Agent skill

Matlab Enhance Camera Image

by matlab in matlab/matlab-agentic-toolkit

Read BEFORE troubleshooting or enhancing camera image quality.

Custom licenceAuto-check passedDevelopment

Install Matlab Enhance Camera Image

skills CLI
$ npx skills add matlab/matlab-agentic-toolkit --skill matlab-enhance-camera-image -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install matlab/matlab-agentic-toolkit matlab-enhance-camera-image --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/matlab/matlab-agentic-toolkit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills-catalog/test-and-measurement/matlab-enhance-camera-image .claude/skills/matlab-enhance-camera-image && rm -rf skills-src

Use ~/.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/

Facts

Skill name
matlab-enhance-camera-image
GitHub stars
1.1k
Token cost
~3.8k tokens
SKILL.md length
1,456 words
Files
6 (incl. scripts, references)
Skills in repo
151
Repo updated
First seen
Licence
Custom licence

At a glance

Read BEFORE troubleshooting or enhancing camera image quality.

  • Works in 7 steps: Connect and Discover Camera Capabilities → Capture Baseline Image → Understand User Concern → …
  • A user wants to improve camera image quality
  • SKILL.md covers Purpose, When to Use, When NOT to Use and Reference Documents (load when…, plus 6 more sections
  • Troubleshoot dark/blurry/noisy/grainy/ overexposed/washed out/color cast images

What it does

Matlab Enhance Camera Image is an agent skill from matlab/matlab-agentic-toolkit. Read BEFORE troubleshooting or enhancing camera image quality. Diagnoses and enhances image quality from cameras connected via Image Acquisition Toolbox or USB Webcams support package. Discovers camera capabilities at runtime, analyzes captured images for quality issues (brightness, contrast, sharpness, noise, color balance, backlighting), suggests hardware setting adjustments tailored to the specific camera, and applies Image Processing Toolbox enhancement functions. Use when a user wants to improve camera image…

Its SKILL.md is about 3.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including scripts and reference files (for example `manifest.yaml`, `references/diagnosis-guidance.md` and `references/enhancement-guidance.md`).

It sits in Development. 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 wants to improve camera image quality
  • Troubleshoot dark/blurry/noisy/grainy/ overexposed/washed out/color cast images
  • Optimize camera settings

Example prompts

  • “/matlab-enhance-camera-image”

Workflow steps

7 steps, taken from the step headings in SKILL.md.

  1. Connect and Discover Camera Capabilities
  2. Capture Baseline Image
  3. Understand User Concern
  4. Diagnose Image Quality
  5. Suggest Hardware Adjustments
  6. Apply Post-Processing Enhancement
  7. Report and Generate Reusable Pipeline

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

    Ships 1 file in scripts/, which the agent can run.

    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 Enhance Camera Image loads about 3.8k tokens when it runs, and up to ~11k if it reads all its reference files. Until then it costs about 166 tokens; SKILL.md has 1,456 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~166
When it runs · the whole SKILL.md, loaded when a task matches
~3.8k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~11k

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 1,456 words (~3,762 tokens).

“Diagnose image quality issues from any connected camera and improve them through a combination of hardware setting adjustments and software post-processing. Operates in a hardware-first, software-second philosophy: always try to fix at the source before resorting to post-processing.”

— opening of SKILL.md by matlab, Custom licence
name
matlab-enhance-camera-image
license
https://www.mathworks.com/content/dam/mathworks/license/pmrl/license.md
metadata.author
MathWorks
metadata.version
1.0

Read the full SKILL.md on GitHub

Files

SKILL.md and 5 other files (scripts, references) in skills-catalog/test-and-measurement/matlab-enhance-camera-image of matlab/matlab-agentic-toolkit.

  • SKILL.md
  • manifest.yaml
  • references/diagnosis-guidance.md
  • references/enhancement-guidance.md
  • references/hardware-tuning-guidance.md
  • scripts/diagnoseImageQuality.m

Open the folder on GitHubat commit 69e71df

Compare with similar skills

Matlab Enhance Camera Image 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.

Matlab Enhance Camera Image compared with similar skills
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Matlab Enhance Camera Image this skillmatlab/matlab-agentic-toolkit1.1k—~3.8kAutomated safety check: PassCustom licence
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Finishing a Development Branchobra/superpowers297k5 repos~1.9kAutomated safety check: PassMIT
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PR Babysitteropeninterpreter/openinterpreter69k3 repos~4.2kAutomated safety check: PassApache-2.0
Code Review ChecklistshareAI-lab/learn-claude-code78k5 repos~1.1kAutomated safety check: PassMIT

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Categories

Questions about Matlab Enhance Camera Image

What does Matlab Enhance Camera Image do?

Read BEFORE troubleshooting or enhancing camera image quality. Matlab Enhance Camera Image is an agent skill from matlab/matlab-agentic-toolkit. Read BEFORE troubleshooting or enhancing camera image quality.

When should I use Matlab Enhance Camera Image?

Matlab Enhance Camera Image fits situations like: A user wants to improve camera image quality; troubleshoot dark/blurry/noisy/grainy/ overexposed/washed out/color cast images; optimize camera settings.

How do I install Matlab Enhance Camera Image in Claude Code?

Run `npx skills add matlab/matlab-agentic-toolkit --skill matlab-enhance-camera-image -a claude-code`. Or copy the skill folder (skills-catalog/test-and-measurement/matlab-enhance-camera-image in matlab/matlab-agentic-toolkit) into .claude/skills/matlab-enhance-camera-image in your project. Claude Code loads it when a task matches its description.

How do I install Matlab Enhance Camera Image in Codex?

Run `npx skills add matlab/matlab-agentic-toolkit --skill matlab-enhance-camera-image -a codex`. Or copy the skill folder (skills-catalog/test-and-measurement/matlab-enhance-camera-image in matlab/matlab-agentic-toolkit) into .agents/skills/matlab-enhance-camera-image in your project. Codex loads it when a task matches its description.

Can I use Matlab Enhance Camera Image 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-enhance-camera-image -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-enhance-camera-image, .gemini/skills/matlab-enhance-camera-image, .github/skills/matlab-enhance-camera-image and .opencode/skills/matlab-enhance-camera-image in your project.

What does Matlab Enhance Camera Image need to run?

SKILL.md names no scripts, command-line tools or credentials: Matlab Enhance Camera Image is instructions for the agent only.

Does Matlab Enhance Camera Image 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 Enhance Camera Image 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 Matlab Enhance Camera Image use?

Matlab Enhance Camera Image 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 Enhance Camera Image use?

About 3.8k tokens (SKILL.md is roughly 15k 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 6.8k tokens, read only when the agent opens those files.

What are the alternatives to Matlab Enhance Camera Image?

Skills that share tags, products or a category with Matlab Enhance Camera Image: Vercel Composition Patterns (supabase/supabase, 111k stars), Finishing a Development Branch (obra/superpowers, 297k stars), Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars) and PR Babysitter (openinterpreter/openinterpreter, 69k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Matlab Enhance Camera Image?

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.