Code Review Checklist
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.
Speed up local parfor, parfeval, or spmd by switching to a thread-based parallel pool.
Install Matlab Use Thread Pool
$ npx skills add matlab/matlab-agentic-toolkit --skill matlab-use-thread-pool -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-use-thread-pool --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/matlab/matlab-agentic-toolkit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills-catalog/parallel-computing/matlab-use-thread-pool .claude/skills/matlab-use-thread-pool && 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 "matlab-use-thread-pool" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/parallel-computing/matlab-use-thread-pool into .claude/skills/matlab-use-thread-pool/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-use-thread-pool", 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/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/parallel-computing/matlab-use-thread-poolType 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 matlab/matlab-agentic-toolkit --skill matlab-use-thread-pool -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-use-thread-pool --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/matlab/matlab-agentic-toolkit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills-catalog/parallel-computing/matlab-use-thread-pool .agents/skills/matlab-use-thread-pool && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "matlab-use-thread-pool" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/parallel-computing/matlab-use-thread-pool into .agents/skills/matlab-use-thread-pool/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-use-thread-pool", 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 matlab/matlab-agentic-toolkit --skill matlab-use-thread-pool -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-use-thread-pool --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/matlab/matlab-agentic-toolkit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills-catalog/parallel-computing/matlab-use-thread-pool .cursor/skills/matlab-use-thread-pool && 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 "matlab-use-thread-pool" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/parallel-computing/matlab-use-thread-pool into .cursor/skills/matlab-use-thread-pool/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-use-thread-pool", 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/matlab/matlab-agentic-toolkit.git --path skills-catalog/parallel-computing/matlab-use-thread-pool--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 matlab/matlab-agentic-toolkit --skill matlab-use-thread-pool -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-use-thread-pool --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/matlab/matlab-agentic-toolkit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills-catalog/parallel-computing/matlab-use-thread-pool .gemini/skills/matlab-use-thread-pool && 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 "matlab-use-thread-pool" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/parallel-computing/matlab-use-thread-pool into .gemini/skills/matlab-use-thread-pool/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-use-thread-pool", 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 matlab/matlab-agentic-toolkit matlab-use-thread-poolInstalls 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 matlab/matlab-agentic-toolkit --skill matlab-use-thread-pool -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/matlab/matlab-agentic-toolkit.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills-catalog/parallel-computing/matlab-use-thread-pool .github/skills/matlab-use-thread-pool && 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 "matlab-use-thread-pool" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/parallel-computing/matlab-use-thread-pool into .github/skills/matlab-use-thread-pool/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-use-thread-pool", 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 matlab/matlab-agentic-toolkit --skill matlab-use-thread-pool -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-use-thread-pool --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/matlab/matlab-agentic-toolkit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills-catalog/parallel-computing/matlab-use-thread-pool .opencode/skills/matlab-use-thread-pool && 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 "matlab-use-thread-pool" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/parallel-computing/matlab-use-thread-pool into .opencode/skills/matlab-use-thread-pool/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-use-thread-pool", 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
matlab-use-thread-pool- GitHub stars
- 1.1k
- Token cost
- ~1.3k tokens
- SKILL.md length
- 547 words
- Files
- 2
- Skills in repo
- 142
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Speed up local parfor, parfeval, or spmd by switching to a thread-based parallel pool.
- Works in 3 steps: Try it on a thread pool. Don't scan the… → Read the diagnostic if it errors.… → Offer the persistent option if the user…
- A user describes slow
- SKILL.md covers When to Use, When NOT to Use, Workflow and What threads actually save, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Matlab Use Thread Pool is an agent skill from matlab/matlab-agentic-toolkit. Speed up local parfor, parfeval, or spmd by switching to a thread-based parallel pool. Trigger when a user describes slow or disappointing local parallel performance, even if they don't mention threads. Symptoms: parfor on a laptop/workstation is slower than expected or "only slightly faster than for"; parfor scales poorly with the number of workers; ticBytes/tocBytes, the Parallel Pool dashboard, mpiprofile, or system tools show large per-worker data transfer; large broadcast variables or sliced inputs make…
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `manifest.yaml`). Compatibility notes: =R2020a
It sits in Development, covering Performance optimization. The repository describes itself as: The MATLAB Agentic Toolkit brings proven MATLAB capabilities to AI agents, making engineering and scientific workflows agent-ready.
