Skills

matlab/matlab-agentic-toolkit

The MATLAB Agentic Toolkit brings proven MATLAB capabilities to AI agents, making engineering and scientific workflows agent-ready.

156 skills listed · NOASSERTION · 1.2k stars · last pushed 27 Oct 2026

matlab/matlab-agentic-toolkit on GitHub

Across these 156 skills

Pattern check

Nothing flagged in 135

Items to review in 21: matlab-analyze-time-frequency-content, matlab-apply-theme, matlab-build-app and 18 more

What it can touch

3 touch credentials
1 downloads software
1 deletes data
+6 more
- 156 name web addresses
- 67 run shell commands
- 22 bundle scripts
- 17 include files we can't read
- 16 reach the network
- 4 pre-approve tools

Checked at commit 032b4b6 on 29 Oct 2026.

Install the collection

21 of these skills have items to review. Read them before you install the whole collection.

Claude Code plugin

Installs the latest version, not the one we checked. Installs everything in the plugin, including any hooks, MCP servers and scripts our check doesn't cover.

claude plugin marketplace add matlab/matlab-agentic-toolkit --scope user &&claude plugin install aerospace@matlab-agentic-toolkit --scope user &&claude plugin install ai-and-statistics@matlab-agentic-toolkit --scope user &&claude plugin install automotive@matlab-agentic-toolkit --scope user &&claude plugin install cloud-solutions@matlab-agentic-toolkit --scope user &&claude plugin install code-generation@matlab-agentic-toolkit --scope user

Run /plugin to browse the other 19 plugins in it.

Any agent

Installs the latest version, not the one we checked. The skills CLI reports installs to skills.sh unless you set DISABLE_TELEMETRY=1.

