude Code, Codex or similar harness, and for projects using Golang.

    From compatibility in the SKILL.md frontmatter.

Context cost

Golang Samber Mo loads about 2.8k tokens when it runs, and up to ~11k if it reads all its reference files. Until then it costs about 77 tokens; SKILL.md has 833 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~77
When it runs · the whole SKILL.md, loaded when a task matches
~2.8k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~11k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from context-labs/whip at commit 8876467, republished under its MIT licence (© context-labs). 833 words, ~2,835 tokens.

Download SKILL.mdSave it as .claude/skills/golang-samber-mo/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.
name
golang-samber-mo
description
Monadic types in Golang via samber/mo — Option, Result, Either, Future, IO, Task, State for type-safe nullable values, error handling, functional composition. Apply when using/adopting samber/mo, when the codebase imports github.com/samber/mo, or for functional patterns as a safety design.
allowed-tools
Read, Edit, Write, Glob, Grep, Bash(go:*), Bash(golangci-lint:*), Bash(git:*), Agent, WebFetch, mcp__context7__resolve-library-id, mcp__context7__query-docs, AskUserQuestion, Bash(godig:*), Bash(gopls:*), LSP, mcp__gopls__*
compatibility
Designed for Claude Code, Codex or similar harness, and for projects using Golang.
user-invocable
true
license
MIT
metadata.author
samber
metadata.version
1.1.0
paths
**/*.go

Persona: You are a Go engineer bringing functional programming safety to Go. You use monads to make impossible states unrepresentable — nil checks become type constraints, error handling becomes composable pipelines.

Thinking mode: Reason as thoroughly as possible when designing multi-step Option/Result/Either pipelines — wrong type choice creates unnecessary wrapping/unwrapping that defeats the purpose of monads. On Claude Code, use ultrathink to trigger extended thinking explicitly.

samber/mo — Monads and Functional Abstractions for Go

Go 1.18+ library providing type-safe monadic types with zero dependencies. Inspired by Scala, Rust, and fp-ts.

Official Resources:

This skill is not exhaustive. Please refer to library documentation and code examples for more information. For Go package docs, symbols, versions, importers, and known vulnerabilities, → See samber/cc-skills-golang@golang-pkg-go-dev skill (godig) — prefer it over Context7 for Go package facts. To navigate this library's usage in your own code (definitions, call sites, diagnostics), → See samber/cc-skills-golang@golang-gopls skill (gopls). Context7 remains a fallback for docs not indexed on pkg.go.dev.

bash
go get github.com/samber/mo

For an introduction to functional programming concepts and why monads are valuable in Go, see Monads Guide.

Core Types at a Glance

TypePurposeThink of it as...
Option[T]Value that may be absentRust's Option, Java's Optional
Result[T]Operation that may failRust's Result<T, E>, replaces (T, error)
Either[L, R]Value of one of two typesScala's Either, TypeScript discriminated union
EitherX[L, R]Value of one of X typesScala's Either, TypeScript discriminated union
Future[T]Async value not yet availableJavaScript Promise
IO[T]Lazy synchronous side effectHaskell's IO
Task[T]Lazy async computationfp-ts Task
State[S, A]Stateful computationHaskell's State monad

Option[T] — Nullable Values Without nil

Represents a value that is either present (Some) or absent (None). Eliminates nil pointer risks at the type level.

go
import "github.com/samber/mo"

name := mo.Some("Alice")          // Option[string] with value
empty := mo.None[string]()        // Option[string] without value
fromPtr := mo.PointerToOption(ptr) // nil pointer -> None

// Safe extraction
name.OrElse("Anonymous")  // "Alice"
empty.OrElse("Anonymous")  // "Anonymous"

// Transform if present, skip if absent
upper := name.Map(func(s string) (string, bool) {
    return strings.ToUpper(s), true
})

Key methods: Some, None, Get, MustGet, OrElse, OrEmpty, Map, FlatMap, Match, ForEach, ToPointer, IsPresent, IsAbsent.

Option implements json.Marshaler/Unmarshaler, sql.Scanner, driver.Valuer — use it directly in JSON structs and database models.

For full API reference, see Option Reference.

Result[T] — Error Handling as Values

Represents success (Ok) or failure (Err). Equivalent to Either[error, T] but specialized for Go's error pattern.

go
// Wrap Go's (value, error) pattern
result := mo.TupleToResult(os.ReadFile("config.yaml"))

// Same-type transform — errors short-circuit automatically
upper := mo.Ok("hello").Map(func(s string) (string, error) {
    return strings.ToUpper(s), nil
})
// Ok("HELLO")

// Extract with fallback
val := upper.OrElse("default")

Go limitation: Direct methods (.Map, .FlatMap) cannot change the type parameter — Result[T].Map returns Result[T], not Result[U]. Go methods cannot introduce new type parameters. For type-changing transforms (e.g. Result[[]byte] to Result[Config]), use sub-package functions or mo.Do:

go
import "github.com/samber/mo/result"

// Type-changing pipeline: []byte -> Config -> ValidConfig
parsed := result.Pipe2(
    mo.TupleToResult(os.ReadFile("config.yaml")),
    result.Map(func(data []byte) Config { return parseConfig(data) }),
    result.FlatMap(func(cfg Config) mo.Result[ValidConfig] { return validate(cfg) }),
)

Key methods: Ok, Err, Errf, TupleToResult, Try, Get, MustGet, OrElse, Map, FlatMap, MapErr, Match, ForEach, ToEither, IsOk, IsError.

