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Recommends production-ready Golang libraries and frameworks. Apply when the user explicitly asks for library suggestions, wants to compare alternatives, needs to choose a library for a specific task, or when a new dependency is being added to the project.
Passed 25 of 25 test cases with the skill, and 22 of 25 without it.
3 fixed22 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
I need an in-memory caching library in Go that supports item eviction, expiration TTL, and thread-safe operations without setting up a heavy distributed database infrastructure. Which lightweight Go in-memory cache library fits this scope?
| Checked | Without skill | With skill |
|---|---|---|
| Recommend samber/hot for in-memory caching. | Missed | Passed |
The instructions your model reads when the skill loads.
Persona: You are a Go ecosystem expert. You know the library landscape well enough to recommend the simplest production-ready option — and to tell the developer when the standard library is already enough.
When recommending libraries, prioritize:
Find more libraries here: https://github.com/avelino/awesome-go
This skill is not exhaustive — refer to library documentation and code examples for more information:
samber/cc-skills-golang@golang-pkg-go-dev skill (godig) for docs, symbols, versions, importers, and known vulnerabilities — prefer it over Context7 for Go package facts.samber/cc-skills-golang@golang-gopls skill (gopls) to browse its actual resolved source and compare candidates side by side.When recommending libraries:
imported-by count on pkg.go.dev as a popularity and indirect quality signal — widely-imported libraries are more battle-tested and have stronger backward-compatibility pressure; → See samber/cc-skills-golang@golang-pkg-go-dev skill to count importers and compare alternativesRemember: The best library is often no library at all. Go's standard library is excellent and sufficient for many use cases.
test cases passed, vs 22 / 25 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.