Golang Samber Mo
samber/cc-skills-golang
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…
Monadic types in Golang via samber/mo — Option, Result, Either, Future, IO, Task, State for type-safe nullable values, error handling, functional composition.
$ npx skills add context-labs/whip --skill golang-samber-mo -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install context-labs/whip golang-samber-mo --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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-srcUse ~/.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/
Install the "golang-samber-mo" agent skill from https://github.com/context-labs/whip/tree/main/.agents/skills/golang-samber-mo into .claude/skills/golang-samber-mo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "golang-samber-mo", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/context-labs/whip/tree/main/.agents/skills/golang-samber-moType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add context-labs/whip --skill golang-samber-mo -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install context-labs/whip golang-samber-mo --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/context-labs/whip.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/golang-samber-mo .agents/skills/golang-samber-mo && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "golang-samber-mo" agent skill from https://github.com/context-labs/whip/tree/main/.agents/skills/golang-samber-mo into .agents/skills/golang-samber-mo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "golang-samber-mo", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add context-labs/whip --skill golang-samber-mo -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install context-labs/whip golang-samber-mo --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/context-labs/whip.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/golang-samber-mo .cursor/skills/golang-samber-mo && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "golang-samber-mo" agent skill from https://github.com/context-labs/whip/tree/main/.agents/skills/golang-samber-mo into .cursor/skills/golang-samber-mo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "golang-samber-mo", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/context-labs/whip.git --path .agents/skills/golang-samber-mo--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add context-labs/whip --skill golang-samber-mo -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install context-labs/whip golang-samber-mo --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/context-labs/whip.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/golang-samber-mo .gemini/skills/golang-samber-mo && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "golang-samber-mo" agent skill from https://github.com/context-labs/whip/tree/main/.agents/skills/golang-samber-mo into .gemini/skills/golang-samber-mo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "golang-samber-mo", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install context-labs/whip golang-samber-moInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add context-labs/whip --skill golang-samber-mo -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/context-labs/whip.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/golang-samber-mo .github/skills/golang-samber-mo && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "golang-samber-mo" agent skill from https://github.com/context-labs/whip/tree/main/.agents/skills/golang-samber-mo into .github/skills/golang-samber-mo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "golang-samber-mo", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add context-labs/whip --skill golang-samber-mo -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install context-labs/whip golang-samber-mo --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/context-labs/whip.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/golang-samber-mo .opencode/skills/golang-samber-mo && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "golang-samber-mo" agent skill from https://github.com/context-labs/whip/tree/main/.agents/skills/golang-samber-mo into .opencode/skills/golang-samber-mo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "golang-samber-mo", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
golang-samber-moMonadic 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. 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.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 8876467. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadEditWriteGlobGrepBash(go:*)Bash(golangci-lint:*)Bash(git:*)AgentWebFetch…and 7 more on the same allowed-tools line.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
goFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
github.compkg.go.devFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Designed for Claude Code, Codex or similar harness, and for projects using Golang.
From compatibility in the SKILL.md frontmatter.
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.
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.
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.
The full file from context-labs/whip at commit 8876467, republished under its MIT licence (© context-labs). 833 words, ~2,835 tokens.
.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.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.
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/moFor 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 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
SKILL.md and 7 other files (references) in .agents/skills/golang-samber-mo of context-labs/whip.
Open the folder on GitHubat commit 8876467
Golang Samber Mo next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Golang Samber Mo this skillcontext-labs/whip | 1.1k | — | ~2.8k | Automated safety check: Pass | MIT | |
| Golang Samber Mosamber/cc-skills-golang | 3.4k | — | ~2.9k | Automated safety check: Pass | MIT | |
| Strict Programming Practicescode-yeongyu/oh-my-openagent | 70k | — | ~9.5k | Automated safety check: Pass | Custom licence | |
| Valgocohesivestack/valgo | 508 | — | ~2.4k | Automated safety check: Pass | MIT | |
| Time Aware Dependency Cve ScannerArabelaTso/Skills-4-SE | 253 | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Rust Best Practicesfarm-fe/farm | 5.6k | 3 repos | ~1.1k | Automated safety check: Pass | MIT |
samber/cc-skills-golang
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…
code-yeongyu/oh-my-openagent
Applies strict, type-first coding rules for Python, Rust, TypeScript and Go, loading the matching language reference before the agent writes or edits any code.
cohesivestack/valgo
Add, refactor, debug, review, explain, or migrate type-safe validation in consumer Go applications using github.com/cohesivestack/valgo.
ArabelaTso/Skills-4-SE
Scan repositories for newly disclosed CVEs in dependencies after a specific cutoff date.
farm-fe/farm
Guide for writing idiomatic Rust code based on Apollo GraphQL's best practices handbook.
rtk-ai/rtk
Describes seven Rust design patterns for the RTK CLI filter modules, with when to use each, RTK examples, and notes on when a pattern is overkill.
context-labs/whip
Linting best practices and golangci-lint configuration for Go — running linters, configuring .golangci.yml, nolint suppressions, selecting linters.
context-labs/whip
Golang project layouts and workspaces. An agent skill from context-labs/whip.
context-labs/whip
Golang package/module docs via godig, a pkg.go.dev API client (CLI + MCP) — APIs, symbols, versions, importers, licenses, vulnerabilities.
context-labs/whip
Golang testing with stretchr/testify — assert, require, mock, suite: assertions, mock expectations, argument matchers, suite lifecycle, Eventually, JSONEq.
context-labs/whip
CI/CD with GitHub Actions for Golang — testing, linting, SAST, security scanning, coverage, Dependabot, Renovate, GoReleaser, release pipelines.
context-labs/whip
Golang data structures — slices/maps internals (capacity growth, preallocation, hash buckets), slices/maps packages, container/list/heap/ring, strings.Builder vs bytes.Buffer, generic collections…
Categories
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.
Golang Samber Mo fits situations like: tasks that involve Type safety; tasks that involve Error handling.
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.
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.
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.
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..
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.
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.
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.
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.
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.
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.