Vercel Composition Patterns
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
A skill your agent uses when optimizing Go code, investigating slow performance, or writing performance-critical sections.
$ npx skills add cxuu/golang-skills --skill go-performance -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install cxuu/golang-skills go-performance --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/cxuu/golang-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/go-performance .claude/skills/go-performance && 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 "go-performance" agent skill from https://github.com/cxuu/golang-skills/tree/main/skills/go-performance into .claude/skills/go-performance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "go-performance", 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/cxuu/golang-skills/tree/main/skills/go-performanceType 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 cxuu/golang-skills --skill go-performance -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install cxuu/golang-skills go-performance --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cxuu/golang-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/go-performance .agents/skills/go-performance && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "go-performance" agent skill from https://github.com/cxuu/golang-skills/tree/main/skills/go-performance into .agents/skills/go-performance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "go-performance", 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 cxuu/golang-skills --skill go-performance -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install cxuu/golang-skills go-performance --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cxuu/golang-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/go-performance .cursor/skills/go-performance && 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 "go-performance" agent skill from https://github.com/cxuu/golang-skills/tree/main/skills/go-performance into .cursor/skills/go-performance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "go-performance", 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/cxuu/golang-skills.git --path skills/go-performance--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 cxuu/golang-skills --skill go-performance -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install cxuu/golang-skills go-performance --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cxuu/golang-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/go-performance .gemini/skills/go-performance && 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 "go-performance" agent skill from https://github.com/cxuu/golang-skills/tree/main/skills/go-performance into .gemini/skills/go-performance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "go-performance", 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 cxuu/golang-skills go-performanceInstalls 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 cxuu/golang-skills --skill go-performance -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/cxuu/golang-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/go-performance .github/skills/go-performance && 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 "go-performance" agent skill from https://github.com/cxuu/golang-skills/tree/main/skills/go-performance into .github/skills/go-performance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "go-performance", 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 cxuu/golang-skills --skill go-performance -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install cxuu/golang-skills go-performance --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cxuu/golang-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/go-performance .opencode/skills/go-performance && 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 "go-performance" agent skill from https://github.com/cxuu/golang-skills/tree/main/skills/go-performance into .opencode/skills/go-performance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "go-performance", 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.
go-performanceA skill your agent uses when optimizing Go code, investigating slow performance, or writing performance-critical sections.
Go Performance is an agent skill from cxuu/golang-skills. Use when optimizing Go code, investigating slow performance, or writing performance-critical sections. Also use when a user mentions slow Go code, string concatenation in loops, or asks about benchmarking, even if the user doesn't explicitly mention performance patterns. Does not cover concurrent performance patterns (see go-concurrency).
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including scripts and reference files (for example `references/BENCHMARKS.md`, `references/STRING-OPTIMIZATION.md` and `scripts/bench-compare.sh`).
It sits in Development. The repository describes itself as: AI Agent Skills for idiomatic, production-ready Go code, distilled from Google, Uber, Community. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit 91f0c2e. 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:
Bash(bash:*)From allowed-tools in the SKILL.md frontmatter.
Ships 1 file in scripts/ (Shell), which the agent can run.
Shell commands in SKILL.md call:
gobashFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From 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.
Go Performance loads about 1.3k tokens when it runs, and up to ~3.8k if it reads all its reference files. Until then it costs about 89 tokens; SKILL.md has 463 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); the scripts in this folder are not scanned.
The full file from cxuu/golang-skills at commit 91f0c2e, republished under its Apache-2.0 licence (© cxuu). 463 words, ~1,275 tokens.
.claude/skills/go-performance/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.scripts/bench-compare.sh - Run when comparing benchmark results, saving baselines, or producing JSON benchmark metadata.references/BENCHMARKS.md - Read when writing benchmarks, using benchstat, or profiling with pprof.references/STRING-OPTIMIZATION.md - Read when optimizing string conversion, concatenation, or byte/string boundaries.Performance-specific guidelines apply only to the hot path. Don't prematurely optimize—focus these patterns where they matter most.
When converting primitives to/from strings, strconv is faster than fmt:
s := strconv.Itoa(rand.Int()) // ~2x faster than fmt.Sprint()| Approach | Speed | Allocations |
|---|---|---|
fmt.Sprint | 143 ns/op | 2 allocs/op |
strconv.Itoa | 64.2 ns/op | 1 allocs/op |
Convert a fixed string to []byte once outside the loop:
data := []byte("Hello world")
for b.Loop() { // Go 1.24+; use b.N loops only for older Go
w.Write(data) // ~7x faster than []byte("...") each iteration
}Specify container capacity where possible to allocate memory up front. This minimizes subsequent allocations from copying and resizing as elements are added.
Provide capacity hints when initializing maps with make():
m := make(map[string]os.DirEntry, len(files))Note: Unlike slices, map capacity hints do not guarantee complete preemptive allocation—they approximate the number of hashmap buckets required.
Provide capacity hints when initializing slices with make(), particularly when appending:
data := make([]int, 0, size)Unlike maps, slice capacity is not a hint—the compiler allocates exactly that much memory. Subsequent append() operations incur zero allocations until capacity is reached.
| Approach | Time (100M iterations) |
|---|---|
| No capacity | 2.48s |
| With capacity | 0.21s |
The capacity version is ~12x faster due to zero reallocations during append.