When your agent uses it
- A user describes slow
- Disappointing local parallel performance
- Even if they dont mention threads
- Any question about whether code
Example prompts
- “only slightly faster than for”
- “/matlab-use-thread-pool”
Requirements
- Compatibility (from SKILL.md): >=R2020a
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Try it on a thread pool. Don't scan the code first -- just run
- Read the diagnostic if it errors. Unsupported features fail
- Offer the persistent option if the user wants to use a thread
What it can do on your machine
Read from SKILL.md and the folder at commit 59dfd92. 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
No scripts in the folder and no shell commands in SKILL.md (its code samples are matlab).
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.
Compatibility
>=R2020a
From compatibility in the SKILL.md frontmatter.
Context cost
Matlab Use Thread Pool loads about 1.3k tokens when it runs. Until then it costs about 216 tokens; SKILL.md has 547 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 547 words (~1,269 tokens).
“Recommend starting a thread pool using parpool("Threads") instead of using the default process-based pool to speed up local parfor / parfeval / spmd code.”
- name
- matlab-use-thread-pool
- compatibility
- >=R2020a
- license
- https://www.mathworks.com/content/dam/mathworks/license/pmrl/license.md
- metadata.author
- MathWorks
- metadata.version
- 1.0
Files
SKILL.md and 1 other file in skills-catalog/parallel-computing/matlab-use-thread-pool of matlab/matlab-agentic-toolkit.
- SKILL.md
- manifest.yaml
Open the folder on GitHubat commit 59dfd92
Compare with similar skills
Matlab Use Thread Pool 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 |
|---|---|---|---|---|---|---|
| Matlab Use Thread Pool this skillmatlab/matlab-agentic-toolkit | 1.1k | — | ~1.3k | Automated safety check: Pass | Custom licence | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 5 repos | ~1.1k | Automated safety check: Pass | MIT | |
| LLM Torch Profiler Analysissgl-project/sglang | 37k | 2 repos | ~6.4k | Automated safety check: Pass | Apache-2.0 | |
| Pycrazyguitar/pysheeet | 8.2k | — | ~886 | Automated safety check: Pass | MIT | |
| Cmux Debugging Guidemanaflow-ai/cmux | 28k | 1 repos | ~1.1k | Automated safety check: Pass | Custom licence | |
| Electron Heap Snapshot Analysiskeybase/client | 9.3k | — | ~875 | Automated safety check: Pass | BSD-3-Clause |
Similar skills
LLM Torch Profiler Analysis
sgl-project/sglang
Unified LLM torch-profiler triage skill for sglang, vllm, TensorRT-LLM, and TokenSpeed.
Py
crazyguitar/pysheeet
Comprehensive Python programming reference covering syntax, concurrency, networking, databases, ML/LLM development, and HPC.
Cmux Debugging Guide
manaflow-ai/cmux
Covers debug logging, the Debug menu, profiling rules and runtime pitfalls for working on the cmux macOS terminal app.
Electron Heap Snapshot Analysis
keybase/client
Analyzes V8, Chrome and Electron .heapsnapshot files with Node scripts to find memory leaks, detached DOM nodes and the retainer paths that keep objects alive.
Caffeine Cache Optimization Experiments
ben-manes/caffeine
Runs controlled JMH experiments on the Caffeine cache to find shared contention and hot-path waste, then reviews correctness and returns a reviewable patch.