npx skills@1.7.4 add matlab/matlab-agentic-toolkit

Skills

All156 Items to review21

Skills in matlab/matlab-agentic-toolkit, page 1 of 4
Skill	What it can touch	Pattern check	Licence	Updated
matlab-access-datafeedGuide for accessing financial and economic data in MATLAB using the Datafeed Toolbox. Covers Bloomberg (market data via bloomberg/blp/bloombergHypermedia), FRED (Federal Reserve economic data via fredrs), Haver Analytics (economic data via haver/haverdirect/haverview), and LSEG Datastream (historical data via datastreamws). Use when connecting to any of these data providers from MATLAB. Reaches the network +1 more Pattern check: Nothing flaggedNo licenceUpdated 10 Sept 2026	Reaches the network Names web addresses	Pattern check: Nothing flagged	No licence	10 Sept 2026
matlab-add-awgnRead BEFORE writing any code that adds Additive White Gaussian Noise (AWGN) to signals and converts between SNR, Eb/No, Es/No, and per-subcarrier SNR for communications simulations, using awgn(), convertSNR(), berawgn(). The default MATLAB patterns for AWGN (e.g., 'measured' option, manual SNR formulas) produce subtly incorrect results. This skill specifies the correct calling conventions, required function usage, and critical anti-patterns that must be avoided. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 24 Sept 2026	Names web addresses	Pattern check: Nothing flagged	No licence	24 Sept 2026
matlab-analyze-ams-waveformAnalyze AMS waveform data using Mixed-Signal Blockset utilities: phase noise measurement, clock jitter, anti-aliased resampling, timing measurements, lock time, INL/DNL, ADC/DAC calibration, HSpice import. Use when analyzing time-domain voltage from PLL/VCO/clock simulations, measuring phase noise from variable-step solver output, computing jitter, or resampling non-uniform data. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-analyze-antenna-structuresDesign and analyze electrically large antenna structures using MATLAB Antenna Toolbox. Covers reflector antennas (parabolic, Cassegrain, Gregorian, offset, corner, cylindrical, spherical, custom STL), reflectarrays and reconfigurable intelligent surfaces (RIS), antennas installed on platforms (vehicles, aircraft, ships, satellites), and radar cross section (RCS) analysis. Includes solver selection (MoM-PO, PO, MoM, FMM), mesh control, and GPU acceleration. Use when the user wants to design a dish/reflector antenna, reflectarray, analyze an antenna on a platform, or compute RCS. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Names web addresses	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-analyze-dataAnalyze data using MATLAB. Use when the task involves tables, timetables, time-series data, numeric arrays, sensor matrices, or gridded data — including but not limited to exploring, row filtering, sorting, cleaning, transforming, aggregating, smoothing, padding, trimming, and answering questions about data. MATLAB provides extensive, easy-to-use built-in functions for these workflows with no additional products required. Runs shell commands +1 more Pattern check: Nothing flaggedNo licenceUpdated 8 Oct 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	No licence	8 Oct 2026
matlab-analyze-emS-parameters, insertion loss, fields, currents, mesh control, and solver selection for RF PCB performance validation. TRIGGER: user asks to compute S-parameters, analyze insertion/return loss, extract fields or currents, compare MoM vs FEM, or control mesh for any RF PCB component. Invoke BEFORE writing sparameters() or solver code — API is non-obvious. SKIP: designing or creating components (use the specific matlab-design-pcb-* skill), material/stackup setup only (use matlab-manage-pcb-material), optimization sweeps (use matlab-optimize-pcb-design), PDN/IR-drop analysis (use matlab-analyze-pcb-pdn). Runs shell commands +1 more Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-analyze-pcb-pdnPDN DC voltage/current analysis, IR drop, design rule checking, and multi-net batch analysis on imported PCB layouts. TRIGGER: user asks about power integrity, PDN analysis, IR drop, voltage distribution, current density, power nets, or design rule checking on a PCB. Invoke BEFORE writing code — the PDN API chain is specialized and non-obvious. SKIP: importing a PCB file (use matlab-read-pcb-layout), EM field/S-parameter extraction (use matlab-analyze-em), material/stackup setup only (use matlab-manage-pcb-material), transmission line design (use matlab-design-pcb-transmission-line). Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Names web addresses	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-analyze-reliabilityUse this skill when fitting accelerated life models, computing mean time to failure (MTTF), B10 life and similar quantities, fitting life distributions like Weibull for reliability analysis, comparing distribution fits, computing confidence intervals on reliability quantities with bootstrapping, performing lifetime prediction, computing failure rates, plotting Kaplan-Meier curves, computing survival functions, or doing reliability analysis. Runs shell commands +1 more Pattern check: Nothing flaggedNo licenceUpdated 10 Sept 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	No licence	10 Sept 2026
