music21-score
Use this Skill for computational musicology with music21: score analysis, harmonic reduction, melodic contour, counterpoint checking, and corpus comparison.
Use this Skill for computational musicology with music21: score analysis, harmonic reduction, melodic contour, counterpoint checking, and corpus comparison.
Analyze audio recording quality - echo detection, loudness, speech intelligibility, SNR, spectral analysis. Use when the user wants to check a recording's quality, detect echo or duplication in audio files, measure speech clarity, compare original vs processed audio, diagnose why a recording sounds bad, or analyze audio tracks from Blackbox or any call recording app. Triggers on audio quality, recording analysis, echo detection, check recording, sound quality, analyze audio, speech quality, PESQ, STOI, loudness, SNR, audio diagnostics, recording sounds bad, echo in recording, audio duplication.
Design rigorous experiments: sample size calculation, randomization strategies, pre-registration, and AB test duration estimation.
Use this Skill to design, validate, and deploy research surveys: Likert scale construction, attention checks, pilot testing, ICC reliability, and Qualtrics/LimeSurvey export.
Use this Skill for discrete-event simulation with SimPy: M/M/c queues, manufacturing lines, resource contention, and confidence intervals via replications.
Use this Skill for synthetic control causal inference: donor pool selection, weight optimization via scipy, pre-period balance, post-period gap plot, placebo tests, and permutation p-values.
Control systems analysis and PID design with python-control and scipy.signal: transfer functions, Bode/Nyquist plots, root locus, stability margins, and step-response simulation for SISO and discrete-time systems.
Use this Skill for materials science with pymatgen: crystal structure manipulation, Materials Project API queries (bandgap, DOS, formation energy), phase diagrams, and symmetry analysis.
Atomic Simulation Environment (ASE) for atomistic simulations: structure building, geometry optimization, NEB, molecular dynamics, and trajectory analysis.
Complex systems methods: power-law fitting, Hurst exponent, fractal dimension, Mesa agent-based modeling, sample entropy, percolation, and information theory.
Analyze molecular dynamics trajectories with MDAnalysis — RMSD, RMSF, hydrogen bonds, contact maps, and protein-ligand distances.
Professional book publishing from Markdown, Word, or text to PDF/EPUB. Use when creating books, converting manuscripts to PDF, generating covers (Kindle and paperback with spine), building indexes with real page numbers, creating table of contents, or formatting chapters. Handles trade paperback (5.5x8.5), two-pass TOC generation, EPUB conversion, and Amazon KDP requirements.
Conducts in-depth analysis of a specific source or topic, producing comprehensive summaries for research synthesis. Use when you need detailed analysis and documentation of individual sources as part of a larger research effort.
Use multiple sub-agents to fetch and display news from Posit, including blog posts, podcast episodes, videos, and events. Use when the user wants to see recent Posit news, blog updates, podcast episodes, videos, or company announcements.
Velociraptor DFIR integration for LimaCharlie. List available VQL artifacts, view artifact definitions, launch forensic collections on endpoints. Find raw collection data in Artifacts (type:velociraptor, source:SID). Query processed JSON events from the 'velociraptor' sensor (tag:ext:ext-velociraptor). Build D&R rules for velociraptor_collection events. Use for: forensic triage, incident response, threat hunting, VQL artifact collection.
Magnetotelluric data processing and modelling. Read EDI files, analyze MT responses, perform inversions, and visualize resistivity models. Use when Claude needs to: (1) Read/write EDI files, (2) Process MT impedance tensors, (3) Analyze phase tensors and dimensionality, (4) Plot apparent resistivity and phase curves, (5) Create pseudosections, (6) Perform strike analysis, (7) Run 1D inversions, (8) Prepare data for 2D/3D modelling.
Geophysical equations and rock physics calculations for seismic analysis. Use when Claude needs to: (1) Calculate AVO responses (Zoeppritz, Shuey, Aki-Richards), (2) Perform Gassmann fluid substitution, (3) Generate seismic wavelets (Ricker, Ormsby), (4) Compute reflectivity and synthetic seismograms, (5) Calculate elastic moduli from velocities, (6) Apply Gardner/Castagna empirical relations, (7) Model rock physics effects.
Fetch 7-day weather forecasts from Open-Meteo API. ALWAYS use get_coordinates.py first when given city names to look up coordinates, then use get_forecast.py with those coordinates. Use for weather forecasts, weather data, or temperature trends.
N-dimensional labeled arrays for geoscience data. Read/write NetCDF, work with climate and oceanographic datasets, perform multi-dimensional analysis with labeled coordinates. Use when Claude needs to: (1) Read/write NetCDF or Zarr files, (2) Work with multidimensional arrays with labeled dimensions, (3) Analyze climate, ocean, or atmosphere data, (4) Compute temporal aggregations (daily/monthly/annual means), (5) Perform area-weighted statistics, (6) Process large datasets with Dask, (7) Apply CF conventions to scientific data.
Simulation and Parameter Estimation in Geophysics. Framework for geophysical forward modeling and inversion. Use when Claude needs to: (1) Run geophysical inversions (DC resistivity, magnetics, gravity, EM), (2) Create forward models for potential fields or electromagnetic methods, (3) Build survey geometries and receiver configurations, (4) Design mesh discretizations for simulations, (5) Apply regularization and optimization to inverse problems, (6) Model subsurface physical properties from geophysical data.
Geophysical data inversion workflow from data loading through mesh creation, forward modelling, inversion, and result visualization. Use when inverting ERT, magnetics, gravity, or EM survey data.
End-to-end seismic interpretation workflow from SEG-Y loading through signal processing, rock physics, and visualization. Use when working with seismic data analysis pipelines.