external/cc-skills-golang/golang-samber-mo/SKILL.md
Monadic types for Golang using samber/mo — Option, Result, Either, Future, IO, Task, and State types for type-safe nullable values, error handling, and functional composition with pipeline sub-packages. Apply when using or adopting samber/mo, when the codebase imports `github.com/samber/mo`, or when considering functional programming patterns as a safety design for Golang.
npx skillsauth add seikaikyo/dash-skills golang-samber-moInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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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: Use ultrathink when designing multi-step Option/Result/Either pipelines. Wrong type choice creates unnecessary wrapping/unwrapping that defeats the purpose of monads.
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.
go get github.com/samber/mo
For an introduction to functional programming concepts and why monads are valuable in Go, see Monads Guide.
| Type | Purpose | Think of it as... |
| --- | --- | --- |
| Option[T] | Value that may be absent | Rust's Option, Java's Optional |
| Result[T] | Operation that may fail | Rust's Result<T, E>, replaces (T, error) |
| Either[L, R] | Value of one of two types | Scala's Either, TypeScript discriminated union |
| EitherX[L, R] | Value of one of X types | Scala's Either, TypeScript discriminated union |
| Future[T] | Async value not yet available | JavaScript Promise |
| IO[T] | Lazy synchronous side effect | Haskell's IO |
| Task[T] | Lazy async computation | fp-ts Task |
| State[S, A] | Stateful computation | Haskell's State monad |
Represents a value that is either present (Some) or absent (None). Eliminates nil pointer risks at the type level.
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.
Represents success (Ok) or failure (Err). Equivalent to Either[error, T] but specialized for Go's error pattern.
// 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:
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.
Represents a value that is one of two possible types. Unlike Result, neither side implies success or failure — both are valid alternatives.
// 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.
mo.Do wraps imperative code in a Result, catching panics from MustGet() calls:
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.
samber/mo provides two ways to compose operations:
Direct methods (.Map, .FlatMap) — work when the output type equals the input type:
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:
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:
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.
type UserResponse struct {
Name string `json:"name"`
Nickname mo.Option[string] `json:"nickname"` // omits null gracefully
Bio mo.Option[string] `json:"bio"`
}
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)
// 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)
}
mo.Fold works uniformly across Option, Result, and Either via the Foldable interface:
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"
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 existsTupleToResult at API boundaries — convert Go's (T, error) to Result[T] at the boundary, then chain with Map/FlatMap inside your domain logicResult[T] for errors, Either[L, R] for alternatives — Result is specialized for success/failure; Either is for two valid typesOption[string] distinguishes "absent" from "empty string"; use plain string when empty string is a valid valueresult.Map(...).FlatMap(...).OrElse(default) reads left-to-right; avoid nested if/else patterns when monadic chaining is cleaneroption.Pipe3(...) is more readable than nested function callsFor 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.
samber/cc-skills-golang@golang-samber-lo skill for functional collection transforms (Map, Filter, Reduce on slices) that compose with mo typessamber/cc-skills-golang@golang-error-handling skill for idiomatic Go error handling patternssamber/cc-skills-golang@golang-safety skill for nil-safety and defensive Go codingsamber/cc-skills-golang@golang-database skill for database access patternssamber/cc-skills-golang@golang-design-patterns skill for functional options and other Go patternstools
Conduct comprehensive GDPR compliance assessments by evaluating data processing activities against EU Regulation 2016/679, including Article 30 records of processing, lawful basis validation, data subject rights implementation, Data Protection Impact Assessments (DPIAs) under Article 35, breach notification procedures, international transfer safeguards (SCCs, adequacy decisions), and technical/organizational measures under Article 32. Use when processing personal data of EU residents, preparing for supervisory authority audits, implementing privacy-by-design for new systems, scoping compliance gaps for M&A due diligence, assessing third-party processors, or responding to data subject access requests at scale. Incorporates 2026 guidance from ICO, EDPB, and post-Data (Use and Access) Act 2025 UK-GDPR considerations. Do not use for implementing specific Article 32 controls — use implementing-gdpr-data-protection-controls; or for DSAR automation — use implementing-gdpr-data-subject-access-request.
tools
Parse Windows forensic artifacts—$MFT/$J (MFTECmd), Prefetch (PECmd), registry hives (RECmd), shellbags, and Amcache—into normalized CSV/JSON with Eric Zimmerman's EZ Tools, then load results into Timeline Explorer for analysis. Use during DFIR/incident-response investigations, after triage collection (e.g. with KAPE), to establish program execution, file/folder access, and persistence evidence from acquired forensic images.
development
Build automated multi-turn adversarial attacks against conversational LLM targets using Microsoft PyRIT's RedTeamingOrchestrator, CrescendoOrchestrator (gradual escalation), and TreeOfAttacksWithPruningOrchestrator (adaptive branching), with scorer feedback loops and persisted conversation memory. Use when single-shot LLM scanning is insufficient and you need multi-turn, scorer-driven AI red-team campaigns against a chatbot or agent.
testing
Stand up MISP, enable and cache curated threat feeds (CIRCL, abuse.ch, Feodo Tracker), apply warninglists to suppress false positives, query indicators with PyMISP, and export attributes as auto-generated Suricata/Sigma/Wazuh detection rules. Use when maturing a MISP instance to actively drive detection, curating threat feeds with quality controls, or automating IOC-to-detection pipelines for the SIEM/IDS.