matlab-analyze-spectral-imagesWork with hyperspectral and multispectral images in MATLAB. Covers reading/writing (ENVI, NITF, TIFF, Sentinel-2, Landsat, ASTER), ECOSTRESS spectral libraries, processing (calibration, atmospheric correction, denoising, sharpening, dimensionality reduction, endmember extraction, unmixing, target/anomaly detection, spectral indices, segmentation), labeling (Spectral Image Labeler app, ground truth objects, automation algorithms), and deep learning (pixel classification CNNs, unmixing autoencoders, transfer learning). Use when reading, writing, processing, analyzing, classifying, labeling, or applying deep learning to hyperspectral or multispectral images. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Names web addresses	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-analyze-spectrumAnalyze signal spectra in MATLAB using nonparametric and parametric estimators. Use when computing frequency content, PSD, power spectrum, spectral peaks, bandwidth, or streaming spectral analysis. Covers pspectrum, pwelch, periodogram, pmtm, pburg, pmusic, rootmusic, plomb, poctave, spectrumAnalyzer, dsp.SpectrumEstimator. TRIGGER: FFT, PSD, power spectrum, spectral analysis, frequency content, bandwidth measurement, spectral leakage, window selection, streaming spectrum, periodicity, resolve close frequencies, multitaper. DO NOT TRIGGER: filter design, spectrogram/time-frequency, audio features. Runs shell commands +1 more Pattern check: Nothing flaggedNo licenceUpdated 27 Aug 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	No licence	27 Aug 2026
matlab-analyze-time-frequency-contentPerform time-frequency analysis in MATLAB using CWT, STFT, synchrosqueezing, reassignment, wavelet coherence, cross spectrogram, EMD/VMD, multiresolution analysis, and time-frequency filtering. Triggers on: time-frequency, spectrogram, scalogram, cwt, stft, istft, fsst, wsst, wcoherence, xspectrogram, modwt, modwtmra, modwpt, emd, vmd, hht, tffilt, dgt, gabor, instantaneous frequency, synchrosqueezing, reassignment, ridge extraction, wavelet coherence, cross spectrum, mode decomposition, signal decomposition, time-frequency filtering. Runs shell commands +3 more Pattern check: 1 item to reviewNo licenceUpdated 13 Aug 2026	Runs shell commands Names web addresses +2 more	Pattern check: 1 item to review	No licence	13 Aug 2026
matlab-apply-themeStyle MATLAB charts and figures. colororder palettes for chart series colors, colormap selection, brand color organization, and the R2025a Theme API for uifigure apps (dark mode with fliplightness, ThemeChangedFcn, uistyle, component colors). Use when customizing chart colors, applying a color palette, organizing brand colors, implementing dark mode, or importing an external color scheme. Triggers: theme, dark mode, brand colors, colororder, colormap, palette, fliplightness, color scheme, styling, chart colors. Runs shell commands +2 more Pattern check: 1 item to reviewNo licenceUpdated 13 Aug 2026	Runs shell commands Names web addresses +1 more	Pattern check: 1 item to review	No licence	13 Aug 2026
matlab-assemble-pcb-layoutBuild custom PCB structures with pcbComponent, shapes, Boolean ops, feeds, and multi-layer stackups for non-catalog geometries. TRIGGER: user asks to build, modify, or customize a pcbComponent — add/remove shapes, edit polygons, place feeds, add metal layers, cut slots, or create non-catalog RF structures. Also when modifying geometry of an existing catalog-designed component (e.g., adding pads, removing elements, editing vertices). Invoke BEFORE writing pcbComponent code — layer/shape/feed API is non-obvious. SKIP: designing catalog components like filters/couplers/txlines (use the specific matlab-design-pcb-* skill), material/stackup definition only (use matlab-manage-pcb-material), EM analysis (use matlab-analyze-em), importing PCB files (use matlab-read-pcb-layout). Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Names web addresses	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-build-appBuild MATLAB apps from requirements to working code. Asks discovery questions (or skips them when the path is known), recommends UIFigure or UIHTML architecture, identifies layout archetype (Dashboard, Explorer, Tabbed, Wizard, Canvas), produces an implementation plan, and executes the build. For UIFigure apps, optionally serializes as App Designer (.mlapp or plain-text .m + .xml). Use when a user wants to build a MATLAB app, create a GUI, make an interactive tool, build a uifigure app, build a uihtml app, build an App Designer app, build a .mlapp app, build a plain-text App Designer app, or asks which approach to use. Also use when user describes spatial layout needs: dashboard, control panel, sidebar, tabs, wizard, stepper, canvas, workspace. Runs shell commands +5 more Pattern check: 5 items to reviewNo licenceUpdated 8 Oct 2026	Runs shell commands Reaches the network +4 more	Pattern check: 5 items to review	No licence	8 Oct 2026
