Matlab
K-Dense-AI/scientific-agent-skills
Builds, reviews, migrates, and plans MATLAB or GNU Octave numerical workflows.
Review existing ISETBio MATLAB tutorial, example, or demo scripts without implementing behavior.
MITAuto-check passed
Install Matlab Script Review
$ npx skills add isetbio/isetbio --skill matlab-script-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install isetbio/isetbio matlab-script-review --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/isetbio/isetbio.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.github/skills/matlab-script-review .claude/skills/matlab-script-review && 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-script-review" agent skill from https://github.com/isetbio/isetbio/tree/main/.github/skills/matlab-script-review into .claude/skills/matlab-script-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-script-review", 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/isetbio/isetbio/tree/main/.github/skills/matlab-script-reviewType 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 isetbio/isetbio --skill matlab-script-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install isetbio/isetbio matlab-script-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/isetbio/isetbio.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.github/skills/matlab-script-review .agents/skills/matlab-script-review && 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-script-review" agent skill from https://github.com/isetbio/isetbio/tree/main/.github/skills/matlab-script-review into .agents/skills/matlab-script-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-script-review", 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 isetbio/isetbio --skill matlab-script-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install isetbio/isetbio matlab-script-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/isetbio/isetbio.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.github/skills/matlab-script-review .cursor/skills/matlab-script-review && 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-script-review" agent skill from https://github.com/isetbio/isetbio/tree/main/.github/skills/matlab-script-review into .cursor/skills/matlab-script-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-script-review", 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/isetbio/isetbio.git --path .github/skills/matlab-script-review--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 isetbio/isetbio --skill matlab-script-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install isetbio/isetbio matlab-script-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/isetbio/isetbio.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.github/skills/matlab-script-review .gemini/skills/matlab-script-review && 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-script-review" agent skill from https://github.com/isetbio/isetbio/tree/main/.github/skills/matlab-script-review into .gemini/skills/matlab-script-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-script-review", 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 isetbio/isetbio matlab-script-reviewInstalls 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 isetbio/isetbio --skill matlab-script-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/isetbio/isetbio.git skills-src && mkdir -p .github/skills && cp -r skills-src/.github/skills/matlab-script-review .github/skills/matlab-script-review && 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-script-review" agent skill from https://github.com/isetbio/isetbio/tree/main/.github/skills/matlab-script-review into .github/skills/matlab-script-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-script-review", 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 isetbio/isetbio --skill matlab-script-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install isetbio/isetbio matlab-script-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/isetbio/isetbio.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.github/skills/matlab-script-review .opencode/skills/matlab-script-review && 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-script-review" agent skill from https://github.com/isetbio/isetbio/tree/main/.github/skills/matlab-script-review into .opencode/skills/matlab-script-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-script-review", 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-script-review- GitHub stars
- 115
- Token cost
- ~655 tokens
- SKILL.md length
- 292 words
- Files
- 1
- Skills in repo
- 9
- Repo updated
- First seen
- Licence
- MIT
At a glance
Review existing ISETBio MATLAB tutorial, example, or demo scripts without implementing behavior.
- Works in 5 steps: Inventory target scripts and group them… → Inventory the nearest tests and map them… → For every script, assess purpose, APIs… → …
- Asked to assess runnability
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Comment quality
What it does
Matlab Script Review is an agent skill from isetbio/isetbio. Review existing ISETBio MATLAB tutorial, example, or demo scripts without implementing behavior. Use when asked to assess runnability, comment quality, overlap, consolidation candidates, or teaching-script coverage against the nearest object-specific tests directory.
Its SKILL.md is about 660 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: Tools for modeling image systems engineering in the human visual system front end. The licence is MIT.
When your agent uses it
- Asked to assess runnability
- Comment quality
- Consolidation candidates
- Teaching-script coverage against the nearest object-specific tests directory
Example prompts
- “/matlab-script-review”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Inventory target scripts and group them by topic.
- Inventory the nearest tests and map them to those topics.
- For every script, assess purpose, APIs exercised, runtime dependencies or
- Compare demonstrations against tests: identify behavior tested but not
- Recommend a minimal cleanup plan with concrete keep, merge, split, skip,
What it can do on your machine
Read from SKILL.md and the folder at commit d2924c2. 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.
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
Matlab Script Review loads about 655 tokens when it runs. Until then it costs about 73 tokens; SKILL.md has 292 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
The full file from isetbio/isetbio at commit d2924c2, republished under its MIT licence (© isetbio). 292 words, ~655 tokens.
Download SKILL.mdSave it as
.claude/skills/matlab-script-review/SKILL.md (or your agent's skills folder).- name
- matlab-script-review
- description
- Review existing ISETBio MATLAB tutorial, example, or demo scripts without implementing behavior. Use when asked to assess runnability, comment quality, overlap, consolidation candidates, or teaching-script coverage against the nearest object-specific _tests_ directory.
