Monitor CI
nrwl/nx
Monitor Nx Cloud CI pipeline and handle self-healing fixes. An agent skill from nrwl/nx.
Optimizes Simulink models for Embedded Coder generated code.
Install Simulink Optimizing Embedded Code
$ npx skills add matlab/simulink-agentic-toolkit --skill simulink-optimizing-embedded-code -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install matlab/simulink-agentic-toolkit simulink-optimizing-embedded-code --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/simulink-agentic-toolkit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills-catalog/code-generation/simulink-optimizing-embedded-code .claude/skills/simulink-optimizing-embedded-code && 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 "simulink-optimizing-embedded-code" agent skill from https://github.com/matlab/simulink-agentic-toolkit/tree/main/skills-catalog/code-generation/simulink-optimizing-embedded-code into .claude/skills/simulink-optimizing-embedded-code/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "simulink-optimizing-embedded-code", 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/simulink-agentic-toolkit/tree/main/skills-catalog/code-generation/simulink-optimizing-embedded-codeType 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/simulink-agentic-toolkit --skill simulink-optimizing-embedded-code -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install matlab/simulink-agentic-toolkit simulink-optimizing-embedded-code --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/matlab/simulink-agentic-toolkit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills-catalog/code-generation/simulink-optimizing-embedded-code .agents/skills/simulink-optimizing-embedded-code && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "simulink-optimizing-embedded-code" agent skill from https://github.com/matlab/simulink-agentic-toolkit/tree/main/skills-catalog/code-generation/simulink-optimizing-embedded-code into .agents/skills/simulink-optimizing-embedded-code/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "simulink-optimizing-embedded-code", 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/simulink-agentic-toolkit --skill simulink-optimizing-embedded-code -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install matlab/simulink-agentic-toolkit simulink-optimizing-embedded-code --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/matlab/simulink-agentic-toolkit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills-catalog/code-generation/simulink-optimizing-embedded-code .cursor/skills/simulink-optimizing-embedded-code && 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 "simulink-optimizing-embedded-code" agent skill from https://github.com/matlab/simulink-agentic-toolkit/tree/main/skills-catalog/code-generation/simulink-optimizing-embedded-code into .cursor/skills/simulink-optimizing-embedded-code/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "simulink-optimizing-embedded-code", 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/simulink-agentic-toolkit.git --path skills-catalog/code-generation/simulink-optimizing-embedded-code--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/simulink-agentic-toolkit --skill simulink-optimizing-embedded-code -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install matlab/simulink-agentic-toolkit simulink-optimizing-embedded-code --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/matlab/simulink-agentic-toolkit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills-catalog/code-generation/simulink-optimizing-embedded-code .gemini/skills/simulink-optimizing-embedded-code && 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 "simulink-optimizing-embedded-code" agent skill from https://github.com/matlab/simulink-agentic-toolkit/tree/main/skills-catalog/code-generation/simulink-optimizing-embedded-code into .gemini/skills/simulink-optimizing-embedded-code/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "simulink-optimizing-embedded-code", 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/simulink-agentic-toolkit simulink-optimizing-embedded-codeInstalls 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/simulink-agentic-toolkit --skill simulink-optimizing-embedded-code -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/matlab/simulink-agentic-toolkit.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills-catalog/code-generation/simulink-optimizing-embedded-code .github/skills/simulink-optimizing-embedded-code && 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 "simulink-optimizing-embedded-code" agent skill from https://github.com/matlab/simulink-agentic-toolkit/tree/main/skills-catalog/code-generation/simulink-optimizing-embedded-code into .github/skills/simulink-optimizing-embedded-code/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "simulink-optimizing-embedded-code", 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/simulink-agentic-toolkit --skill simulink-optimizing-embedded-code -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/simulink-agentic-toolkit simulink-optimizing-embedded-code --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/matlab/simulink-agentic-toolkit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills-catalog/code-generation/simulink-optimizing-embedded-code .opencode/skills/simulink-optimizing-embedded-code && 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 "simulink-optimizing-embedded-code" agent skill from https://github.com/matlab/simulink-agentic-toolkit/tree/main/skills-catalog/code-generation/simulink-optimizing-embedded-code into .opencode/skills/simulink-optimizing-embedded-code/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "simulink-optimizing-embedded-code", 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
simulink-optimizing-embedded-code- GitHub stars
- 1.2k
- Token cost
- ~4.5k tokens
- SKILL.md length
- 1,592 words
- Files
- 40 (incl. scripts, references, assets)
- Skills in repo
- 36
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Optimizes Simulink models for Embedded Coder generated code.
