matlab/agent-skills-playground

Agent Skill Authoring helps you design, scope, and refine a SKILL.md using an empirical, test-first process. Use it when building a new skill or fixing an existing one that fails in consistent, subtle ways.

Embedded AI Deployment helps deploy AI models to embedded targets with MATLAB, Simulink, and Embedded Coder. Use it to import, compress, simulate, and generate C or C/CUDA code for Cortex-M, DSP, Cortex-A, x86, or GPU hardware.

MATLAB AI Policy interviews an instructor and generates a course-specific AI-POLICY.md for MATLAB tutoring sessions. Use it to set rules for homework, labs, projects, exams, disclosure, and local guardrails.

MATLAB AI Tutor Setup Guide generates an instructor-facing plan for setting up a MATLAB AI tutor from a course, module, lab, or learning objective. Use it for adoption guidance, pilot planning, starter prompts, guardrails, and session review.

MATLAB Assignment Guardrails helps tutors support homework, labs, projects, and other policy-constrained MATLAB work without giving full submission-ready solutions. It checks course policy when available and guides with hints, diagnostics, and review.

MATLAB Course Activity Generator creates MATLAB Course Designer-ready exercise activities by wrapping grader assessment generation and validating the resulting files with MATLAB MCP Server calls. Use it for MATLAB Exercise activities, course activity folders, and validated solution, template, and tests files.

MATLAB Course Adoption Guide helps an instructor plan a MATLAB and Simulink course setup, prerequisite checks, and Common Cartridge export. Use it to prepare prompts, review course structure, and decide when to generate activities and starter models.

MATLAB Debugging Coach guides learners through debugging by collecting evidence, localizing the failure, and testing small repairs. Use it for error interpretation, shape and indexing mistakes, incorrect outputs, and guided repair practice.

MATLAB Grader Assessment Generator creates complete MATLAB Grader assessment item folders from a learning objective. It is used to build script, function, class, or object-usage assessments, with optional QTI 3 export.

MATLAB Hands-On Exercises guides learners through runnable MATLAB scripts for tracing, debugging, refactoring, testing, and small projects. It is used when a tutor should run code in MATLAB, compare outputs, and give feedback on correctness and style.

MATLAB MCQ Practice creates multiple-choice questions for MATLAB programming practice, concept checks, quizzes, and tutoring. It is used to ask, grade, and explain answers while surfacing common misconceptions.

MATLAB Performance Optimizer helps optimize MATLAB code for speed using vectorization, preallocation, memory reduction, and profiling. Use it when code is slow, inefficient, or needs bottleneck analysis.

MATLAB Project sets up and maintains a MATLAB Project (.prj), including tracked files, project path, derived folders, and health checks. Use it when creating a project, managing files, or writing idempotent build scripts that keep the project in sync.

MATLAB Report Tutor Sessions creates HTML reports, aggregates, and dashboard artifacts from MATLAB AI tutoring sessions. Use it for learner reflections, progress notes, instructor summaries, and metric drilldowns based on session evidence.

MATLAB Symbolic Math generates MATLAB code that uses Symbolic Math Toolbox for symbolic computation, analytical solutions, equation solving, and numeric conversion. Use it for differentiation, integration, transforms, and deriving transfer functions or state-space form from differential equations.

MATLAB Tutor Evaluation reviews MATLAB tutoring transcripts, prompts, exercises, and feedback for accuracy, active learning, guardrails, debugging support, and transfer. Use it when auditing tutor behavior or writing instructor-facing quality reports.

MATLAB UiHTML Design generates polished HTML/CSS/JS control panels for MATLAB uihtml components. Use it when building or restyling app controls with sliders, buttons, toggles, and panels.

MATLAB uihtml App Builder builds interactive web UIs in HTML, JavaScript, and MATLAB using the uihtml component. Use it for MATLAB apps that need browser-based interfaces, event handling, and data exchange between JavaScript and MATLAB.

Matlab Course Designer interviews an instructor and generates a complete MATLAB and Simulink course in IMS Common Cartridge format. Use it when creating a MATLAB or Simulink curriculum with Course Designer-ready modules, activities, and validated exercise files.

Matlab Plan Grader Adoption helps instructors create a setup or pilot guide for MATLAB Grader assessment generation. Use it to plan course rollout, choose assessment types, and prepare QTI 3 sharing when needed.

Matlab Programming Tutor routes MATLAB questions about syntax, arrays, functions, plotting, debugging, testing, and toolbox workflows. It helps an AI tutor choose the right explanation or execution support for a learner's MATLAB task.

Matlab Tutor helps students learn MATLAB through guided questions, short explanations, and targeted feedback. Use it for beginner coaching, concept checks, debugging support, and tutor-style sessions rather than direct code completion.

Matlab Tutor Transcript Log keeps a running transcript of a MATLAB AI tutoring session for later sharing or review. Use it to capture turns, code, outputs, errors, and session provenance for instructors or evaluation workflows.

Simulink Course Activity Generator creates MATLAB Course Designer-ready Simulink Exercise activities with starter and solution .slx models. Use it when you need a Simulink learning activity, exercise, or import-ready Course Designer artifact.