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alirezarezvani/claude-skills
Generate Playwright tests. An agent skill from alirezarezvani/claude-skills.
Generate and run minimal reproducible MATLAB or Beita Tianyuan compatible code for the human-approved main method and usable baseline, with compact experiment artifacts and a canonical run summary.
MITAuto-check passed
Install Matlab Model Code Generator
$ npx skills add zhnnky329/MathModeling-skills --skill matlab-model-code-generator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install zhnnky329/MathModeling-skills matlab-model-code-generator --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/zhnnky329/MathModeling-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/matlab-model-code-generator .claude/skills/matlab-model-code-generator && 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-model-code-generator" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/matlab-model-code-generator into .claude/skills/matlab-model-code-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-model-code-generator", 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/zhnnky329/MathModeling-skills/tree/main/.codex/skills/matlab-model-code-generatorType 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 zhnnky329/MathModeling-skills --skill matlab-model-code-generator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install zhnnky329/MathModeling-skills matlab-model-code-generator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhnnky329/MathModeling-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/matlab-model-code-generator .agents/skills/matlab-model-code-generator && 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-model-code-generator" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/matlab-model-code-generator into .agents/skills/matlab-model-code-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-model-code-generator", 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 zhnnky329/MathModeling-skills --skill matlab-model-code-generator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install zhnnky329/MathModeling-skills matlab-model-code-generator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhnnky329/MathModeling-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/matlab-model-code-generator .cursor/skills/matlab-model-code-generator && 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-model-code-generator" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/matlab-model-code-generator into .cursor/skills/matlab-model-code-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-model-code-generator", 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/zhnnky329/MathModeling-skills.git --path .codex/skills/matlab-model-code-generator--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 zhnnky329/MathModeling-skills --skill matlab-model-code-generator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install zhnnky329/MathModeling-skills matlab-model-code-generator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhnnky329/MathModeling-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/matlab-model-code-generator .gemini/skills/matlab-model-code-generator && 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-model-code-generator" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/matlab-model-code-generator into .gemini/skills/matlab-model-code-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-model-code-generator", 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 zhnnky329/MathModeling-skills matlab-model-code-generatorInstalls 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 zhnnky329/MathModeling-skills --skill matlab-model-code-generator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/zhnnky329/MathModeling-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/matlab-model-code-generator .github/skills/matlab-model-code-generator && 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-model-code-generator" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/matlab-model-code-generator into .github/skills/matlab-model-code-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-model-code-generator", 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 zhnnky329/MathModeling-skills --skill matlab-model-code-generator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install zhnnky329/MathModeling-skills matlab-model-code-generator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zhnnky329/MathModeling-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/matlab-model-code-generator .opencode/skills/matlab-model-code-generator && 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-model-code-generator" agent skill from https://github.com/zhnnky329/MathModeling-skills/tree/main/.codex/skills/matlab-model-code-generator into .opencode/skills/matlab-model-code-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-model-code-generator", 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-model-code-generator- GitHub stars
- 1.1k
- Token cost
- ~685 tokens
- SKILL.md length
- 305 words
- Files
- 1
- Skills in repo
- 29
- Repo updated
- First seen
- Licence
- MIT
At a glance
Generate and run minimal reproducible MATLAB or Beita Tianyuan compatible code for the human-approved main method and usable baseline, with compact experiment artifacts and a canonical run summary.
- Works in 9 steps: Read the code plan, decision ledger,… → Confirm scope: approved main plus usable… → Generate conservative .m files under… → …
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Matlab Model Code Generator is an agent skill from zhnnky329/MathModeling-skills. Generate and run minimal reproducible MATLAB or Beita Tianyuan compatible code for the human-approved main method and usable baseline, with compact experiment artifacts and a canonical run summary.
Its SKILL.md is about 690 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: 面向数学建模竞赛的 Claude Code / Codex Skills ，支持分阶段建模流程与 Python、MATLAB/北太天元代码分支。 The licence is MIT.
Example prompts
- “/matlab-model-code-generator”
Workflow steps
9 steps, taken from the first numbered list in SKILL.md.
- Read the code plan, decision ledger, method card, probe conditions, and data profile.
- Confirm scope: approved main plus usable baseline. Implement a fallback only after activation.
- Generate conservative .m files under code/matlab/Qx/.
- Prefer basic matrix/table operations and avoid optional toolboxes unless the plan approves them.
- Save tables, metrics, useful figures, and run_summary.json under results/Qx/experiments/roundN/.
- Evaluate output-degeneracy and fallback-trigger metrics required by the plan.
- Use diary or another full log only for a failure or reproducibility warning.
- Run in the available compatible runtime. If unavailable, report the unexecuted state explicitly.
- Hand off to code-reviewer.
What it can do on your machine
Read from SKILL.md and the folder at commit 0b46e9c. 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 Model Code Generator loads about 685 tokens when it runs. Until then it costs about 56 tokens; SKILL.md has 305 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 zhnnky329/MathModeling-skills at commit 0b46e9c, republished under its MIT licence (© zhnnky329). 305 words, ~685 tokens.
Download SKILL.mdSave it as
.claude/skills/matlab-model-code-generator/SKILL.md (or your agent's skills folder).- name
- matlab-model-code-generator
- description
- Generate and run minimal reproducible MATLAB or Beita Tianyuan compatible code for the human-approved main method and usable baseline, with compact experiment artifacts and a canonical run summary.
Preconditions
- G2.5 human method choice is recorded.
code/matlab/Qx/qx_code_plan.mdexists.- Required cleaned data and profile exist.
- The plan targets MATLAB or 北太天元.
Legacy artifacts may be read during migration but do not override the human decision.
