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General method for building out AppleAccelerate.jl's coverage of the Apple Accelerate framework — for capabilities that do NOT exist yet as well as fixing ones that do.
Custom licenceAuto-check passed
Install Accelerate Wrapper
$ npx skills add JuliaLinearAlgebra/AppleAccelerate.jl --skill accelerate-wrapper -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install JuliaLinearAlgebra/AppleAccelerate.jl accelerate-wrapper --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/JuliaLinearAlgebra/AppleAccelerate.jl.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/accelerate-wrapper .claude/skills/accelerate-wrapper && 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 "accelerate-wrapper" agent skill from https://github.com/JuliaLinearAlgebra/AppleAccelerate.jl/tree/master/.claude/skills/accelerate-wrapper into .claude/skills/accelerate-wrapper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "accelerate-wrapper", 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/JuliaLinearAlgebra/AppleAccelerate.jl/tree/master/.claude/skills/accelerate-wrapperType 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 JuliaLinearAlgebra/AppleAccelerate.jl --skill accelerate-wrapper -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install JuliaLinearAlgebra/AppleAccelerate.jl accelerate-wrapper --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/JuliaLinearAlgebra/AppleAccelerate.jl.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/accelerate-wrapper .agents/skills/accelerate-wrapper && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "accelerate-wrapper" agent skill from https://github.com/JuliaLinearAlgebra/AppleAccelerate.jl/tree/master/.claude/skills/accelerate-wrapper into .agents/skills/accelerate-wrapper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "accelerate-wrapper", 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 JuliaLinearAlgebra/AppleAccelerate.jl --skill accelerate-wrapper -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install JuliaLinearAlgebra/AppleAccelerate.jl accelerate-wrapper --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/JuliaLinearAlgebra/AppleAccelerate.jl.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/accelerate-wrapper .cursor/skills/accelerate-wrapper && 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 "accelerate-wrapper" agent skill from https://github.com/JuliaLinearAlgebra/AppleAccelerate.jl/tree/master/.claude/skills/accelerate-wrapper into .cursor/skills/accelerate-wrapper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "accelerate-wrapper", 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/JuliaLinearAlgebra/AppleAccelerate.jl.git --path .claude/skills/accelerate-wrapper--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 JuliaLinearAlgebra/AppleAccelerate.jl --skill accelerate-wrapper -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install JuliaLinearAlgebra/AppleAccelerate.jl accelerate-wrapper --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/JuliaLinearAlgebra/AppleAccelerate.jl.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/accelerate-wrapper .gemini/skills/accelerate-wrapper && 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 "accelerate-wrapper" agent skill from https://github.com/JuliaLinearAlgebra/AppleAccelerate.jl/tree/master/.claude/skills/accelerate-wrapper into .gemini/skills/accelerate-wrapper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "accelerate-wrapper", 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 JuliaLinearAlgebra/AppleAccelerate.jl accelerate-wrapperInstalls 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 JuliaLinearAlgebra/AppleAccelerate.jl --skill accelerate-wrapper -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/JuliaLinearAlgebra/AppleAccelerate.jl.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/accelerate-wrapper .github/skills/accelerate-wrapper && 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 "accelerate-wrapper" agent skill from https://github.com/JuliaLinearAlgebra/AppleAccelerate.jl/tree/master/.claude/skills/accelerate-wrapper into .github/skills/accelerate-wrapper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "accelerate-wrapper", 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 JuliaLinearAlgebra/AppleAccelerate.jl --skill accelerate-wrapper -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install JuliaLinearAlgebra/AppleAccelerate.jl accelerate-wrapper --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/JuliaLinearAlgebra/AppleAccelerate.jl.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/accelerate-wrapper .opencode/skills/accelerate-wrapper && 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 "accelerate-wrapper" agent skill from https://github.com/JuliaLinearAlgebra/AppleAccelerate.jl/tree/master/.claude/skills/accelerate-wrapper into .opencode/skills/accelerate-wrapper/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "accelerate-wrapper", 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.
Facts
- Skill name
accelerate-wrapper- GitHub stars
- 127
- Token cost
- ~4.2k tokens
- SKILL.md length
- 1,864 words
- Files
- 1
- Skills in repo
- 1
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
General method for building out AppleAccelerate.jl's coverage of the Apple Accelerate framework — for capabilities that do NOT exist yet as well as fixing ones that do.
- Works in 6 steps: Scan the surface → Generate / extend the FFI bindings → Derive the idiomatic API from the… → …
- Adding new wrapped functions
- SKILL.md covers The two layers, Phase 1 — Scan the surface, Phase 2 — Generate / extend… and Phase 3 — Derive the idiomatic…, plus 5 more sections
- Calls xcrun
What it does
Accelerate Wrapper is an agent skill from JuliaLinearAlgebra/AppleAccelerate.jl. General method for building out AppleAccelerate.jl's coverage of the Apple Accelerate framework — for capabilities that do NOT exist yet as well as fixing ones that do. Given any Accelerate C symbol (vDSP, vForce, libSparse, BNNS, Quadrature, or a subframework not yet in scope), it takes you from scanning the header surface → generating the FFI binding → deriving a correct idiomatic Julian API from the C signature → cross-validated tests → docs → benchmarks, as one coherent pipeline. Use for adding new wrapped…
Its SKILL.md is about 4.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It works with macOS. The repository describes itself as: Julia interface to the macOS Accelerate framework.
