Agent skill

Golang Testing

by context-labs in context-labs/whip

Production-ready Golang tests — table-driven, testify suites/mocks, parallel tests, fuzzing, fixtures, goleak leak detection, snapshots, coverage, integration tests.

MITAuto-check passedTesting & QA

Install Golang Testing

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

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

GitHub CLI
$ gh skill install context-labs/whip golang-testing --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-testing .claude/skills/golang-testing && 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-testing
GitHub stars
1.1k
Token cost
~4.4k tokens
SKILL.md length
1,265 words
Files
6 (incl. references)
Skills in repo
40
Repo updated
First seen
Licence
MIT

At a glance

Production-ready Golang tests — table-driven, testify suites/mocks, parallel tests, fuzzing, fixtures, goleak leak detection, snapshots, coverage, integration tests.

  • Works in 12 steps: Table-driven tests MUST use named… → Integration tests MUST use build tags… → Tests MUST NOT depend on execution order… → …
  • Writing/reviewing Go tests
  • SKILL.md covers Best Practices Summary, Test Structure and Organization, Table-Driven Tests and Common Pitfall: Assert Scope…, plus 15 more sections
  • Calls go

What it does

Golang Testing is an agent skill from context-labs/whip. Production-ready Golang tests — table-driven, testify suites/mocks, parallel tests, fuzzing, fixtures, goleak leak detection, snapshots, coverage, integration tests. Use when writing/reviewing Go tests, choosing an approach, test CI, or debugging flakes. Testify: golang-stretchr-testify.

Its SKILL.md is about 4.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including reference files (for example `evals/evals.json`, `references/helpers.md` and `references/http-testing.md`). Compatibility notes: Designed for Claude Code, Codex or similar harness, and for projects using Golang.

It sits in Testing & QA, covering Integration testing and Fuzzing. It works with Go. 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

  • Writing/reviewing Go tests
  • Choosing an approach
  • Debugging flakes

Example prompts

  • “/golang-testing”

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, Bash(gotests:*), AskUserQuestion

Workflow steps

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

  1. Table-driven tests MUST use named subtests -- every test case needs a name field passed to t.Run
  2. Integration tests MUST use build tags (//go:build integration) to separate from unit tests
  3. Tests MUST NOT depend on execution order -- each test MUST be independently runnable
  4. Independent tests SHOULD use t.Parallel() when possible
  5. NEVER test implementation details -- test observable behavior and public API contracts
  6. Packages with goroutines SHOULD use goleak.VerifyTestMain in TestMain to detect goroutine leaks
  7. Use testify as helpers, not a replacement for standard library
  8. Mock interfaces, not concrete types
  9. Keep unit tests fast (< 1ms), use build tags for integration tests
  10. Run tests with race detection in CI
  11. Include examples as executable documentation
  12. Test files MUST be named after the source file under test, not after the function or method being tested

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
    • Bash(gotests:*)

    …and 1 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

    No URLs in SKILL.md.

    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 Testing loads about 4.4k tokens when it runs, and up to ~7.4k if it reads all its reference files. Until then it costs about 76 tokens; SKILL.md has 1,265 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~76
When it runs · the whole SKILL.md, loaded when a task matches
~4.4k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~7.4k

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). 1,265 words, ~4,365 tokens.

Download SKILL.mdSave it as .claude/skills/golang-testing/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.
name
golang-testing
description
Production-ready Golang tests — table-driven, testify suites/mocks, parallel tests, fuzzing, fixtures, goleak leak detection, snapshots, coverage, integration tests. Use when writing/reviewing Go tests, choosing an approach, test CI, or debugging flakes. Testify: golang-stretchr-testify.
allowed-tools
Read, Edit, Write, Glob, Grep, Bash(go:*), Bash(golangci-lint:*), Bash(git:*), Agent, Bash(gotests:*), AskUserQuestion
compatibility
Designed for Claude Code, Codex or similar harness, and for projects using Golang.
user-invocable
true
license
MIT
metadata.author
samber
metadata.version
1.3.0
paths
**/*.go

Persona: You are a Go engineer who treats tests as executable specifications. You write tests to constrain behavior, not to hit coverage targets.

Thinking mode: Reason as thoroughly as possible for test strategy design and failure analysis — shallow reasoning misses edge cases and produces brittle tests that pass today but break tomorrow. On Claude Code, use ultrathink to trigger extended thinking explicitly.