- Works in 3 steps: Detect open model: None open: stop; one… → Check for state → Route
- Asked to optimize
- SKILL.md covers When to Use, When NOT to Use, Overall Workflow and First Action: Detect Model and…, plus 8 more sections
- Calls git
What it does
Simulink Optimizing Embedded Code is an agent skill from matlab/simulink-agentic-toolkit. Optimizes Simulink models for Embedded Coder generated code. Use when asked to optimize or improve generated code, or reduce code metrics for a Simulink model. Targets: execution time, memory footprint (RAM, ROM, stack, data copies), code size, MISRA compliance, or any semantically similar generated-code metric. Works iteratively — measures baseline, suggests changes, applies, and re-measures to confirm improvement. Triggers can be prompts similar to: optimize generated code runtime, reduce runtime, shrink code…
Its SKILL.md is about 4.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 44 other files, including scripts, reference files and assets (for example `assets/file_token_registry.json`, `assets/optimization_preferences.yaml` and `assets/per-model-report-template.md`).
It sits in DevOps & Cloud. The repository describes itself as: The Simulink Agentic Toolkit gives your AI agent both the tools and the expertise to work effectively with Simulink and Model-Based Design.
When your agent uses it
- Asked to optimize
- Improve generated code
- Reduce code metrics for a Simulink model
- Can be prompts similar to: optimize generated code runtime
Example prompts
- “Use the simulink-optimizing-embedded-code skill to optimiz Simulink models for Embedded Coder generated code”
- “/simulink-optimizing-embedded-code”
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Detect open model: None open: stop; one model: use it, derive from the model's file location; multiple: ask user.
- Check for state
- Route
What it can do on your machine
Read from SKILL.md and the folder at commit 455dded. 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
Ships 1 file in scripts/, which the agent can run.
Shell commands in SKILL.md call:
git
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
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
Simulink Optimizing Embedded Code loads about 4.5k tokens when it runs, and up to ~36k if it reads all its reference files. Until then it costs about 217 tokens; SKILL.md has 1,592 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); the scripts in this folder 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 1,592 words (~4,485 tokens).
“Iteratively improves generated C/C++ code from Simulink models by suggesting configuration, modeling, and architectural changes — then measuring the impact.”
- name
- simulink-optimizing-embedded-code
- license
- https://www.mathworks.com/content/dam/mathworks/license/pmrl/license.md
- metadata.author
- MathWorks
- metadata.version
- 2.0
Files
SKILL.md and 39 other files (scripts, references, assets) in skills-catalog/code-generation/simulink-optimizing-embedded-code of matlab/simulink-agentic-toolkit.
- SKILL.md
- assets/ecokg.enc
- assets/file_token_registry.json
- assets/optimization_preferences.yaml
- assets/per-model-report-template.html
- assets/per-model-report-template.md
- manifest.yaml
- references/evolutions-checkpoint.md
- references/finalizing-results.md
- references/gathering-requirements.md
- references/measuring-model-metrics/configuring-code-profile/reference.md
- references/measuring-model-metrics/reference.md
- references/protocols/checkpointing-revert.md
- references/protocols/correctness-gate.md
- references/protocols/customer-extensions.md
- references/protocols/goal-axis-gate.md
- … and 24 more
Open the folder on GitHubat commit 455dded
Compare with similar skills
Simulink Optimizing Embedded Code 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 |
|---|---|---|---|---|---|---|
| Simulink Optimizing Embedded Code this skillmatlab/simulink-agentic-toolkit | 1.2k | — | ~4.5k | Automated safety check: Pass | Custom licence | |
| Monitor CInrwl/nx | 29k | 5 repos | ~4.7k | Automated safety check: Pass | MIT | |
| Terraform and OpenTofu Guideagentscope-ai/QwenPaw | 35k | 6 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Vercel Optimize Auditvercel-labs/agent-skills | 32k | 8 repos | ~4.3k | Automated safety check: Pass | None | |
| Analyze GitHub Action Logswithastro/astro | 63k | 1 repos | ~1.3k | Automated safety check: Pass | Custom licence | |
| Docs Learn PR Previewnetdata/netdata | 81k | — | ~2k | Automated safety check: Pass | GPL-3.0 |
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Terraform and OpenTofu Guide
agentscope-ai/QwenPaw
Guidance for writing and testing Terraform and OpenTofu code: module structure, naming, test approaches, CI/CD workflows, state handling and security scanning.