Workflow
- Read the code plan, decision ledger, method card, probe conditions, and data profile.
- Confirm scope: approved main plus usable baseline. Implement a fallback only after activation.
- Generate conservative
.mfiles undercode/matlab/Qx/. - Prefer basic matrix/table operations and avoid optional toolboxes unless the plan approves them.
- Save tables, metrics, useful figures, and
run_summary.jsonunderresults/Qx/experiments/roundN/. - Evaluate output-degeneracy and fallback-trigger metrics required by the plan.
- Use
diaryor another full log only for a failure or reproducibility warning. - Run in the available compatible runtime. If unavailable, report the unexecuted state explicitly.
- Hand off to
code-reviewer.
Script Layout
code/matlab/Qx/
├── qx_code_plan.md
├── qx_baseline.m
├── qx_main.m
└── run_all.m % only when usefulDo not create scripts for unapproved candidates or a duplicate README.
Compatibility Rules
- Prefer
readtable,readmatrix,writetable,writematrix,save,load, andfullfile. - Use
rng(2026)or the recorded seed. - Use
jsonencodewhen supported; otherwise write the required JSON fields deterministically. - Avoid Live Scripts, App Designer, GUI code, Simulink, and toolbox-only functions unless explicitly approved.
- Note any 北太天元 compatibility risk in the run summary.
Run Summary
Follow the model-code-analyzer contract, including approved decision ID, roles, paths, metrics, output-degeneracy evidence, fallback state, timing, seed, environment, warnings, and errors.
Rules
- Do not change the selected mathematical method.
- Do not access or overwrite raw data.
- Do not fabricate successful execution when MATLAB/北太天元 is unavailable.
- Keep only evidence-bearing intermediate outputs.
- Separate Type 1 diagnostics from paper figures.
Verification
- Main and baseline are directly comparable and both executed when a runtime is available.
- Fallback code exists only when activated.
- Formal outputs and run summary exist.
- Compatibility, seed, inputs, warnings, and errors are recorded.
- Required concentration/degeneracy checks are saved.
- Next handoff is
code-reviewer.
© zhnnky329, 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 .codex/skills/matlab-model-code-generator of zhnnky329/MathModeling-skills.
Open the folder on GitHubat commit 0b46e9c
Compare with similar skills
Matlab Model Code Generator 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 Model Code Generator this skillzhnnky329/MathModeling-skills | 1.1k | — | ~685 | Automated safety check: Pass | MIT | |
| Generatealirezarezvani/claude-skills | 28k | 1 repos | ~1.1k | Automated safety check: Pass | MIT | |
| MatlabK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~4.1k | Automated safety check: Notes | MIT | |
| Matlab Generate Codematlab/matlab-agentic-toolkit | 1.1k | — | ~4.2k | Automated safety check: Pass | Custom licence | |
| Matlab Generate Wlan Waveformmatlab/matlab-agentic-toolkit | 1.1k | — | ~5.3k | Automated safety check: Pass | Custom licence | |
| Minimalismsickn33/agentic-awesome-skills | 47k | 1 repos | ~2.2k | Automated safety check: Pass | MIT |
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Questions about Matlab Model Code Generator
What does Matlab Model Code Generator do?
Generate and run minimal reproducible MATLAB or Beita Tianyuan compatible code for the human-approved main method and usable baseline, with compact experiment artifacts and a canonical run summary. Matlab Model Code Generator is an agent skill from zhnnky329/MathModeling-skills. Generate and run minimal reproducible MATLAB or Beita Tianyuan compatible code for the human-approved main method and usable baseline, with compact experiment artifacts and a canonical run summary.
How do I install Matlab Model Code Generator in Claude Code?
Run `npx skills add zhnnky329/MathModeling-skills --skill matlab-model-code-generator -a claude-code`. Or copy the skill folder (.codex/skills/matlab-model-code-generator in zhnnky329/MathModeling-skills) into .claude/skills/matlab-model-code-generator in your project. Claude Code loads it when a task matches its description.
How do I install Matlab Model Code Generator in Codex?
Run `npx skills add zhnnky329/MathModeling-skills --skill matlab-model-code-generator -a codex`. Or copy the skill folder (.codex/skills/matlab-model-code-generator in zhnnky329/MathModeling-skills) into .agents/skills/matlab-model-code-generator in your project. Codex loads it when a task matches its description.
Can I use Matlab Model Code Generator 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 zhnnky329/MathModeling-skills --skill matlab-model-code-generator -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-model-code-generator, .gemini/skills/matlab-model-code-generator, .github/skills/matlab-model-code-generator and .opencode/skills/matlab-model-code-generator in your project.
What does Matlab Model Code Generator need to run?
SKILL.md names no scripts, command-line tools or credentials: Matlab Model Code Generator is instructions for the agent only.
Does Matlab Model Code Generator 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 Model Code Generator 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 Model Code Generator use?
Matlab Model Code Generator 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 Model Code Generator use?
About 685 tokens (SKILL.md is roughly 2.7k 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 Model Code Generator?
Skills that share tags, products or a category with Matlab Model Code Generator: Generate (alirezarezvani/claude-skills, 28k stars), Matlab (K-Dense-AI/scientific-agent-skills, 48k stars), Matlab Generate Code (matlab/matlab-agentic-toolkit, 1.1k stars) and Matlab Generate Wlan Waveform (matlab/matlab-agentic-toolkit, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Matlab Model Code Generator?
zhnnky329 (a GitHub user) maintains it in zhnnky329/MathModeling-skills, which has 1,059 GitHub stars. The repository holds 29 skills in this directory. The repository was last updated on September 24, 2026.
Source: zhnnky329/MathModeling-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.