Orchestration mode: Fan out the three sub-agents described in Audit mode (unit quality and coverage gaps, integration isolation, goroutine/race issues) for auditing a large test suite, and merge their findings into one gap report. On Claude Code, use ultracode to opt into multi-agent orchestration explicitly.

Modes:

  • Write mode — generating new tests for existing or new code. Work sequentially through the code under test; use gotests to scaffold table-driven tests, then enrich with edge cases and error paths.
  • Review mode — reviewing a PR's test changes. Focus on the diff: check coverage of new behaviour, assertion quality, table-driven structure, and absence of flakiness patterns. Sequential.
  • Audit mode — auditing an existing test suite for gaps, flakiness, or bad patterns (order-dependent tests, missing t.Parallel(), implementation-detail coupling). Launch up to 3 parallel sub-agents split by concern: (1) unit test quality and coverage gaps, (2) integration test isolation and build tags, (3) goroutine leaks and race conditions.
  • Debug mode — a test is failing or flaky. Work sequentially: reproduce reliably, isolate the failing assertion, trace the root cause in production code or test setup.

Community default. A company skill that explicitly supersedes samber/cc-skills-golang@golang-testing skill takes precedence.

Dependencies:

  • gotests: go install github.com/cweill/gotests/gotests@latest

Go Testing Best Practices

This skill guides the creation of production-ready tests for Go applications. Follow these principles to write maintainable, fast, and reliable tests.

Best Practices Summary

  1. Table-driven tests MUST use named subtests -- every test case needs a name field passed to t.Run
  2. Integration tests MUST use build tags (//go:build integration) to separate from unit tests
  3. Tests MUST NOT depend on execution order -- each test MUST be independently runnable
  4. Independent tests SHOULD use t.Parallel() when possible
  5. NEVER test implementation details -- test observable behavior and public API contracts
  6. Packages with goroutines SHOULD use goleak.VerifyTestMain in TestMain to detect goroutine leaks
  7. Use testify as helpers, not a replacement for standard library
  8. Mock interfaces, not concrete types
  9. Keep unit tests fast (< 1ms), use build tags for integration tests
  10. Run tests with race detection in CI
  11. Include examples as executable documentation
  12. Test files MUST be named after the source file under test, not after the function or method being tested
  13. Test functions SHOULD appear in the same order as the functions/methods they test in the source file

Test Structure and Organization

File Conventions
go
// package_test.go - tests in same package (white-box, access unexported)
package mypackage

// mypackage_test.go - tests in test package (black-box, public API only)
package mypackage_test

Name the test file after the source file it tests, not after the function or method under test. Go's convention is one test file per source file (foo.go -> foo_test.go), because tools (go test, coverage reports, IDE "jump to test" navigation, gotests) and reviewers all resolve tests by source file, not by symbol. A source file usually declares several functions/methods; splitting its tests by symbol name scatters them across many files and breaks that file-to-file mapping.

// ✓ Good — one test file per source file
helloworld.go       -> helloworld_test.go   // contains TestHelloWorld, TestAbcd, TestXyz, ...

// ✗ Bad — test file named after the function/method instead of the source file
helloworld.go       -> abcd_test.go         // wrong: should be helloworld_test.go

Exception: very large source files MAY be split into multiple _test.go files by concern (e.g. foo_test.go + foo_edgecases_test.go), but each split file's name MUST still be derived from the source file name, never from an individual function name. Prefer keeping a single _test.go file per source file even when it grows large — splitting adds navigation overhead and is rarely worth it; reach for the exception only when a single file becomes genuinely unwieldy to browse or review.

Within a test file, order test functions to match the order their tested functions/methods appear in the source file. A reader (human or agent) scrolling foo.go alongside foo_test.go can then find the matching test by position instead of searching; drift between the two orderings compounds every time either file grows.

