Skill Claude CodeCodex
Calibrate GLM parameters for water temperature simulation. Use when you need to adjust model parameters to minimize RMSE between simulated and observed temperatures.
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Skill Claude CodeCodex
Calibrate GLM parameters for water temperature simulation. Use when you need to adjust model parameters to minimize RMSE between simulated and observed temperatures.
Skill Claude CodeCodex
Read and process GLM output files. Use when you need to extract temperature data from NetCDF output, convert depth coordinates, or calculate RMSE against observations.
Skill Claude CodeCodex
Data conditioning techniques for gravitational wave detector data. Use when preprocessing raw detector strain data before matched filtering, including high-pass filtering, resampling, removing filter wraparound artifacts, and estimating power spectral density (PSD). Works with PyCBC TimeSeries data.
Skill Claude CodeCodex
Matched filtering techniques for gravitational wave detection. Use when searching for signals in detector data using template waveforms, including both time-domain and frequency-domain approaches. Works with PyCBC for generating templates and performing matched filtering.
Skill Claude CodeCodex
Design effective excitation signals (step tests) for system identification and parameter estimation in control systems.
Skill Claude CodeCodex
Fit first-order dynamic models to experimental step response data and extract K (gain) and tau (time constant) parameters.
Skill Claude CodeCodex
Calculate PI/PID controller gains using Internal Model Control (IMC) tuning rules for first-order systems.
Skill Claude CodeCodex
Implement safety interlocks and protective mechanisms to prevent equipment damage and ensure safe control system operation.
Skill Claude CodeCodex
Use scipy.optimize.curvefit for nonlinear least squares parameter estimation from experimental data.
Skill Claude CodeCodex
A toolkit for fuzzy string matching and data reconciliation. Useful for matching entity names (companies, people) across different datasets where spelling variations, typos, or formatting differences exist.
Skill Claude CodeCodex
High-performance numerical computing and machine learning workflows using JAX. Supports array operations, automatic differentiation, JIT compilation, RNN-style scans, map/reduce operations, and gradient computations. Ideal for scientific computing, ML models, and dynamic array transformations.
Skill Claude CodeCodex
Extract text content from images using Tesseract OCR via Python.
Skill Claude CodeCodex
Analyze images and multi-frame sequences using OpenAI GPT vision models.
Skill Claude CodeCodex
Extract frames from video files and save them as images using OpenCV.
Skill Claude CodeCodex
Comprehensive clinical laboratory data harmonization for multi-source healthcare analytics. Convert between US conventional and SI units, standardize numeric formats, and clean data quality issues. This skill should be used when you need to harmonize lab values from different sources, convert units for clinical…
Skill Claude CodeCodex
Calculate the relative contribution of different factors to a response variable using R² decomposition. Use when you need to quantify how much each factor explains the variance of an outcome.
Skill Claude CodeCodex
Classify environmental and meteorological variables into driver categories for attribution analysis. Use when you need to group multiple variables into meaningful factor categories.
Skill Claude CodeCodex
Reduce dimensionality of multivariate data using PCA with varimax rotation. Use when you have many correlated variables and need to identify underlying factors or reduce collinearity.
Skill Claude CodeCodex
Detect long-term trends in time series data using parametric and non-parametric methods. Use when determining if a variable shows statistically significant increase or decrease over time.
Skill Claude CodeCodex
Convert PDF documents to Markdown using markersingle. Use when Claude needs to extract text content from PDFs while preserving LaTeX formulas, equations, and document structure. Ideal for academic papers and technical documents containing mathematical notation.
Skill Claude CodeCodex
This skill should be used when working on Lean 4 formalization projects to maintain persistent memory of successful proof patterns, failed approaches, project conventions, and user preferences across sessions using MCP memory server integration.
Skill Claude CodeCodex
Use when working with Lean 4 (.lean files), writing mathematical proofs, seeing "failed to synthesize instance" errors, managing sorry/axiom elimination, or searching mathlib for lemmas - provides build-first workflow, haveI/letI patterns, compiler-guided repair, and LSP integration.
Skill Claude CodeCodex
This skill should be considered when you need to normalize testing engineers' written defect reasons following the provided product codebooks. This skill will correct the typos, misused abbreviations, ambiguous descriptions, mixed Chinese-English text or misleading text and provide explanations. This skill will do…
Skill Claude CodeCodex
Deterministic handbook-grounded retrieval and thermocouple computations for reflow profile compliance outputs such as ramp, TAL, peak, feasibility, and selection.
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