More from matlab/matlab-agentic-toolkit
All 142 skills in this repoMatlab Analyze Time Frequency Content
matlab/matlab-agentic-toolkit
Perform time-frequency analysis in MATLAB using CWT, STFT, synchrosqueezing, reassignment, wavelet coherence, cross spectrogram, EMD/VMD, multiresolution analysis, and time-frequency filtering.
Matlab Design Radar
matlab/matlab-agentic-toolkit
Launch and control the MATLAB Radar Designer app programmatically via MCP.
Matlab Enhance Camera Image
matlab/matlab-agentic-toolkit
Read BEFORE troubleshooting or enhancing camera image quality.
Matlab Import External AI Model
matlab/matlab-agentic-toolkit
Import PyTorch, ONNX, or Keras 3 / TensorFlow 2.16+ deep learning models into MATLAB as dlnetwork objects.
Matlab Modernize Daq
matlab/matlab-agentic-toolkit
Port MATLAB Data Acquisition Toolbox code from the discouraged (legacy) session-based interface (daq.createSession, addAnalogInputChannel, startBackground, DataAvailable listeners, queueOutputData…
Matlab Optimize GPU Codegen
matlab/matlab-agentic-toolkit
Optimize MATLAB design files for GPU Coder to generate faster CUDA code.
Related
Categories
Questions about Matlab Use Thread Pool
What does Matlab Use Thread Pool do?
Speed up local parfor, parfeval, or spmd by switching to a thread-based parallel pool. Matlab Use Thread Pool is an agent skill from matlab/matlab-agentic-toolkit. Speed up local parfor, parfeval, or spmd by switching to a thread-based parallel pool.
When should I use Matlab Use Thread Pool?
Matlab Use Thread Pool fits situations like: A user describes slow; disappointing local parallel performance; even if they dont mention threads; any question about whether code.
How do I install Matlab Use Thread Pool in Claude Code?
Run `npx skills add matlab/matlab-agentic-toolkit --skill matlab-use-thread-pool -a claude-code`. Or copy the skill folder (skills-catalog/parallel-computing/matlab-use-thread-pool in matlab/matlab-agentic-toolkit) into .claude/skills/matlab-use-thread-pool in your project. Claude Code loads it when a task matches its description.
How do I install Matlab Use Thread Pool in Codex?
Run `npx skills add matlab/matlab-agentic-toolkit --skill matlab-use-thread-pool -a codex`. Or copy the skill folder (skills-catalog/parallel-computing/matlab-use-thread-pool in matlab/matlab-agentic-toolkit) into .agents/skills/matlab-use-thread-pool in your project. Codex loads it when a task matches its description.
Can I use Matlab Use Thread Pool 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 matlab/matlab-agentic-toolkit --skill matlab-use-thread-pool -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/matlab-use-thread-pool, .gemini/skills/matlab-use-thread-pool, .github/skills/matlab-use-thread-pool and .opencode/skills/matlab-use-thread-pool in your project.
What does Matlab Use Thread Pool need to run?
SKILL.md names no scripts, command-line tools or credentials: Matlab Use Thread Pool is instructions for the agent only. Compatibility (from SKILL.md): >=R2020a.
Does Matlab Use Thread Pool 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 Matlab Use Thread Pool 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 Matlab Use Thread Pool use?
Matlab Use Thread Pool 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 Matlab Use Thread Pool use?
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.
What are the alternatives to Matlab Use Thread Pool?
Skills that share tags, products or a category with Matlab Use Thread Pool: Code Review Checklist (shareAI-lab/learn-claude-code, 78k stars), LLM Torch Profiler Analysis (sgl-project/sglang, 37k stars), Py (crazyguitar/pysheeet, 8.2k stars) and Cmux Debugging Guide (manaflow-ai/cmux, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Matlab Use Thread Pool?
matlab (a GitHub organization) maintains it in matlab/matlab-agentic-toolkit, which has 1,140 GitHub stars. The repository holds 142 skills in this directory. The repository was last updated on October 7, 2026.
Source: matlab/matlab-agentic-toolkit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.