Naming Conventions
go
func TestAdd(t *testing.T) { ... }               // function test
func TestMyStruct_MyMethod(t *testing.T) { ... } // method test
func BenchmarkAdd(b *testing.B) { ... }          // benchmark
func ExampleAdd() { ... }                        // example
func FuzzAdd(f *testing.F) { ... }               // fuzz test

Table-Driven Tests

Table-driven tests are the idiomatic Go way to test multiple scenarios. Always name each test case.

go
func TestCalculatePrice(t *testing.T) {
    tests := []struct {
        name     string
        quantity int
        unitPrice float64
        expected  float64
    }{
        {
            name:      "single item",
            quantity:  1,
            unitPrice: 10.0,
            expected:  10.0,
        },
        {
            name:      "bulk discount - 100 items",
            quantity:  100,
            unitPrice: 10.0,
            expected:  900.0, // 10% discount
        },
        {
            name:      "zero quantity",
            quantity:  0,
            unitPrice: 10.0,
            expected:  0.0,
        },
    }

    for _, tt := range tests {
        t.Run(tt.name, func(t *testing.T) {
            got := CalculatePrice(tt.quantity, tt.unitPrice)
            if got != tt.expected {
                t.Errorf("CalculatePrice(%d, %.2f) = %.2f, want %.2f",
                    tt.quantity, tt.unitPrice, got, tt.expected)
            }
        })
    }
}

Common Pitfall: Assert Scope Leaking into Subtests

Never create a testify assert/require instance in the parent test function and reuse it inside t.Run closures. assert.New(t) captures the exact *testing.T it was built with, so if that t belongs to the parent, every failure raised inside the subtest gets attributed to the parent test in go test output — the failing subtest itself still reports --- PASS, silently hiding which case broke. This happens whether or not the subtest calls t.Parallel().

go
// WRONG -- `is` is bound to the parent's t
func TestCalculatePrice(t *testing.T) {
    is := assert.New(t)
    for _, tt := range tests {
        t.Run(tt.name, func(t *testing.T) {
            is.Equal(tt.expected, CalculatePrice(tt.quantity, tt.unitPrice)) // misattributed on failure
        })
    }
}

// RIGHT -- each subtest builds its own instance from its own t
func TestCalculatePrice(t *testing.T) {
    for _, tt := range tests {
        t.Run(tt.name, func(t *testing.T) {
            is := assert.New(t)
            is.Equal(tt.expected, CalculatePrice(tt.quantity, tt.unitPrice))
        })
    }
}

Verify with a deliberately-broken case: if go test -v -run TestName shows --- FAIL: TestName but every --- PASS: TestName/subtest_name line still says PASS, the assert scope is leaking.

Show full SKILL.md (490 more words)Show less

Unit Tests

Unit tests should be fast (< 1ms), isolated (no external dependencies), and deterministic.

Testing HTTP Handlers

Use httptest for handler tests with table-driven patterns. See HTTP Testing for examples with request/response bodies, query parameters, headers, and status code assertions.

Goroutine Leak Detection with goleak

Use go.uber.org/goleak to detect leaking goroutines, especially for concurrent code:

go
import (
    "testing"
    "go.uber.org/goleak"
)

func TestMain(m *testing.M) {
    goleak.VerifyTestMain(m)
}

To exclude specific goroutine stacks (for known leaks or library goroutines):

go
func TestMain(m *testing.M) {
    goleak.VerifyTestMain(m,
        goleak.IgnoreCurrent(),
    )
}

Or per-test:

go
func TestWorkerPool(t *testing.T) {
    defer goleak.VerifyNone(t)
    // ... test code ...
}

testing/synctest for Deterministic Goroutine Testing

testing/synctest (Go 1.25+) provides deterministic tests for goroutines, timers, deadlines, and context cancellation. Time advances only when all goroutines are blocked, making ordering predictable.

When to use synctest instead of real time:

  • Testing concurrent code with time-based operations (time.Sleep, time.After, time.Ticker)
  • When race conditions need to be reproducible
  • When tests are flaky due to timing issues
go
import (
    "context"
    "testing"
    "testing/synctest"
    "time"
)

func TestContextTimeout(t *testing.T) {
    synctest.Test(t, func(t *testing.T) {
        const timeout = 5 * time.Second

        ctx, cancel := context.WithTimeout(t.Context(), timeout)
        defer cancel()

        time.Sleep(timeout - time.Nanosecond)
        synctest.Wait()
        if err := ctx.Err(); err != nil {
            t.Fatalf("before timeout: %v", err)
        }

        time.Sleep(time.Nanosecond)
        synctest.Wait()
        if err := ctx.Err(); err != context.DeadlineExceeded {
            t.Fatalf("after timeout: got %v, want DeadlineExceeded", err)
        }
    })
}

Use synctest.Test in Go 1.25+ and Go 1.26+. Do not use the old Go 1.24 experimental synctest.Run API in Go 1.25+ or Go 1.26+ code. If a module explicitly targets Go 1.24 and opts into GOEXPERIMENT=synctest, use the old API only as a compatibility fallback.

