Engine Performance
scragnog/HOT-Step-CPP
Explains where HOT-Step generation time goes (LM/DiT/VAE), how the TensorRT paths activate, how to benchmark from logs, and which knobs trade quality for speed.
Build machine vision inspection systems with MATLAB Visual Inspection Toolbox.
Install Matlab Use Visual Inspection
$ npx skills add matlab/matlab-agentic-toolkit --skill matlab-use-visual-inspection -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-use-visual-inspection --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/image-processing-and-computer-vision/matlab-use-visual-inspection .claude/skills/matlab-use-visual-inspection && 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-visual-inspection" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/image-processing-and-computer-vision/matlab-use-visual-inspection into .claude/skills/matlab-use-visual-inspection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-use-visual-inspection", 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/image-processing-and-computer-vision/matlab-use-visual-inspectionType 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-visual-inspection -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-use-visual-inspection --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/image-processing-and-computer-vision/matlab-use-visual-inspection .agents/skills/matlab-use-visual-inspection && 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-visual-inspection" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/image-processing-and-computer-vision/matlab-use-visual-inspection into .agents/skills/matlab-use-visual-inspection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-use-visual-inspection", 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-visual-inspection -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-use-visual-inspection --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/image-processing-and-computer-vision/matlab-use-visual-inspection .cursor/skills/matlab-use-visual-inspection && 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-visual-inspection" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/image-processing-and-computer-vision/matlab-use-visual-inspection into .cursor/skills/matlab-use-visual-inspection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-use-visual-inspection", 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/image-processing-and-computer-vision/matlab-use-visual-inspection--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-visual-inspection -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-use-visual-inspection --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/image-processing-and-computer-vision/matlab-use-visual-inspection .gemini/skills/matlab-use-visual-inspection && 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-visual-inspection" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/image-processing-and-computer-vision/matlab-use-visual-inspection into .gemini/skills/matlab-use-visual-inspection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-use-visual-inspection", 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-visual-inspectionInstalls 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-visual-inspection -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/image-processing-and-computer-vision/matlab-use-visual-inspection .github/skills/matlab-use-visual-inspection && 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-visual-inspection" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/image-processing-and-computer-vision/matlab-use-visual-inspection into .github/skills/matlab-use-visual-inspection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-use-visual-inspection", 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-visual-inspection -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-visual-inspection --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/image-processing-and-computer-vision/matlab-use-visual-inspection .opencode/skills/matlab-use-visual-inspection && 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-visual-inspection" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/image-processing-and-computer-vision/matlab-use-visual-inspection into .opencode/skills/matlab-use-visual-inspection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-use-visual-inspection", 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-visual-inspection- GitHub stars
- 1.1k
- Token cost
- ~3.1k tokens
- SKILL.md length
- 1,256 words
- Files
- 10 (incl. references)
- Skills in repo
- 151
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Build machine vision inspection systems with MATLAB Visual Inspection Toolbox.
- Works in 6 steps: Acquire — Get the image (Image… → Fixture — Locate a stable reference… → Reposition — Transform measurement… → …
- Tasks that involve Computer vision
- SKILL.md covers When to Use, When NOT to Use, Must-Follow Rules and Pipeline Construction, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Matlab Use Visual Inspection is an agent skill from matlab/matlab-agentic-toolkit. Build machine vision inspection systems with MATLAB Visual Inspection Toolbox. Covers the full arc from problem selection through deployment: anomaly detection (Student-Teacher, PatchCore, FastFlow, FCDD), object detection (YOLOX), counting (CounTR, shape matching), gauging and measurement (caliper, fitcircle, fitangle), blob analysis (regionprops, calibrated measurement), shape matching for fixturing and localization, synthetic data generation for training augmentation, and deployment to standalone apps…
Its SKILL.md is about 3.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 10 other files, including reference files (for example `manifest.yaml`, `references/blob-analysis.md` and `references/count-objects.md`).
It sits in AI & LLM Engineering, covering Computer vision, Anomaly detection and Internationalization. It works with NVIDIA AI Platform, C++ and ONNX. 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
- Tasks that involve Computer vision
- Tasks that involve Anomaly detection
- Tasks that involve Internationalization
Example prompts
- “/matlab-use-visual-inspection”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Acquire — Get the image (Image Acquisition Toolbox)
- Fixture — Locate a stable reference feature (matchshape)
- Reposition — Transform measurement positions to detected pose
- Inspect — Apply measurement or classification at repositioned locations
- Decide — Compare to tolerances → pass/fail
- Communicate — Send results to PLC/SCADA (Industrial Communication Toolbox)
What it can do on your machine
Read from SKILL.md and the folder at commit 69e71df. 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 Use Visual Inspection loads about 3.1k tokens when it runs, and up to ~22k if it reads all its reference files. Until then it costs about 192 tokens; SKILL.md has 1,256 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 1,256 words (~3,131 tokens).
“Build machine vision inspection systems using Visual Inspection Toolbox. Select the right approach — rule-based, AI-based, or hybrid — based on problem characteristics, then implement, train, and deploy.”