matlab-build-chartCreate and customize MATLAB charts and plots. Plot types (line, scatter, bar, histogram, heatmap, surface), axes configuration, annotations, data tips, interactive plots, animation, multiple axes with tiledlayout, colororder, and performance optimization. Works for standalone figures, Live Scripts, and uifigure apps. Use when plotting data, customizing axes, adding annotations or interactivity, animating charts, or arranging multiple axes. Triggers: plot, chart, graph, axes, uiaxes, annotation, data tips, animation, tiledlayout, colororder, heatmap, scatter, figure, visualization, export. Runs shell commands +2 more Pattern check: 1 item to reviewNo licenceUpdated 8 Oct 2026	Runs shell commands Names web addresses +1 more	Pattern check: 1 item to review	No licence	8 Oct 2026
matlab-build-industrial-hmiBuild industrial-grade SCADA/HMI dashboards in MATLAB following industrial-HMI conventions (ISA-101-aligned): gray-field philosophy, alarms at source, write safeguards, fixed-range trends, drill-down layout. Produces a real App Designer app (.mlapp, or plain-text .m+.xml on R2026b+) by handing serialization to the matlab-build-app skill when available, and falls back to a programmatic .m app otherwise. Use when wrapping OPC UA / Modbus / MQTT / OSI PI / PI AF monitoring scripts into a live operator app, building plant overviews, designing operator dashboards, or any time a user asks for a "SCADA dashboard", "HMI", "plant dashboard", "operator screen", or "industrial monitoring app" in MATLAB. Trigger on: SCADA, HMI, industrial dashboard, plant overview, operator screen, uigauge, uilamp, alarm banner, gray-field, ISA-101, OPC UA dashboard, setpoint, write safeguards, alarm visualization, OSIsoft PI, AVEVA PI, PI Server, PI Data Archive, PI AF, PI Asset Framework, piclient, afclient. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 27 Aug 2026	Names web addresses	Pattern check: Nothing flagged	No licence	27 Aug 2026
matlab-call-nidaqmxTranslate NI-DAQmx C function signatures into correct calldaqlib MATLAB calls. Use when the user mentions calldaqlib, any DAQmx* C function name (DAQmxCfgSampClkTiming, DAQmxExportSignal, DAQmxSetStartTrigRetriggerable, DAQmxGetSampClkRate, etc.), or needs NI-DAQmx functionality not exposed by the daq object. Covers: projection rules (taskHandle implicit, output pointers become return values, buffer-size args, enum-as-string), multi-task semantics, start() clobber, device-level empty-daq workaround, dictionary returns, string getter placeholder, array getter placeholder. Trigger contexts: low-level DAQ, escape hatch, retriggerable acquisition, shared timebase, export signal, connect terminals, external sample clock, trigger configuration, NI driver, C function translation. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-call-pythonCall Python libraries from MATLAB using the py. interface, pyrun, pyrunfile, or pyenv. Use when writing or executing MATLAB code that calls Python functions or passes data between MATLAB and Python. REQUIRED when triaging Python errors from MATLAB (ModuleNotFoundError, ImportError, "Unable to resolve the name 'py.*'"). REQUIRED when setting up Python environments for MATLAB, creating virtual environments, or installing Python packages for use with MATLAB. Runs shell commands +2 more Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-choose-big-data-solutionGuide users or agents to the correct MATLAB tool for processing large tabular data in file-based formats (CSV, Parquet, delimited text, spreadsheets, MDF) that may not fit in memory. Use when a user or agent mentions large files, big data, out-of-memory errors, OOM, scaling up, tall arrays, datastores, or needs to process multiple tabular files. Covers the decision between datastore + tall, datastore + transform, and parallel execution. Also use when a user or agent has working in-memory code (readtable, parquetread) that runs out of memory and needs a migration path. Also covers building custom datastore classes for proprietary or non-standard formats — use when the task requires subclassing matlab.io.Datastore, implementing a custom reader, building an extensible datastore, or integrating a new file format with tall arrays or parallel computing. Do NOT use for MAT files (use matfile instead). Runs shell commands +2 more Pattern check: Nothing flaggedNo licenceUpdated 22 Oct 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	No licence	22 Oct 2026
matlab-classify-tabular-dataUse this skill to classify tabular data end-to-end in MATLAB — load a dataset, prepare and clean it, select promising classifiers, train them, and compare accuracies with cross-validation, holdout, or hyperparameter optimization plus statistical tests. TRIGGER when: user asks to classify tabular data, pick classifiers for a dataset, compare classifier accuracy, run cross-validation or a holdout evaluation, or find the best model with statistical uncertainty. DO NOT TRIGGER when: user has non-tabular inputs (images, sequences, time series), wants a regression model, is training a specific neural network architecture (use matlab-train-network), or wants cost-sensitive learning or an arbitrary class-prior vector (this skill only supports the built-in uniform-prior toggle for imbalanced data). Runs shell commands +3 more Pattern check: 2 items to reviewNo licenceUpdated 10 Sept 2026	Runs shell commands Names web addresses +2 more	Pattern check: 2 items to review	No licence	10 Sept 2026