Key differences in synctest:

  • time.Sleep advances synthetic time instantly when the goroutine blocks
  • time.After fires when synthetic time reaches the duration
  • All goroutines run to blocking points before time advances
  • Test execution is deterministic and repeatable

Test Timeouts

For tests that may hang, use a timeout helper that panics with caller location. See Helpers.

Benchmarks

→ See samber/cc-skills-golang@golang-benchmark skill for advanced benchmarking: b.Loop() (Go 1.24+), benchstat, profiling from benchmarks, and CI regression detection.

Write benchmarks to measure performance and detect regressions:

go
func BenchmarkStringConcatenation(b *testing.B) {
    b.Run("plus-operator", func(b *testing.B) {
        for b.Loop() {
            result := "a" + "b" + "c"
            _ = result
        }
    })

    b.Run("strings.Builder", func(b *testing.B) {
        for b.Loop() {
            var builder strings.Builder
            builder.WriteString("a")
            builder.WriteString("b")
            builder.WriteString("c")
            _ = builder.String()
        }
    })
}

Benchmarks with different input sizes:

go
func BenchmarkFibonacci(b *testing.B) {
    sizes := []int{10, 20, 30}
    for _, size := range sizes {
        b.Run(fmt.Sprintf("n=%d", size), func(b *testing.B) {
            b.ReportAllocs()
            for b.Loop() {
                Fibonacci(size)
            }
        })
    }
}

For Go 1.24+, new benchmarks should use b.Loop(). Use legacy b.N loops only when the module targets Go <1.24 or when preserving old benchmark code intentionally.

Go 1.26+: test artifacts

When a test, benchmark, or fuzz target needs to persist files for inspection, use ArtifactDir() instead of ad-hoc paths or repo-local output.

go
func TestRenderGoldenArtifact(t *testing.T) {
    dir := t.ArtifactDir()

    out := filepath.Join(dir, "rendered.json")
    if err := os.WriteFile(out, renderedBytes, 0o644); err != nil {
        t.Fatal(err)
    }

    t.Logf("artifact written: %s", out)
}

Available on *testing.T, *testing.B, and *testing.F in Go 1.26+.

Parallel Tests

Use t.Parallel() to run tests concurrently:

go
func TestParallelOperations(t *testing.T) {
    tests := []struct {
        name string
        data []byte
    }{
        {"small data", make([]byte, 1024)},
        {"medium data", make([]byte, 1024*1024)},
    }

    for _, tt := range tests {
        t.Run(tt.name, func(t *testing.T) {
            t.Parallel()
            is := assert.New(t)

            result := Process(tt.data)
            is.NotNil(result)
        })
    }
}

Fuzzing

Use fuzzing to find edge cases and bugs:

go
func FuzzReverse(f *testing.F) {
    f.Add("hello")
    f.Add("")
    f.Add("a")

    f.Fuzz(func(t *testing.T, input string) {
        reversed := Reverse(input)
        doubleReversed := Reverse(reversed)
        if input != doubleReversed {
            t.Errorf("Reverse(Reverse(%q)) = %q, want %q", input, doubleReversed, input)
        }
    })
}

Examples as Documentation

Examples are executable documentation verified by go test:

go
func ExampleCalculatePrice() {
    price := CalculatePrice(100, 10.0)
    fmt.Printf("Price: %.2f\n", price)
    // Output: Price: 900.00
}

func ExampleCalculatePrice_singleItem() {
    price := CalculatePrice(1, 25.50)
    fmt.Printf("Price: %.2f\n", price)
    // Output: Price: 25.50
}

Code Coverage

bash
# Generate coverage file
go test -coverprofile=coverage.out ./...

