Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics workflows including file handling (mzML, mzXML, mzTab, FASTA, pepXML, protXML, mzIdentML), signal processing, feature detection, peptide identification, and quantitative analysis. Apply when working with mass spectrometry data, analyzing proteomics experiments, or processing metabolomics datasets.
金融時間序列數據清洗的標準流程，整合 MAD 檢測與布朗橋插值
Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows.
Expert spacecraft thermal control systems engineering — energy balance analysis, radiator sizing, heater power budgets, TPS material selection, cryogenic chain design, and orbit-average thermal predictions. Use when performing thermal balance calculations, sizing radiators or heat pipes, selecting thermal coatings, designing heat rejection systems, evaluating re-entry TPS, managing cryogenic boiloff, or reviewing hot/cold case bounding. Trigger with "thermal control", "radiator sizing", "heat balance", "TPS", "re-entry heating", "thermal coatings", "MLI", "heat pipe", "cryogenic", "Stefan-Boltzmann", "eclipse thermal".
Expert spacecraft electrical power system engineering — solar array sizing, battery selection, power budget analysis, eclipse energy balance, RTG sizing, and bus architecture trades. Use when designing EPS subsystems, sizing solar arrays for any orbit, selecting batteries for eclipse support, building power budgets by mode, evaluating RTGs for deep space, or reviewing end-of-life power margins. Trigger with "solar array", "power budget", "battery sizing", "eclipse power", "RTG", "solar panel", "power system", "EPS", "depth of discharge", "energy balance", "power bus".
Orbital mechanics and astrodynamics for spacecraft mission design. Covers Keplerian orbital elements, two-body and restricted three-body problems, Hohmann and bi-elliptic transfer orbits, constellation design using Walker delta patterns, launch window analysis, porkchop plots for interplanetary trajectories, ground track analysis, and station-keeping budgets. Trigger with "orbit", "transfer orbit", "constellation", "launch window", "Hohmann", "Keplerian", "inclination change", "delta-v", "ground track".
Expert spacecraft guidance, navigation and control (GNC) / attitude determination and control systems (ADCS) analysis — sensor selection, actuator sizing, pointing budgets, disturbance torque analysis, control mode design, and momentum management. Use when designing ADCS architectures, selecting star trackers or reaction wheels, calculating gravity gradient torques, building pointing error budgets, or evaluating slew performance. Trigger with "attitude control", "ADCS", "reaction wheel", "star tracker", "pointing budget", "GNC", "guidance navigation", "CMG", "momentum wheel", "magnetic torquer", "sun sensor", "disturbance torque", "slew maneuver", "detumble".
Inspect any raster or vector geospatial file. Returns CRS, bounds, bands, resolution, dtype, attribute summaries, and band statistics. Supports GeoTIFF, Shapefile, GeoJSON, GeoPackage, GeoParquet, and more.
Search and download satellite imagery from Microsoft Planetary Computer. Browse available collections, search by bbox and time range, list assets, and download specific items.
Download NAIP aerial imagery for a bounding box. Specify coordinates as minx,miny,maxx,maxy in WGS84 and optionally a year.
GNSS navigation since training cutoff (latest: latest) — RTK/RTCM 3.x, SPARTN v2.0.3 PPP, Galileo HAS/OSNMA, u-blox F9P UBX protocol, IGS products, Android GnssMeasurement API. Load before working with GNSS.
Geodesy & WGS84 reference (latest: 1.0.0) — ECEF↔geodetic/ENU/NED conversions, PROJ pipelines, Helmert transforms, pyproj patterns. Load before working with coordinate transformations.
Record what you just did that earned a positive reaction. Use this when someone scratches your head, praises you, or shows they liked what you did.
Record what you just did that earned a negative reaction. Use this when someone corrects you, tells you to stop, or shows displeasure at what you did.
Systematic diagnostic checklist for evaluating choice-based conjoint experiments. Use when (1) reviewing a conjoint paper or manuscript, (2) auditing a conjoint analysis script or dataset, (3) assessing measurement error and IRR in conjoint data, (4) evaluating external validity of a conjoint design, or (5) checking interpretation of AMCEs, marginal means, and interaction effects. Covers design, estimation, measurement error correction, external validity, and reporting.
Your approach to handling testing unit tests. Use this skill when working on files where testing unit tests comes into play.
Expert payload and instrument engineering — optical sizing, detector selection, spectral band design, data rate budgets, and science operations planning. Use when designing Earth observation cameras, spectrometers, SAR payloads, lidar systems, or radiometers. Covers GSD calculation, diffraction-limited aperture sizing, MTF analysis, SNR estimation, compression trade studies, and mass/power estimation. Trigger with "payload design", "instrument", "camera", "GSD", "aperture", "spectrometer", "data rate", "remote sensing", "optical payload", "SAR", "hyperspectral", "lidar", "radiometer", "detector", "focal length".
Monitors multiple chronic disease indicators (BP, glucose, HbA1c, lipids, uric acid, creatinine, eGFR, liver function) against Chinese clinical guidelines. Detects abnormal trends, metabolic syndrome, and generates visit summaries. Use when the user tracks lab results or manages multiple chronic conditions.
Manages allergy profiles including food, environmental, and drug allergies. Tracks reactions, identifies cross-reactivity risks, provides seasonal allergy forecasts, and warns about allergen exposure. Use when the user reports allergies, asks about cross-reactions, or needs allergen avoidance guidance.
Map Monagotchi pet state to real-world environment via Alexa smart home devices. Use after any pet action or status check to adjust room lights, temperature, and announce status. Requires the alexa-cli skill (buddyh/alexa-cli). Works with monagotchi-controller.
Records and classifies blood pressure readings per ACC/AHA 2017 guidelines, detects morning surge, analyzes diurnal variation, and generates monthly statistics. Use when the user logs BP readings or asks about blood pressure trends.
Captures learnings, errors, corrections, and insights to enable continuous improvement.
CDP controller for Electrobun apps with multi-tab OOPIF architecture. Use when asked to interact with, test, screenshot, click, fill, or automate an Electrobun desktop app. Triggers on: interact with app, click button, test UI, screenshot app, inspect element, automate Electrobun, take screenshot, fill form, test this app, dogfood, QA the app.