Don't pass pointers as function arguments just to save a few bytes. If a function refers to its argument x only as *x throughout, then the argument shouldn't be a pointer.
func process(s string) { // not *string — strings are small fixed-size headers
fmt.Println(s)
}Common pass-by-value types: string, io.Reader, small structs.
Exceptions:
Choose the right strategy based on complexity:
| Method | Best For |
|---|---|
+ | Few strings, simple concat |
fmt.Sprintf | Formatted output with mixed types |
strings.Builder | Loop/piecemeal construction |
strings.Join | Joining a slice |
| Backtick literal | Constant multi-line text |
Always measure before and after optimizing. Use Go's built-in benchmark framework and profiling tools.
go test -bench=. -benchmem -count=10 ./...Validation: After applying optimizations, run
bash scripts/bench-compare.shto measure the actual impact. Only keep optimizations with measurable improvement.
| Pattern | Bad | Good | Improvement |
|---|---|---|---|
| Int to string | fmt.Sprint(n) | strconv.Itoa(n) | ~2x faster |
Repeated []byte | []byte("str") in loop | Convert once outside | ~7x faster |
| Map initialization | make(map[K]V) | make(map[K]V, size) | Fewer allocs |
| Slice initialization | make([]T, 0) | make([]T, 0, cap) | ~12x faster |
| Small fixed-size args | *string, *io.Reader | string, io.Reader | No indirection |
| Simple string join | s1 + " " + s2 | (already good) | Use + for few strings |
| Loop string build | Repeated += | strings.Builder | O(n) vs O(n²) |
make with capacity hints or initializing maps and slices© cxuu, Apache-2.0. 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 3 other files (scripts, references) in skills/go-performance of cxuu/golang-skills.
Open the folder on GitHubat commit 91f0c2e
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in cxuu/golang-skills, which our catalogue first saw on October 7, 2026.
Go Performance 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 |
|---|---|---|---|---|---|---|
| Go Performance this skillcxuu/golang-skills | 170 | 1 repos | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Vercel Composition Patternssupabase/supabase | 111k | 59 repos | ~726 | Automated safety check: Pass | MIT | |
| Finishing a Development Branchobra/superpowers | 296k | 5 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Typescript Advanced Typesrolling-scopes/rsschool-app | 10k | 25 repos | ~4.2k | Automated safety check: Pass | MPL-2.0 | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 5 repos | ~1.1k | Automated safety check: Pass | MIT |
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
obra/superpowers
Walks the last step of a branch: confirm tests pass, detect the git environment, ask how to integrate, carry out your choice and clean up the worktree.
rolling-scopes/rsschool-app
Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and utility types for building type-safe applications.
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
onyx-dot-app/onyx
Iteratively improves a PR (GitHub), MR (GitLab), or shelved changelist (Perforce) until Greptile gives it a 5/5 confidence score with zero unresolved comments.
cxuu/golang-skills
A skill your agent uses when writing, reviewing, or improving Go test code — including table-driven tests, subtests, parallel tests, test helpers, test doubles, and assertions with cmp.Diff.
cxuu/golang-skills
A skill your agent uses when reviewing Go code or checking code against community style standards.
cxuu/golang-skills
A skill your agent uses when writing or reviewing documentation for Go packages, types, functions, or methods.
cxuu/golang-skills
A skill your agent uses when writing Go code that returns, wraps, or handles errors — choosing between sentinel errors, custom types, and fmt.Errorf (%w vs %v), structuring error flow, or deciding…
cxuu/golang-skills
A skill your agent uses when defining or implementing Go interfaces, designing abstractions, creating mockable boundaries for testing, or composing types through embedding.
cxuu/golang-skills
A skill your agent uses when naming any Go identifier — packages, types, functions, methods, variables, constants, or receivers — to ensure idiomatic, clear names.
Categories
A skill your agent uses when optimizing Go code, investigating slow performance, or writing performance-critical sections. Go Performance is an agent skill from cxuu/golang-skills. Use when optimizing Go code, investigating slow performance, or writing performance-critical sections.
Go Performance fits situations like: optimizing Go code; investigating slow performance; writing performance-critical sections; A user mentions slow Go code.
Run `npx skills add cxuu/golang-skills --skill go-performance -a claude-code`. Or copy the skill folder (skills/go-performance in cxuu/golang-skills) into .claude/skills/go-performance in your project. Claude Code loads it when a task matches its description.
Run `npx skills add cxuu/golang-skills --skill go-performance -a codex`. Or copy the skill folder (skills/go-performance in cxuu/golang-skills) into .agents/skills/go-performance 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 cxuu/golang-skills --skill go-performance -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/go-performance, .gemini/skills/go-performance, .github/skills/go-performance and .opencode/skills/go-performance in your project.
Going by SKILL.md and its folder, Go Performance needs a shell for the scripts in its folder and the command-line tools its instructions call (go and bash). Our summary lists: A Bash shell. Its frontmatter pre-approves these tools: Bash(bash:*).
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.
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Go Performance is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.3k tokens (SKILL.md is roughly 5.1k 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 2.5k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Go Performance: Vercel Composition Patterns (supabase/supabase, 111k stars), Finishing a Development Branch (obra/superpowers, 296k stars), Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars) and PR Babysitter (openinterpreter/openinterpreter, 69k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
cxuu (a GitHub user) maintains it in cxuu/golang-skills, which has 170 GitHub stars. The repository holds 20 skills in this directory. The repository was last updated on June 20, 2026.
Source: cxuu/golang-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.