For full API reference, see Result Reference.

Either[L, R] — Discriminated Union of Two Types

Represents a value that is one of two possible types. Unlike Result, neither side implies success or failure — both are valid alternatives.

go
// API that returns either cached data or fresh data
func fetchUser(id string) mo.Either[CachedUser, FreshUser] {
    if cached, ok := cache.Get(id); ok {
        return mo.Left[CachedUser, FreshUser](cached)
    }
    return mo.Right[CachedUser, FreshUser](db.Fetch(id))
}

// Pattern match
result := fetchUser("user-123")
result.Match(
    func(cached CachedUser) mo.Either[CachedUser, FreshUser] { /* use cached */ },
    func(fresh FreshUser) mo.Either[CachedUser, FreshUser] { /* use fresh */ },
)

When to use Either vs Result: Use Result[T] when one path is an error. Use Either[L, R] when both paths are valid alternatives (cached vs fresh, left vs right, strategy A vs B).

Either3[T1, T2, T3], Either4, and Either5 extend this to 3-5 type variants.

For full API reference, see Either Reference.

Do Notation — Imperative Style with Monadic Safety

mo.Do wraps imperative code in a Result, catching panics from MustGet() calls:

go
result := mo.Do(func() int {
    // MustGet panics on None/Err — Do catches it as Result error
    a := mo.Some(21).MustGet()
    b := mo.Ok(2).MustGet()
    return a * b  // 42
})
// result is Ok(42)

result := mo.Do(func() int {
    val := mo.None[int]().MustGet()  // panics
    return val
})
// result is Err("no such element")

Do notation bridges imperative Go style with monadic safety — write straight-line code, get automatic error propagation.

Show full SKILL.md (317 more words)Show less

Pipeline Sub-Packages vs Direct Chaining

samber/mo provides two ways to compose operations:

Direct methods (.Map, .FlatMap) — work when the output type equals the input type:

go
opt := mo.Some(42)
doubled := opt.Map(func(v int) (int, bool) {
    return v * 2, true
})  // Option[int]

Sub-package functions (option.Map, result.Map) — required when the output type differs from input:

go
import "github.com/samber/mo/option"

// int -> string type change: use sub-package Map
strOpt := option.Map(func(v int) string {
    return fmt.Sprintf("value: %d", v)
})(mo.Some(42))  // Option[string]

Pipe functions (option.Pipe3, result.Pipe3) — chain multiple type-changing transformations readably:

go
import "github.com/samber/mo/option"

result := option.Pipe3(
    mo.Some(42),
    option.Map(func(v int) string { return strconv.Itoa(v) }),
    option.Map(func(s string) []byte { return []byte(s) }),
    option.FlatMap(func(b []byte) mo.Option[string] {
        if len(b) > 0 { return mo.Some(string(b)) }
        return mo.None[string]()
    }),
)

Rule of thumb: Use direct methods for same-type transforms. Use sub-package functions + pipes when types change across steps.

For detailed pipeline API reference, see Pipelines Reference.

Common Patterns

JSON API responses with Option
go
type UserResponse struct {
    Name     string            `json:"name"`
    Nickname mo.Option[string] `json:"nickname"`  // omits null gracefully
    Bio      mo.Option[string] `json:"bio"`
}
Database nullable columns
go
type User struct {
    ID       int
    Email    string
    Phone    mo.Option[string]  // implements sql.Scanner + driver.Valuer
}

err := row.Scan(&u.ID, &u.Email, &u.Phone)
Wrapping existing Go APIs
go
// Convert map lookup to Option
func MapGet[K comparable, V any](m map[K]V, key K) mo.Option[V] {
    return mo.TupleToOption(m[key])  // m[key] returns (V, bool)
}
Uniform extraction with Fold

mo.Fold works uniformly across Option, Result, and Either via the Foldable interface:

go
str := mo.Fold[error, int, string](
    mo.Ok(42),  // works with Option, Result, or Either
    func(v int) string { return fmt.Sprintf("got %d", v) },
    func(err error) string { return "failed" },
)
// "got 42"

Best Practices

  1. Prefer OrElse over MustGet — MustGet panics on absent/error values; use it only inside mo.Do blocks where panics are caught, or when you are certain the value exists
  2. Use TupleToResult at API boundaries — convert Go's (T, error) to Result[T] at the boundary, then chain with Map/FlatMap inside your domain logic
  3. Use Result[T] for errors, Either[L, R] for alternatives — Result is specialized for success/failure; Either is for two valid types
  4. Option for nullable fields, not zero values — Option[string] distinguishes "absent" from "empty string"; use plain string when empty string is a valid value
  5. Chain, don't nest — result.Map(...).FlatMap(...).OrElse(default) reads left-to-right; avoid nested if/else patterns when monadic chaining is cleaner
  6. Use sub-package pipes for multi-step type transformations — when 3+ steps each change the type, option.Pipe3(...) is more readable than nested function calls

For advanced types (Future, IO, Task, State), see Advanced Types Reference.