When your agent uses it
- Adding new wrapped functions
- Whole new API families
- Auditing coverage
- Fixing correctness / memory-safety bugs in any wrapper
Example prompts
- “/accelerate-wrapper”
Requirements
- Python 3
Workflow steps
6 steps, taken from the step headings in SKILL.md.
- Scan the surface
- Generate / extend the FFI bindings
- Derive the idiomatic API from the archetype
- Test: cross-validate against an independent package
- Document
- Benchmark
What it can do on your machine
Read from SKILL.md and the folder at commit 0b63e51. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
xcrun
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.
Context cost
Accelerate Wrapper loads about 4.2k tokens when it runs. Until then it costs about 162 tokens; SKILL.md has 1,864 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.
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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,864 words (~4,172 tokens).
“This is a method, not a catalog. It works for a function whose family already has wrappers and for the first wrapper of a brand-new subframework. The existing modules are worked examples of a few archetypes — identify which archetype…”
- name
- accelerate-wrapper
Files
Just SKILL.md in .claude/skills/accelerate-wrapper of JuliaLinearAlgebra/AppleAccelerate.jl.
Open the folder on GitHubat commit 0b63e51
Compare with similar skills
Accelerate Wrapper 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 |
|---|---|---|---|---|---|---|
| Accelerate Wrapper this skillJuliaLinearAlgebra/AppleAccelerate.jl | 127 | — | ~4.2k | Automated safety check: Pass | Custom licence | |
| Site ArchitectureAvdLee/RocketSimApp | 804 | 11 repos | ~3.3k | Automated safety check: Pass | Custom licence | |
| Engine Whats Newflutter/flutter | 179k | — | ~978 | Automated safety check: Pass | BSD-3-Clause | |
| macOS Spm App PackagingDimillian/Skills | 4k | 5 repos | ~1.2k | Automated safety check: Pass | MIT | |
| Openclaw Live Updateropenclaw/openclaw | 392k | — | ~3.7k | Automated safety check: Pass | MIT | |
| Orca iOS Simulator Controlstablyai/orca | 88k | 1 repos | ~584 | Automated safety check: Pass | Apache-2.0 |
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Maintain the canonical live OpenClaw main checkout, macOS LaunchAgent-managed Gateway, local macOS app, exact-head main CI, and recurring full release validation.
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Questions about Accelerate Wrapper
What does Accelerate Wrapper do?
General method for building out AppleAccelerate.jl's coverage of the Apple Accelerate framework — for capabilities that do NOT exist yet as well as fixing ones that do. jl.jl's coverage of the Apple Accelerate framework — for capabilities that do NOT exist yet as well as fixing ones that do.
When should I use Accelerate Wrapper?
Accelerate Wrapper fits situations like: adding new wrapped functions; whole new API families; auditing coverage; fixing correctness / memory-safety bugs in any wrapper.
How do I install Accelerate Wrapper in Claude Code?
Run `npx skills add JuliaLinearAlgebra/AppleAccelerate.jl --skill accelerate-wrapper -a claude-code`. Or copy the skill folder (.claude/skills/accelerate-wrapper in JuliaLinearAlgebra/AppleAccelerate.jl) into .claude/skills/accelerate-wrapper in your project. Claude Code loads it when a task matches its description.
How do I install Accelerate Wrapper in Codex?
Run `npx skills add JuliaLinearAlgebra/AppleAccelerate.jl --skill accelerate-wrapper -a codex`. Or copy the skill folder (.claude/skills/accelerate-wrapper in JuliaLinearAlgebra/AppleAccelerate.jl) into .agents/skills/accelerate-wrapper in your project. Codex loads it when a task matches its description.
Can I use Accelerate Wrapper 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 JuliaLinearAlgebra/AppleAccelerate.jl --skill accelerate-wrapper -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/accelerate-wrapper, .gemini/skills/accelerate-wrapper, .github/skills/accelerate-wrapper and .opencode/skills/accelerate-wrapper in your project.
What does Accelerate Wrapper need to run?
Going by SKILL.md and its folder, Accelerate Wrapper needs the command-line tools its instructions call (xcrun). Our summary lists: Python 3.
Does Accelerate Wrapper 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 Accelerate Wrapper 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 Accelerate Wrapper use?
Accelerate Wrapper has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Accelerate Wrapper use?
About 4.2k 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.
What are the alternatives to Accelerate Wrapper?
Skills that share tags, products or a category with Accelerate Wrapper: Site Architecture (AvdLee/RocketSimApp, 804 stars), Engine Whats New (flutter/flutter, 179k stars), macOS Spm App Packaging (Dimillian/Skills, 4k stars) and Openclaw Live Updater (openclaw/openclaw, 392k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Accelerate Wrapper?
JuliaLinearAlgebra (a GitHub organization) maintains it in JuliaLinearAlgebra/AppleAccelerate.jl, which has 127 GitHub stars. The repository was last updated on October 7, 2026.
Source: JuliaLinearAlgebra/AppleAccelerate.jl on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.