Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/muratmirgun/gophersnpx agentmods add skills/muratmirgun/gophers/go-genericsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/muratmirgun/gophers/go-generics)<a href="https://agentmods.dev/skills/muratmirgun/gophers/go-generics"><img src="https://agentmods.dev/badge/skills/muratmirgun/gophers/go-generics.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00073 | $0.01612 |
| Opus 5 | $0.00036 | $0.00806 |
| Sonnet 5 | $0.00015 | $0.00322 |
| Haiku 4.5 | $0.00007 | $0.00161 |
Grade A, and why
go-generics scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 183 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Go Generics
Generics are a powerful but easy-to-misuse feature. The Go answer is pragmatic: write concrete code first, then generalize only when you have a real second caller.
Core Rules
- Write concrete first. Reach for generics only when a second type actually needs the same logic.
- If an interface already models the behavior, use the interface. Don't pile type parameters on top.
- Prefer standard constraints (
comparable,cmp.Ordered,any) over hand-rolled unions. - Don't over-constrain.
comparableis usually enough; the narrower the constraint, the fewer callers benefit. - Name type parameters with a single uppercase letter (
T,K,V,E) unless a longer name genuinely helps. - Don't use generics for interface satisfaction.
func F[T io.Reader](r T)is justfunc F(r io.Reader). - Don't wrap stdlib containers "for generic convenience" unless you eliminate real duplication.
Decision Flow
Multiple types need the same logic?
├─ No → concrete type
├─ Yes → do they share a useful interface?
│ ├─ Yes → use the interface
│ └─ No → use generics
When NOT to Use Generics
// Premature: only ever called with int
func Sum[T constraints.Integer | constraints.Float](xs []T) T {
var t T
for _, x := range xs { t += x }
return t
}
// Better
func SumInts(xs []int) int {
var t int
for _, x := range xs { t += x }
return t
}
"Write code, don't design types." — Griesemer & Taylor
When Generics Pay Off
- A library function the standard library would have written generically:
slices.Index,maps.Keys,slices.SortFunc. - Concurrent-safe data structures (typed sets, ordered maps) where boxing into
anywould be both ugly and slow. - Map/Reduce-style helpers that genuinely apply to many element types.
Type Parameter Naming
| Name | Typical use |
|---|---|
T |
General element / first type |
K |
Map key |
V |
Map value |
E |
Element of a collection |
R |
Result of a transform |
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 8d ago First seen · 183 lines · 73 tokens per session scan A 45a2640fafec
go-generics is a skill published in the GitHub repository muratmirgun/gophers (8 stars, last pushed 27d ago), licensed MIT. It adds 73 tokens to every session and 1,612 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other skills, from other repositories
go
Use when writing Go services, CLIs, or libraries. Covers idiomatic error wrapping, goroutine and context discipline, interface design, table-driven tests, and the race detector.
golang-pro
Implements concurrent Go patterns using goroutines and channels, designs and builds microservices with gRPC or REST, optimizes Go application performance with pprof, and enforces idiomatic Go with generics, interfaces, and robust error handling. Use when building Go applications requiring concurrent programming…
developing-genkit-go
Develop AI-powered applications using Genkit in Go. Use when the user asks to build AI features, agents, flows, or tools in Go using Genkit, or when working with Genkit Go code involving generation, prompts, streaming, tool calling, or model providers.
programming
Applies strict, modern language practice (typed errors, exhaustive match, TDD) for Python, Rust, TypeScript, and Go. Use for work on .py, .rs, .ts, or .go files.
authoring-go-sdk-tasks
Writes Airflow task logic in Go using the Airflow Go SDK. Use when the user wants to implement Airflow tasks in Go, asks about BundleProvider/RegisterDags, the bundlev1 Registry/Dag interfaces, registering Go tasks (AddTask/AddTaskWithName), dependency injection by parameter type (context.Context, sdk.TIRunContext…
deploying-go-sdk-bundles
Builds, packs, and deploys compiled Airflow Go SDK bundles so the ExecutableCoordinator can run them. Use when the user wants to compile a Go task bundle, asks about go build, go tool airflow-go-pack, the AFBNDL01 self-contained executable bundle, packing or inspecting a bundle, placing it under executablesroot…