- name
- matlab-use-visual-inspection
- license
- https://www.mathworks.com/content/dam/mathworks/license/pmrl/license.md
- metadata.author
- MathWorks
- metadata.version
- 1.1
Files
SKILL.md and 9 other files (references) in skills-catalog/image-processing-and-computer-vision/matlab-use-visual-inspection of matlab/matlab-agentic-toolkit.
- SKILL.md
- manifest.yaml
- references/blob-analysis.md
- references/count-objects.md
- references/deploy-inspection.md
- references/detect-anomaly.md
- references/detect-objects.md
- references/match-shape.md
- references/measure-gauging.md
- references/synthetic-data.md
Open the folder on GitHubat commit 69e71df
Compare with similar skills
Matlab Use Visual Inspection 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 Visual Inspection this skillmatlab/matlab-agentic-toolkit | 1.1k | — | ~3.1k | Automated safety check: Pass | Custom licence | |
| Engine Performancescragnog/HOT-Step-CPP | 173 | — | ~4.9k | Automated safety check: Pass | MIT | |
| Tao Finetune ClipNVIDIA/skills | 3.5k | — | ~4k | Automated safety check: Notes | Apache-2.0 | |
| Tao Port Huggingface ModelNVIDIA/skills | 3.5k | — | ~4.5k | Automated safety check: Notes | Apache-2.0 | |
| Nemotron Nano3NVIDIA-NeMo/Nemotron | 2.1k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Inferencex Reportascend-ai-coding/awesome-ascend-skills | 174 | — | ~1.1k | Automated safety check: Pass | None |
Similar skills
- Official
Tao Finetune Clip
NVIDIA/skills
CLIP vision-language model for image-text retrieval, zero-shot classification, embedding extraction, ONNX export, and TensorRT deployment.
- Official
Tao Port Huggingface Model
NVIDIA/skills
Integrate a HuggingFace Computer Vision model into the NVIDIA TAO Toolkit ecosystem (tao-core config, tao-pytorch trainer, tao-deploy TensorRT pipeline).
Nemotron Nano3
NVIDIA-NeMo/Nemotron
Reference desk for Nemotron 3 Nano / Llama-Nemotron Nano 3 — architecture, training data, recipes, evaluation, quantization, deployment.
Inferencex Report
ascend-ai-coding/awesome-ascend-skills
Automatically fetch InferenceX benchmark data and generate daily performance reports for LLM inference on various hardware (NVIDIA, AMD, etc.).
- Official
Tao Train Rtdetr
NVIDIA/skills
RT-DETR (Real-Time DEtection TRansformer) for 2D object detection.
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Related
Works with
Categories
Questions about Matlab Use Visual Inspection
What does Matlab Use Visual Inspection do?
Build machine vision inspection systems with MATLAB Visual Inspection Toolbox. Matlab Use Visual Inspection is an agent skill from matlab/matlab-agentic-toolkit. Build machine vision inspection systems with MATLAB Visual Inspection Toolbox.
When should I use Matlab Use Visual Inspection?
Matlab Use Visual Inspection fits situations like: tasks that involve Computer vision; tasks that involve Anomaly detection; tasks that involve Internationalization.
How do I install Matlab Use Visual Inspection in Claude Code?
Run `npx skills add matlab/matlab-agentic-toolkit --skill matlab-use-visual-inspection -a claude-code`. Or copy the skill folder (skills-catalog/image-processing-and-computer-vision/matlab-use-visual-inspection in matlab/matlab-agentic-toolkit) into .claude/skills/matlab-use-visual-inspection in your project. Claude Code loads it when a task matches its description.
How do I install Matlab Use Visual Inspection in Codex?
Run `npx skills add matlab/matlab-agentic-toolkit --skill matlab-use-visual-inspection -a codex`. Or copy the skill folder (skills-catalog/image-processing-and-computer-vision/matlab-use-visual-inspection in matlab/matlab-agentic-toolkit) into .agents/skills/matlab-use-visual-inspection in your project. Codex loads it when a task matches its description.
Can I use Matlab Use Visual Inspection 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-visual-inspection -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-visual-inspection, .gemini/skills/matlab-use-visual-inspection, .github/skills/matlab-use-visual-inspection and .opencode/skills/matlab-use-visual-inspection in your project.
What does Matlab Use Visual Inspection need to run?
SKILL.md names no scripts, command-line tools or credentials: Matlab Use Visual Inspection is instructions for the agent only.
Does Matlab Use Visual Inspection 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 Visual Inspection 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 Visual Inspection use?
Matlab Use Visual Inspection 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 Visual Inspection use?
About 3.1k tokens (SKILL.md is roughly 13k 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 19k tokens, read only when the agent opens those files.
What are the alternatives to Matlab Use Visual Inspection?
Skills that share tags, products or a category with Matlab Use Visual Inspection: Engine Performance (scragnog/HOT-Step-CPP, 173 stars), Tao Finetune Clip (NVIDIA/skills, 3.5k stars), Tao Port Huggingface Model (NVIDIA/skills, 3.5k stars) and Nemotron Nano3 (NVIDIA-NeMo/Nemotron, 2.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Matlab Use Visual Inspection?
matlab (a GitHub organization) maintains it in matlab/matlab-agentic-toolkit, which has 1,144 GitHub stars. The repository holds 151 skills in this directory. The repository was last updated on October 8, 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.