writing-go
Idiomatic Go 1.25+ development. Use when writing Go code, designing APIs, discussing Go patterns, or reviewing Go implementations. Emphasizes stdlib, concrete types, simple error handling, and minimal dependencies.
What this skill does
# Go Development (1.25+)
## Core Principles
- **Stdlib first**: External deps only when justified
- **Concrete types**: Define interfaces at consumer, return structs
- **Composition**: Over inheritance, always
- **Fail fast**: Clear errors with context
- **Simple**: The obvious solution is usually correct
## Quick Patterns
### Error Handling
```go
if err := doThing(); err != nil {
return fmt.Errorf("do thing: %w", err)
}
```
### Struct with Options
```go
type Server struct {
addr string
timeout time.Duration
}
func NewServer(addr string, opts ...Option) *Server {
s := &Server{addr: addr, timeout: 30 * time.Second}
for _, opt := range opts {
opt(s)
}
return s
}
```
### Table-Driven Tests
```go
tests := []struct {
name string
input string
want string
wantErr bool
}{
{"valid", "hello", "HELLO", false},
{"empty", "", "", true},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
got, err := Process(tt.input)
if tt.wantErr {
require.Error(t, err)
return
}
require.NoError(t, err)
assert.Equal(t, tt.want, got)
})
}
```
## Go 1.25 Features
- **testing/synctest**: Deterministic concurrent testing with simulated clock
- **encoding/json/v2**: Experimental, 3-10x faster (GOEXPERIMENT=jsonv2)
- **runtime/trace.FlightRecorder**: Production trace capture on-demand
- **Container-aware GOMAXPROCS**: Auto-detects cgroup limits
- **GreenTea GC**: Experimental, lower latency (GOEXPERIMENT=greenteagc)
## References
- [PATTERNS.md](PATTERNS.md) - Detailed code patterns
- [TESTING.md](TESTING.md) - Testing strategies with testify/mockery
- [CLI.md](CLI.md) - CLI application patterns
## Tooling
```bash
go build ./... # Build
go test -race ./... # Test with race detector
golangci-lint run # Lint
mockery --all # Generate mocks
```
---
## Gotchas
- **`nil` channel sends/receives block forever; closed channel receives return zero value immediately** — `select` with a nil channel case disables that case, useful pattern but easy to do accidentally.
- **`defer` captures arguments at the call site, not at execution** — `defer fmt.Println(time.Now())` captures NOW, not the deferred time.
- **Pre-Go 1.22 for-loop variable capture closures over ONE variable across all iterations** — the goroutine-in-loop bug. Go 1.22 changed semantics; old habits create subtle bugs in mixed-version code.
- **`errors.Is` walks `Unwrap()` chains, BUT if a wrapped error implements `Is(target error) bool` itself, that custom Is wins over walking** — confusing when migrating from xerrors.
- **`sync.Pool` items can be GC'd between `Get` and the next `Put`** — never rely on a Pool to retain state.
Related in Writing & Docs
jax-development
IncludedUse this skill when the user is writing, debugging, profiling, refactoring, reviewing, benchmarking, parallelising, exporting, or explaining JAX code, or when they mention JAX, jax.numpy, jit, grad, value_and_grad, vmap, scan, lax, random keys, pytrees, jax.Array, sharding, Mesh, PartitionSpec, NamedSharding, pmap, shard_map, Pallas, XLA, StableHLO, checkify, profiler, or the JAX repo. It helps turn NumPy or PyTorch-style code into pure functional JAX, fix tracer/control-flow/shape/PRNG bugs, remove recompiles and host-device syncs, choose transforms and sharding strategies, inspect jaxpr/lowering/IR, and benchmark compiled code correctly.
nature-article-writer
IncludedDrafts, rewrites, diagnostically critiques, and style-calibrates primary research manuscripts for Nature and Nature Portfolio journals. Use when the user wants a Nature-style title, summary paragraph or abstract, introduction, results, discussion, methods, figure legends, presubmission enquiry, cover letter, reviewer response, or when a scientific draft sounds generic, jargon-heavy, structurally weak, or AI-ish and needs precise, broad-reader-friendly prose without inventing data, analyses, or references. Best for primary research articles and letters rather than reviews or press releases unless explicitly adapting one.
deckrd
IncludedDocument-driven framework that derives requirements, specifications, implementation plans, and executable tasks from goals through structured AI dialogue. Use when user says "write requirements", "create spec", "plan implementation", "derive tasks", "structure this feature", "break down into tasks", or "document this module". Also use for reverse engineering existing code into docs (/deckrd rev). Do NOT use for direct code writing — use /deckrd-coder after tasks are generated. Do NOT use when the user only wants to run or fix existing code without planning.
clinical-decision-support
IncludedGenerate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelines with decision algorithms). Supports GRADE evidence grading, statistical analysis (hazard ratios, survival curves, waterfall plots), biomarker integration, and regulatory compliance. Outputs publication-ready LaTeX/PDF format optimized for drug development, clinical research, and evidence synthesis.
handling-sf-data
IncludedSalesforce data operations with 130-point scoring. Use this skill to create, update, delete, bulk import/export, generate test data, and clean up org records using sf CLI and anonymous Apex. TRIGGER when: user creates test data, performs bulk import/export, uses sf data CLI commands, needs data factory patterns for Apex tests, or needs to seed/clean records in a Salesforce org. DO NOT TRIGGER when: SOQL query writing only (use querying-soql), Apex test execution (use running-apex-tests), or metadata deployment (use deploying-metadata).
accelint-ac-to-playwright
IncludedConvert and validate acceptance criteria for Playwright test automation. Use when user asks to (1) review/evaluate/check if AC are ready for automation, (2) assess if AC can be converted as-is, (3) validate AC quality for Playwright, (4) turn AC into tests, (5) generate tests from acceptance criteria, (6) convert .md bullets or .feature Gherkin files to Playwright specs, (7) create test automation from requirements. Handles both bullet-style markdown and Gherkin syntax with JSON test plan generation and validation.