# View coverage in HTML
go tool cover -html=coverage.out

# Coverage by function
go tool cover -func=coverage.out

# Total coverage percentage
go tool cover -func=coverage.out | grep total

Integration Tests

Use build tags to separate integration tests from unit tests:

go
//go:build integration

package mypackage

func TestDatabaseIntegration(t *testing.T) {
    db, err := sql.Open("postgres", os.Getenv("DATABASE_URL"))
    if err != nil {
        t.Fatal(err)
    }
    defer db.Close()

    // Test real database operations
}

Run integration tests separately:

bash
go test -tags=integration ./...

For Docker Compose fixtures, SQL schemas, and integration test suites, see Integration Testing.

Mocking

Mock interfaces, not concrete types. Define interfaces where consumed, then create mock implementations.

For mock patterns, test fixtures, and time mocking, see Mocking.

Enforce with Linters

Many test best practices are enforced automatically by linters: thelper, paralleltest, testifylint. See the samber/cc-skills-golang@golang-lint skill for configuration and usage.

Cross-References

  • -> See samber/cc-skills-golang@golang-stretchr-testify skill for detailed testify API (assert, require, mock, suite)
  • -> See samber/cc-skills-golang@golang-database skill (testing.md) for database integration test patterns
  • -> See samber/cc-skills-golang@golang-concurrency skill for goroutine leak detection with goleak
  • -> See samber/cc-skills-golang@golang-continuous-integration skill for CI test configuration and GitHub Actions workflows
  • -> See samber/cc-skills-golang@golang-lint skill for testifylint and paralleltest configuration
  • -> See samber/cc-skills-golang@golang-continuous-integration skill for automated AI-driven code review in CI using these guidelines

Quick Reference

bash
go test ./...                          # all tests
go test -run TestName ./...            # specific test by exact name
go test -run TestName/subtest ./...    # subtests within a test
go test -run 'Test(Add|Sub)' ./...     # multiple tests (regexp OR)
go test -run 'Test[A-Z]' ./...         # tests starting with capital letter
go test -run 'TestUser.*' ./...        # tests matching prefix
go test -run '.*Validation.*' ./...    # tests containing substring
go test -run TestName/. ./...          # all subtests of TestName
go test -run '/(unit|integration)' ./... # filter by subtest name
go test -race ./...                    # race detection
go test -cover ./...                   # coverage summary
go test -bench=. -benchmem ./...       # benchmarks
go test -fuzz=FuzzName ./...           # fuzzing
go test -tags=integration ./...        # integration tests

© 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 5 other files (references) in .agents/skills/golang-testing of context-labs/whip.

  • SKILL.md
  • evals/evals.json
  • references/helpers.md
  • references/http-testing.md
  • references/integration-testing.md
  • references/mocking.md

Open the folder on GitHubat commit 8876467

Compare with similar skills

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Works with

Categories

Questions about Golang Testing

What does Golang Testing do?

Production-ready Golang tests — table-driven, testify suites/mocks, parallel tests, fuzzing, fixtures, goleak leak detection, snapshots, coverage, integration tests. Golang Testing is an agent skill from context-labs/whip. Production-ready Golang tests — table-driven, testify suites/mocks, parallel tests, fuzzing, fixtures, goleak leak detection, snapshots, coverage, integration tests.

When should I use Golang Testing?

Golang Testing fits situations like: writing/reviewing Go tests; choosing an approach; debugging flakes.

How do I install Golang Testing in Claude Code?

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

How do I install Golang Testing in Codex?

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

Can I use Golang Testing 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-testing -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-testing, .gemini/skills/golang-testing, .github/skills/golang-testing and .opencode/skills/golang-testing in your project.

What does Golang Testing need to run?

Going by SKILL.md and its folder, Golang Testing 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, Bash(gotests:*), AskUserQuestion. Compatibility (from SKILL.md): Designed for Claude Code, Codex or similar harness, and for projects using Golang..

Does Golang Testing access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Golang Testing 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 Testing use?

Golang Testing 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 Testing use?

About 4.4k tokens (SKILL.md is roughly 17k 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 3k tokens, read only when the agent opens those files.

What are the alternatives to Golang Testing?

Skills that share tags, products or a category with Golang Testing: Golang Testing (unxed/f4, 241 stars), Go Redis Client Test Runner (redis/go-redis, 22k stars), Golang Testing (antoniopaya22/go-rest-template, 172 stars) and NIC Testing Patterns (nginx/kubernetes-ingress, 5.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Golang Testing?

context-labs (a GitHub organization) maintains it in context-labs/whip, which has 1,081 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.