matlab-compute-aerospace-environmentCompute aerospace environment properties including atmosphere (ISA, COESA, NRLMSISE-00, non-standard, CIRA), gravity (spherical harmonic, WGS84, zonal, centrifugal), horizontal wind (HWM), magnetic field (WMM, IGRF), geoid height, geocentric radius, space weather data, planetary ephemeris, Earth orientation (polar motion, nutation, delta-UT1, CIP). Use when computing atmospheric density, temperature, pressure, gravity vectors, wind profiles, magnetic field components, geoid undulation, solar flux indices, planet positions, or Earth orientation parameters for aerospace vehicle analysis, spacecraft environment modeling, or navigation corrections. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-compute-gnss-positionComputes multi-constellation Global Positioning System (GPS) or Global Navigation Satellite System (GNSS) positions from RINEX v3 data using rinexread, gnssmeasurements, receiverposition, and gnssoptions. Filters by constellation, elevation mask, C/N0, and observation code. Reports DOP, scatter RMS, and satellite count. Use when processing GNSS data, computing positions from RINEX files, analyzing accuracy, comparing constellations, or evaluating satellite geometry. Do NOT use for carrier-phase RTK/PPP, IMU fusion, orbit propagation, NMEA streaming, or RINEX v4. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 8 Oct 2026	Names web addresses	Pattern check: Nothing flagged	No licence	8 Oct 2026
matlab-configure-scope-objectPrevents crashes due to problematic scope-related API misuse caused by agent escalation into internal scope framework objects. Use when configuring properties of scope-related Simulink blocks or MATLAB objects — constrains the agent to documented APIs and directs users to the scope UI when a property is not programmatically accessible. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-configure-toml-projectUse whenever "project" or "matlab.toml" is mentioned in a MATLAB context. This includes creating, editing, organizing, or configuring MATLAB projects, declaring MATLAB package dependencies or reference projects, setting up paths, lifecycle scripts, shortcuts, MATLAB packages, or asking about project structure. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 8 Oct 2026	Names web addresses	Pattern check: Nothing flagged	No licence	8 Oct 2026
matlab-connect-arduinoDiscover, configure, and connect to Arduino boards from MATLAB using the Arduino Support Package. Use this skill when the user wants to set up an Arduino board, connect to Arduino hardware, find connected boards, scan serial ports, configure Arduino libraries, or any task that requires an Arduino connection as a prerequisite (e.g., blink LED, read sensor, read digital pin, read analog pin, write pin, plot sensor data, scan I2C, use ultrasonic sensor, control servo, read temperature, read voltage, data logging from hardware). Triggers on: arduino, board setup, COM port, serial port, hardware connection, Arduino Nano, Arduino Uno, Arduino Mega, Arduino Micro, Grove, sensor setup, I2C scan, ultrasonic, servo, readDigitalPin, writeDigitalPin, readVoltage, writePWMVoltage, temperature sensor, air pressure, pin read, pin write, analog input. Runs shell commands +1 more Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-connect-bluetooth-low-energy-deviceDiscover and connect to Bluetooth Low Energy (BLE) peripheral devices from MATLAB. Use this skill when the user wants to scan for BLE devices, connect to a BLE peripheral, read or write BLE characteristics, subscribe to notifications, or any task that requires a BLE connection as a prerequisite (e.g., read sensor data over BLE, monitor heart rate, log accelerometer, stream data from wearable, IoT device communication). Triggers on: BLE, Bluetooth Low Energy, blelist, ble device, BLE characteristic, GATT, service UUID, scan for devices, BLE sensor, subscribe notify, BLE read, BLE write, peripheral device, BLE connect, wireless sensor. Names web addresses +1 more Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Names web addresses Bundles scripts	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-connect-databricksConnect MATLAB to Databricks via Spark (Databricks Connect) or JDBC (Database Toolbox). Use when setting up the MATLAB Interface for Databricks, configuring authentication (OauthU2M, OauthM2M, PAT), creating Spark sessions with getDatabricksSession(), reading Unity Catalog tables with server-side filtering, creating JDBC connections with databricks.JDBCConnection or StandaloneJDBCConnection, connecting to SQL Warehouses, selecting JDBC drivers (Simba/OSS), or writing data back to Databricks. Triggers on: Databricks Connect, Spark from MATLAB, getDatabricksSession, .databrickscfg, databricks.JDBCConnection, StandaloneJDBCConnection, SQLWarehouse, Databricks JDBC, Databricks cluster, large table server-side filtering. Runs shell commands +2 more Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-connect-mavlinkEstablish MAVLink connections between MATLAB and PX4/ArduPilot autopilots. Use when connecting to a drone, flight controller, or autopilot via MAVLink protocol over UDP. Covers dialect setup, UDP transport, timer-based heartbeat, and client discovery. Use when: "connect to PX4", "MAVLink connection", "heartbeat", "ground control station", "GCS", "connect to ArduPilot", "drone communication", "mavlinkio", "SITL". Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-convert-aerospace-coordinatesPerform aerospace unit conversions, time conversions, coordinate frame transformations, and rotation representations using Aerospace Toolbox. Use when converting units (length, velocity, angle, acceleration, angular velocity, force, mass, pressure, temperature, density), computing Julian dates or decimal years, transforming between coordinate frames (ECEF, ECI, LLA, flat Earth, geodetic/geocentric, NED, body, wind, stability), or working with rotation representations (Euler angles, DCM, quaternion, Rodrigues vector). Also use when the user asks about aerospace coordinate systems, reference frames, or rotation conventions. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-cosimulate-sumo-simulinkBuild Simulink models that co-simulate with Eclipse SUMO traffic simulator. Use when creating SUMO-Simulink co-simulation, traffic simulation, TraCI connection, vehicle-in-the-loop testing, or ADAS scenario validation with SUMO. Covers Server/Client setup, Reader/Writer/Actor block configuration, random traffic generation, ego vehicle control, and SUMO file creation. Also use when the user mentions SumoInterfaceLibrary, .sumocfg files, or wants to connect Simulink to an external traffic simulator. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-create-custom-arduino-libraryUse when the user wants to use Arduino sensors or peripherals from MATLAB that are not directly supported by the MATLAB Support Package for Arduino Hardware. Triggers on requests to create, wrap, or expose a custom Arduino library to MATLAB. Also triggers on indirect questions like "How do I read humidity in MATLAB?" or "How do I display text on an LCD from MATLAB?" where the answer requires a custom Arduino add-on library. Covers: custom addon creation, third-party Arduino library integration, LibraryBase class, C++ header files, DependentLibraries, arduinoioaddons namespace, I2C/SPI/GPIO peripheral wrappers. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-create-live-scriptCreate, edit, and run plain-text MATLAB live scripts (.m files) with rich text formatting, LaTeX equations, section breaks, and inline figures. Use when generating tutorials, analysis notebooks, reports, documentation, or educational content, when modifying existing live scripts, or when converting existing binary .mlx files to .m for version control. Requires R2025a+. Runs shell commands +2 more Pattern check: 1 item to reviewNo licenceUpdated 31 Jul 2026	Runs shell commands Names web addresses +1 more	Pattern check: 1 item to review	No licence	31 Jul 2026
matlab-create-uav-scenarioCreate and simulate UAV scenarios with terrain, buildings, platforms, and sensors using uavScenario. Use when building a UAV simulation, UAV simulator, or UAV scenario in MATLAB. Covers addMesh for terrain/building import, uavPlatform with updateMesh, uavSensor adaptor pattern for GPS/IMU, and the setup/advance simulation loop. Triggers on: uavScenario, UAV simulation, UAV simulator, multirotor simulation, quadrotor scenario, terrain import, building import, GPS sensor simulation. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-debug-codeDiagnose MATLAB errors and unexpected behavior. Breakpoints, workspace inspection, try-catch diagnostics, and common error patterns. Use when debugging functions, tracing errors, inspecting variables, or diagnosing runtime failures. Runs shell commands +1 more Pattern check: Nothing flaggedNo licenceUpdated 8 Oct 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	No licence	8 Oct 2026
matlab-deploy-ai-modelGenerate C/C++ or CUDA code from an AI model (PyTorch, LiteRT) using MATLAB Coder or GPU Coder. Use when the user wants to integrate an AI model into an application with code generation as the end goal — generating MEX, CUDA MEX, static library, dynamic library, or executable — or using the model in Simulink for simulation and code generation. Covers PyTorch ExportedProgram (.pt2) via loadPyTorchExportedProgram and LiteRT (.tflite) via loadLiteRTModel (R2026a+). Keywords: PyTorch, torch, .pt2, ExportedProgram, loadPyTorchExportedProgram, invoke, codegen, MEX, CUDA, GPU, C, C++, deploy, AI model, deep learning model, LiteRT, TFLite, TensorFlow Lite, Simulink, slbuild, PyTorch ExportedProgram block, MATLAB Function block, dlosslib, loadLiteRTModel. Runs shell commands +2 more Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-deploy-embedded-aiDeploy AI models