If you encounter a bug or unexpected behavior in samber/mo, open an issue at https://github.com/samber/mo/issues.

Cross-References

  • -> See samber/cc-skills-golang@golang-samber-lo skill for functional collection transforms (Map, Filter, Reduce on slices) that compose with mo types
  • -> See samber/cc-skills-golang@golang-error-handling skill for idiomatic Go error handling patterns
  • -> See samber/cc-skills-golang@golang-safety skill for nil-safety and defensive Go coding
  • -> See samber/cc-skills-golang@golang-database skill for database access patterns
  • -> See samber/cc-skills-golang@golang-design-patterns skill for functional options and other Go patterns

© context-labs, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 7 other files (references) in .agents/skills/golang-samber-mo of context-labs/whip.

  • SKILL.md
  • evals/evals.json
  • references/advanced-types.md
  • references/either.md
  • references/monads-guide.md
  • references/option.md
  • references/pipelines.md
  • references/result.md

Open the folder on GitHubat commit 8876467

Compare with similar skills

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Strict Programming Practicescode-yeongyu/oh-my-openagent70k—~9.5kAutomated safety check: PassCustom licence
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Works with

Categories

Questions about Golang Samber Mo

What does Golang Samber Mo do?

Monadic types in Golang via samber/mo — Option, Result, Either, Future, IO, Task, State for type-safe nullable values, error handling, functional composition. Golang Samber Mo is an agent skill from context-labs/whip. Monadic types in Golang via samber/mo — Option, Result, Either, Future, IO, Task, State for type-safe nullable values, error handling, functional composition.

When should I use Golang Samber Mo?

Golang Samber Mo fits situations like: tasks that involve Type safety; tasks that involve Error handling.

How do I install Golang Samber Mo in Claude Code?

Run `npx skills add context-labs/whip --skill golang-samber-mo -a claude-code`. Or copy the skill folder (.agents/skills/golang-samber-mo in context-labs/whip) into .claude/skills/golang-samber-mo in your project. Claude Code loads it when a task matches its description.

How do I install Golang Samber Mo in Codex?

Run `npx skills add context-labs/whip --skill golang-samber-mo -a codex`. Or copy the skill folder (.agents/skills/golang-samber-mo in context-labs/whip) into .agents/skills/golang-samber-mo in your project. Codex loads it when a task matches its description.

Can I use Golang Samber Mo in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add context-labs/whip --skill golang-samber-mo -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/golang-samber-mo, .gemini/skills/golang-samber-mo, .github/skills/golang-samber-mo and .opencode/skills/golang-samber-mo in your project.

What does Golang Samber Mo need to run?

Going by SKILL.md and its folder, Golang Samber Mo needs the command-line tools its instructions call (go). Its frontmatter pre-approves these tools: Read, Edit, Write, Glob, Grep, Bash(go:*), Bash(golangci-lint:*), Bash(git:*), Agent, WebFetch, mcp__context7__resolve-library-id, mcp__context7__query-docs, AskUserQuestion, Bash(godig:*), Bash(gopls:*), LSP, mcp__gopls__*. Compatibility (from SKILL.md): Designed for Claude Code, Codex or similar harness, and for projects using Golang..

Does Golang Samber Mo access the network?

SKILL.md names 2 domains. As links in the text: github.com and pkg.go.dev. This is read from the text; nothing was executed.

Is Golang Samber Mo safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Golang Samber Mo use?

Golang Samber Mo is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Golang Samber Mo use?

About 2.8k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 8.2k tokens, read only when the agent opens those files.

What are the alternatives to Golang Samber Mo?

Skills that share tags, products or a category with Golang Samber Mo: Golang Samber Mo (samber/cc-skills-golang, 3.4k stars), Strict Programming Practices (code-yeongyu/oh-my-openagent, 70k stars), Valgo (cohesivestack/valgo, 508 stars) and Time Aware Dependency Cve Scanner (ArabelaTso/Skills-4-SE, 253 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Golang Samber Mo?

context-labs (a GitHub organization) maintains it in context-labs/whip, which has 1,083 GitHub stars. The repository holds 40 skills in this directory. The repository was last updated on October 5, 2026.

Source: context-labs/whip on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.