Data Science & ML Agent Skills

NFT Rarity Analyzer

Calculates NFT rarity scores and ranks tokens by trait uniqueness using multiple algorithms and real-time metadata.

Yzma Local AI for Go

Integrates local LLM inference into Go applications using the yzma library and llama.cpp.

Gemini CLI Assistant

Integrates Google's Gemini models into your Claude workflow to process multimodal inputs like images, video, and audio.

Review Iteration

Performs structured, read-only analysis of pipeline results to diagnose model failures and map error patterns without modifying files.

SimPy Simulation Modeling

Builds process-based discrete-event simulations in Python for modeling complex systems with shared resources and time-based events.

Bioinformatic Data Retrieval (gget)

Queries over 20 genomic databases to provide instant access to gene information, sequence alignments, and protein structures.

STRING Protein Database Explorer

Queries the STRING database to analyze protein-protein interaction networks and perform functional enrichment across 5,000+ species.

Evolutionary Scale Modeling (ESM)

Enables state-of-the-art protein language modeling for sequence design, structure prediction, and functional annotation.

Voice AI Development

Builds high-performance, real-time voice applications and AI agents with low-latency communication and streaming infrastructure.

Professional Excel & Spreadsheet Management

Automates the creation, editing, and professional formatting of Excel workbooks and tabular data files with an emphasis on dynamic formulas and financial standards.

Context Window Management

Optimizes LLM performance by managing token limits and organizing context through strategic summarization, trimming, and routing.

PyMC Bayesian Modeling

Builds and validates Bayesian statistical models using PyMC and ArviZ for probabilistic programming and advanced inference.

PathML Computational Pathology

Powers advanced whole-slide image analysis and machine learning workflows for computational pathology and spatial proteomics.

Rowan Quantum Chemistry

Automates complex quantum chemistry workflows and molecular simulations via a cloud-based Python API.

ZINC Database for Drug Discovery

Accesses over 230 million purchasable compounds from the ZINC repository for virtual screening and cheminformatics.

FRED Economic Data Access

Provides programmatic access to over 800,000 economic time series from the Federal Reserve Economic Data (FRED) database for advanced macroeconomic analysis and research.

LLM Context Window Management

Optimizes AI performance by engineering context windows through intelligent summarization, trimming, and token prioritization.

Scientific Peer Reviewer

Conducts systematic, rigorous evaluations of scientific manuscripts and grant proposals across academic disciplines.

Dask Parallel Computing

Enables parallel and distributed computing for large-scale Python data workflows that exceed available memory.

Pymoo Optimization

Optimizes complex multi-objective and single-objective problems using state-of-the-art evolutionary algorithms.

Scientific Critical Thinking

Evaluates scientific claims and evidence quality using rigorous frameworks like GRADE and Cochrane Risk of Bias.

Aeon Time Series ML

Implements advanced time series machine learning algorithms including classification, forecasting, and anomaly detection with scikit-learn compatibility.

Vaex Big Data Analysis

Processes and analyzes massive tabular datasets exceeding available RAM using out-of-core DataFrames and lazy evaluation.

MATLAB & Octave Scientific Computing

Provides expert guidance and code generation for MATLAB and GNU Octave in numerical computing, matrix operations, and scientific data visualization.

SymPy Symbolic Math

Performs exact symbolic mathematical computations including algebra, calculus, and physics modeling within Python environments.

Polars Data Processing

Optimizes high-performance data manipulation and ETL pipelines using the Polars DataFrame library with lazy evaluation and Apache Arrow.

FluidSim CFD Framework

Simulates high-performance computational fluid dynamics using Python-based pseudospectral methods and MPI parallelization.

Geniml Genomic Machine Learning

Builds machine learning models and unsupervised embeddings for genomic interval data and single-cell chromatin accessibility datasets.

DiffDock: Molecular Docking & Drug Design

Predicts accurate protein-ligand binding poses using diffusion-based deep learning models for structure-based drug discovery.

ClinicalTrials.gov Explorer

Accesses the ClinicalTrials.gov API v2 to search, filter, and retrieve comprehensive global clinical study data for research and analysis.