Skill UI

FluidSim is a Python-based CFD framework offering pseudospectral solvers (2D/3D Navier-Stokes, shallow water, stratified flows) with FFT, MPI, Pythran/Transonic acceleration, and rich output analysis for turbulence or geophysical studies.

This skill detects AI-generated deepfake audio used in voice phishing (vishing) attacks. It functions by extracting critical spectral features (including MFCCs, spectral centroid, and zero-crossing rate) and passing them through advanced machine learning models (like Random Forest and Gradient Boosting). The system supports batch forensic analysis, provides confidence scores, and generates detailed reports to verify the authenticity of recorded voice calls, making it essential for cybersecurity incident response and fraud investigation.

Matchms is a powerful open-source Python library designed for comprehensive mass spectrometry data processing and analytical workflows. It enables users to import spectra from various formats (mzML, MGF, etc.), apply advanced filtering (metadata harmonization, peak selection), and calculate various spectral similarities (e.g., Cosine, Modified Cosine). It is invaluable for metabolite identification, library searching, and building reproducible metabolomics pipelines.