to embedded hardware using MathWorks tools (MATLAB, Simulink, Embedded Coder). Covers two workflow patterns: (1) MathWorks-native or imported models rebuilt as dlnetwork for lean hardware, (2) direct C/C++ code generation from PyTorch and LiteRT models. Both patterns support all targets (Cortex-M/A/R, x86, GPU). Trigger when: user wants to deploy AI to embedded targets; generate C/CUDA from neural networks; compress AI models for MCU; integrate AI in Simulink for system-level simulation; import PyTorch/ONNX/TensorFlow models for embedded deployment; optimize AI for resource-constrained hardware; or use loadPyTorchExportedProgram, loadLiteRTModel, importNetworkFromPyTorch, importNetworkFromONNX, importNetworkFromTensorFlow, importNetworkFromKeras, dlquantizer, exportNetworkToSimulink, or Embedded Coder with AI models. Runs shell commands +1 more Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-deploy-embedded-codeDeploy MATLAB-generated code to embedded hardware using Embedded Coder. Use when configuring code generation for microcontrollers (STM32, Raspberry Pi, ARM Cortex), setting up PIL/SIL verification, disabling dynamic memory allocation, or configuring hardware-specific code generation settings. Covers ERT-based configurations, processor-in-the-loop testing, memory constraints, and the MEX→SIL→PIL verification progression. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Names web addresses	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-design-adaptive-filterDesign and implement adaptive filters using DSP System Toolbox System objects. Use when working with adaptive filtering, system identification, noise cancellation, echo cancellation, active noise control (ANC), channel equalization, inverse system identification, or adaptive prediction. Covers dsp.LMSFilter, dsp.RLSFilter, dsp.FilteredXLMSFilter, dsp.FrequencyDomainAdaptiveFilter, dsp.AffineProjectionFilter, dsp.BlockLMSFilter, dsp.AdaptiveLatticeFilter, dsp.FastTransversalFilter, maxstep(), and algorithm selection for adaptive filtering problems. Replaces deprecated adaptfilt.* objects (removed R2020a). Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-design-antennaDesign antennas, arrays, and PCB antennas using MATLAB Antenna Toolbox. Covers catalog antenna design and pattern analysis, custom antenna construction (customAntenna + shape.), PCB antenna design (pcbStack + antenna.), finite and infinite array design, AI-accelerated design exploration (AIAntenna, patternFromAI), and optimization (SADEA/TR-SADEA). Use when the user wants to design, create, model, analyze, optimize, or fabricate an antenna or array. Runs shell commands +1 more Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-design-digital-filterDesign and validate digital filters in MATLAB. Use when cleaning up noisy signals, removing interference, filtering signals, designing FIR/IIR filters (lowpass/highpass/bandpass/bandstop/notch), or comparing filters in Filter Analyzer. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-design-dsphdl-ddcUse when designing a Digital Down Converter (DDC) using dsphdl System objects. Triggers on requests involving DDC design, frequency down-conversion for FPGA/ASIC, NCO + mixer + decimation filter chains, fractional/non-integer sample rate conversion, or HDL-optimized receiver front-end signal processing. Runs shell commands +1 more Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-design-ofdm-systemRead BEFORE writing any code that builds or simulates OFDM systems. The default MATLAB patterns for OFDM (e.g., direct ifft/fft, awgn with 0 dBW power, missing symOffset) produce subtly incorrect results — always use ofdmmod/ofdmdemod instead of direct IFFT/FFT. This skill specifies the correct calling conventions for ofdmmod, ofdmdemod, ofdmChannelResponse, ofdmEqualize, and critical anti-patterns that must be avoided. Use when building OFDM transmitters or receivers, allocating subcarriers and guard bands, inserting pilots, computing SNR for OFDM, configuring fading channels (Rayleigh/Rician), estimating and equalizing channels, implementing timing and frequency synchronization, adding LDPC coding, designing resource grids, or setting up OFDM link simulations. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026
matlab-design-pcb-couplerWilkinson, branchline, ratrace, directional couplers, corporate dividers, Rotman lenses for power splitting and beam-forming. TRIGGER: user asks to design, create, or analyze any coupler, splitter, power divider, combiner, or Rotman lens. Invoke BEFORE writing code — class names and design() availability vary per coupler type. SKIP: EM simulation/S-parameter extraction of an existing component (use matlab-analyze-em), building custom non-catalog geometry (use matlab-assemble-pcb-layout), material/stackup setup only (use matlab-manage-pcb-material), cascading multiple components (use matlab-integrate-pcb-circuit). Runs shell commands +1 more Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-design-pcb-filterBandpass, lowpass, bandstop filter design — hairpin, coupled-line, combline, stub, SIW for frequency selection