MATLAB Script Review
Instructions & Guidelines
Scope and Operating Rules
Default to read-only analysis. Do not edit scripts, tests, or documentation
unless explicitly asked. Start from the named script directory and the nearest
_tests_ directory for that object area. Keep the review local: inspect
unrelated areas only when they control the reviewed behavior.
When execution is requested, use the cheapest focused MATLAB command or the closest test before proposing a broader run.
Review Workflow
- Inventory target scripts and group them by topic.
- Inventory the nearest tests and map them to those topics.
- For every script, assess purpose, APIs exercised, runtime dependencies or failure risks, comment quality, and overlap with neighboring scripts.
- Compare demonstrations against tests: identify behavior tested but not taught, and repeated demonstrations with no distinct teaching value.
- Recommend a minimal cleanup plan with concrete keep, merge, split, skip, or retire candidates.
Lead with findings, risks, and overlap candidates. Clearly distinguish what was executed from static inference. Cite the closest tests; state when no corresponding demonstration exists. For a merge recommendation, name the overlapping scripts and the one teaching goal that should remain.
Scene Review Heuristics
Scene scripts and their tests live in ISETCam (../isetcam/examples/scene/
and ../isetcam/scene/_tests_/), not in ISETBio. Prefer existing scene*
constructors, accessors, and plotting helpers. Check s_sceneDemo.m as a
possible overview overlap. Review illuminant scripts (s_sceneIlluminant.m,
s_sceneIlluminantSpace.m, s_sceneChangeIlluminant.m) as a cluster, and do
the same for reflectance scripts (s_sceneReflectanceCharts.m,
s_sceneReflectanceChartBasisFunctions.m, s_sceneReflectanceSamples.m).
Compare relevant scene examples with the tests there, including
test_scenedemo.m, test_sceneexamples.m, test_sceneChangeIlluminant.m,
test_sceneIncreaseSize.m, and test_sceneHCCompress.m.
Favor a small number of high-value scripts with distinct teaching goals. Keep a script that uniquely explains a core concept even when a unit test covers the same API surface; flag historical duplicates that add no teaching value.
© isetbio, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .github/skills/matlab-script-review of isetbio/isetbio.
Open the folder on GitHubat commit d2924c2
Compare with similar skills
Matlab Script Review 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 Script Review this skillisetbio/isetbio | 115 | — | ~655 | Automated safety check: Pass | MIT | |
| MatlabK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~4.1k | Automated safety check: Notes | MIT | |
| MatlabzLanqing/codex-claude-academic-skills | 4.6k | 9 repos | ~2.3k | Automated safety check: Notes | GPL-3.0 | |
| TutorialQ00/ouroboros | 6.2k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Docs Demoremotion-dev/remotion | 62k | — | ~548 | Automated safety check: Pass | Custom licence | |
| Tutorial Engineersickn33/agentic-awesome-skills | 47k | 2 repos | ~4.1k | Automated safety check: Pass | MIT |
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Questions about Matlab Script Review
What does Matlab Script Review do?
Review existing ISETBio MATLAB tutorial, example, or demo scripts without implementing behavior. Matlab Script Review is an agent skill from isetbio/isetbio. Review existing ISETBio MATLAB tutorial, example, or demo scripts without implementing behavior.
When should I use Matlab Script Review?
Matlab Script Review fits situations like: asked to assess runnability; comment quality; consolidation candidates; teaching-script coverage against the nearest object-specific tests directory.
How do I install Matlab Script Review in Claude Code?
Run `npx skills add isetbio/isetbio --skill matlab-script-review -a claude-code`. Or copy the skill folder (.github/skills/matlab-script-review in isetbio/isetbio) into .claude/skills/matlab-script-review in your project. Claude Code loads it when a task matches its description.
How do I install Matlab Script Review in Codex?
Run `npx skills add isetbio/isetbio --skill matlab-script-review -a codex`. Or copy the skill folder (.github/skills/matlab-script-review in isetbio/isetbio) into .agents/skills/matlab-script-review in your project. Codex loads it when a task matches its description.
Can I use Matlab Script Review 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 isetbio/isetbio --skill matlab-script-review -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-script-review, .gemini/skills/matlab-script-review, .github/skills/matlab-script-review and .opencode/skills/matlab-script-review in your project.
What does Matlab Script Review need to run?
SKILL.md names no scripts, command-line tools or credentials: Matlab Script Review is instructions for the agent only.
Does Matlab Script Review 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 Script Review 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 Script Review use?
Matlab Script Review is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Matlab Script Review use?
About 655 tokens (SKILL.md is roughly 2.6k 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 Script Review?
Skills that share tags, products or a category with Matlab Script Review: Matlab (K-Dense-AI/scientific-agent-skills, 48k stars), Matlab (zLanqing/codex-claude-academic-skills, 4.6k stars), Tutorial (Q00/ouroboros, 6.2k stars) and Docs Demo (remotion-dev/remotion, 62k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Matlab Script Review?
isetbio (a GitHub organization) maintains it in isetbio/isetbio, which has 115 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on September 25, 2026.
Source: isetbio/isetbio on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.