- Official
Vercel Optimize Audit
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Runs a metrics-first audit of a deployed Vercel project, gating investigations on real signals to produce ranked, citation-backed cost and performance recommendations.
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Analyze GitHub Action Logs
withastro/astro
Analyze recent GitHub Actions workflow runs to identify patterns, mistakes, and improvements.
Docs Learn PR Preview
netdata/netdata
Use only when the user explicitly asks to build, run, preview, inspect, or validate learn.netdata.cloud locally using the contents of a PR or documentation branch before merge.
Repo Mirror Sources
netdata/netdata
Inspect Netdata-org source checkouts under NETDATAREPOSDIR, or set up and synchronize that mirror when requested.
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Related
Categories
Questions about Simulink Optimizing Embedded Code
What does Simulink Optimizing Embedded Code do?
Optimizes Simulink models for Embedded Coder generated code. Simulink Optimizing Embedded Code is an agent skill from matlab/simulink-agentic-toolkit. Optimizes Simulink models for Embedded Coder generated code.
When should I use Simulink Optimizing Embedded Code?
Simulink Optimizing Embedded Code fits situations like: asked to optimize; improve generated code; reduce code metrics for a Simulink model; can be prompts similar to: optimize generated code runtime.
How do I install Simulink Optimizing Embedded Code in Claude Code?
Run `npx skills add matlab/simulink-agentic-toolkit --skill simulink-optimizing-embedded-code -a claude-code`. Or copy the skill folder (skills-catalog/code-generation/simulink-optimizing-embedded-code in matlab/simulink-agentic-toolkit) into .claude/skills/simulink-optimizing-embedded-code in your project. Claude Code loads it when a task matches its description.
How do I install Simulink Optimizing Embedded Code in Codex?
Run `npx skills add matlab/simulink-agentic-toolkit --skill simulink-optimizing-embedded-code -a codex`. Or copy the skill folder (skills-catalog/code-generation/simulink-optimizing-embedded-code in matlab/simulink-agentic-toolkit) into .agents/skills/simulink-optimizing-embedded-code in your project. Codex loads it when a task matches its description.
Can I use Simulink Optimizing Embedded Code 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/simulink-agentic-toolkit --skill simulink-optimizing-embedded-code -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/simulink-optimizing-embedded-code, .gemini/skills/simulink-optimizing-embedded-code, .github/skills/simulink-optimizing-embedded-code and .opencode/skills/simulink-optimizing-embedded-code in your project.
What does Simulink Optimizing Embedded Code need to run?
Going by SKILL.md and its folder, Simulink Optimizing Embedded Code needs the command-line tools its instructions call (git).
Does Simulink Optimizing Embedded Code access the network?
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Simulink Optimizing Embedded Code 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Simulink Optimizing Embedded Code use?
Simulink Optimizing Embedded Code 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 Simulink Optimizing Embedded Code use?
About 4.5k tokens (SKILL.md is roughly 18k 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 32k tokens, read only when the agent opens those files.
What are the alternatives to Simulink Optimizing Embedded Code?
Skills that share tags, products or a category with Simulink Optimizing Embedded Code: Monitor CI (nrwl/nx, 29k stars), Terraform and OpenTofu Guide (agentscope-ai/QwenPaw, 35k stars), Vercel Optimize Audit (vercel-labs/agent-skills, 32k stars) and Analyze GitHub Action Logs (withastro/astro, 63k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Simulink Optimizing Embedded Code?
matlab (a GitHub organization) maintains it in matlab/simulink-agentic-toolkit, which has 1,195 GitHub stars. The repository holds 36 skills in this directory. The repository was last updated on September 30, 2026.
Source: matlab/simulink-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.