and harmonic rejection. TRIGGER: user asks to design, create, or analyze any RF filter (bandpass, lowpass, highpass, bandstop, hairpin, coupled-line, combline, stub, SIW). Invoke BEFORE writing code — filter class names differ from what you would guess. SKIP: EM simulation/S-parameter extraction of an existing filter (use matlab-analyze-em), general PCB layout assembly (use matlab-assemble-pcb-layout), material/stackup setup only (use matlab-manage-pcb-material), optimization sweeps (use matlab-optimize-pcb-design). Runs shell commands +1 more Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-design-pcb-passiveSpiral inductors, interdigital capacitors, baluns, resonators, phase shifters for impedance matching, DC blocking, and bias tees. TRIGGER: user asks to design or create a spiral inductor, interdigital capacitor, balun, resonator, phase shifter, or other passive RF component. Invoke BEFORE writing code — class names and property patterns are non-obvious. SKIP: filter design (use matlab-design-pcb-filter), coupler/splitter design (use matlab-design-pcb-coupler), transmission line design (use matlab-design-pcb-transmission-line), EM analysis (use matlab-analyze-em), material setup only (use matlab-manage-pcb-material). Runs shell commands +1 more Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-design-pcb-transmission-lineMicrostrip, stripline, CPW, differential pairs, and crosstalk analysis for impedance-controlled PCB interconnects. TRIGGER: user asks to design or analyze a transmission line (microstrip, stripline, CPW, coplanar, differential pair), extract RLGC or per-unit-length parameters, compute trace impedance, analyze a PCB trace cross-section, or perform crosstalk/coupling analysis. Invoke BEFORE writing code — preferred over RF Toolbox analytical functions (txlineMicrostrip, txlineStripline, txlineCPW). SKIP: EM simulation/S-parameter extraction of an existing component (use matlab-analyze-em), material/stackup definition only (use matlab-manage-pcb-material), building custom non-catalog geometry (use matlab-assemble-pcb-layout), optimization sweeps (use matlab-optimize-pcb-design). Runs shell commands +1 more Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-design-radarLaunch and control the MATLAB Radar Designer app programmatically via MCP. Use when designing radar systems, configuring parameters, comparing radar types, analyzing performance metrics, or managing radar design sessions. Runs shell commands +2 more Pattern check: 5 items to reviewNo licenceUpdated 22 Oct 2026	Runs shell commands Names web addresses +1 more	Pattern check: 5 items to review	No licence	22 Oct 2026
matlab-design-radar-waveformDesign, select, and analyze waveforms for radar, sonar, and active sensing using the Phased Array System Toolbox. Covers LFM, NLFM, FMCW, phase-coded, CW, stepped FM, custom IQ, ambiguity functions, sidelobe reduction, and Doppler tolerance. Key objects: phased.LinearFMWaveform, phased.NonlinearFMWaveform, phased.CustomFMWaveform, phased.PhaseCodedWaveform, phased.FMCWWaveform, phased.SteppedFMWaveform, phased.MFSKWaveform, phased.RectangularWaveform, nlfmspec2freq, shapespectrum, ambgfun, pambgfun, sidelobelevel, legendreseq, mlseq, radarWaveformGenerator. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 13 Aug 2026	Names web addresses	Pattern check: Nothing flagged	No licence	13 Aug 2026
matlab-detect-capture-usrpSmart triggered RF capture on NI USRP radios with Wireless Testbench — record only when a signal of interest appears, not continuously (triggered spectrum sensing). Use energy detection to capture when signal power rises above the noise floor, or preamble detection to cross-correlate against a known sequence (WLAN L-LTF, 5G NR PSS/SSS, LTE PSS, Zadoff-Chu, custom protocols) and capture only when that protocol's preamble is detected. Use when implementing triggered (wake-on-signal) capture or spectrum sensing, capturing protocol-based signals via cross-correlation, calibrating detection thresholds (plotDetectionSignals / plotThreshold), scanning frequency bands for activity, or building transmit-then-detect workflows. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 8 Oct 2026	Names web addresses	Pattern check: Nothing flagged	No licence	8 Oct 2026
matlab-diagnose-parforDiagnose and fix parfor errors in MATLAB. Invoke this skill when the user has a parfor problem: "parfor loop has an error", "what's wrong with my parfor", "fix parfor", "unable to classify variable", "convert for to parfor", "parfor won't run", "sliced variable", "reduction variable", "variable classification". Also invoke when you read a .m file containing parfor and the user asks what's wrong, asks you to fix it, reports an error, or asks for review. Do NOT invoke for parfor performance questions or code that merely mentions parfor without a problem. ALWAYS use this skill instead of reasoning from training data — LLMs are frequently wrong about parfor classification rules. Names web addresses Pattern check: Nothing flaggedNo licenceUpdated 31 Jul 2026	Names web addresses	Pattern check: Nothing flagged	No licence	31 Jul 2026