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Executive Data Storytelling

Transforms complex metrics into high-impact executive narratives using the Gartner-aligned What/Why/Next framework.

Medchem Molecular Filtering

Applies medicinal chemistry rules and structural filters to prioritize compound libraries for drug discovery.

Scanpy Single-Cell Analysis

Performs end-to-end single-cell RNA-seq analysis workflows including quality control, clustering, and cell type annotation using the Scanpy toolkit.

Datamol Cheminformatics

Simplifies molecular cheminformatics and drug discovery workflows using a Pythonic interface for RDKit.

Scientific Peer Review

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

Polars Data Science & Analysis

Accelerates data manipulation and analysis using the high-performance Polars DataFrame library and its optimized expression-based API.

NCBI GEO Database Tool

Accesses and retrieves gene expression and functional genomics data from the NCBI Gene Expression Omnibus (GEO) repository.

PyMC Bayesian Modeling

Builds and validates complex Bayesian models for probabilistic inference using PyMC and ArviZ.

FlowIO Flow Cytometry Handler

Parses and manages Flow Cytometry Standard (FCS) files, converting biological data into NumPy arrays and dataframes for analysis.

NetworkX Graph Analysis

Builds, analyzes, and visualizes complex graph structures and network data using the powerful NetworkX Python library.

Arboreto GRN Inference

Infers gene regulatory networks from transcriptomics data using scalable algorithms like GRNBoost2 and GENIE3.

BioServices Bioinformatics Toolkit

Provides programmatic access to over 40 bioinformatics web services and databases for biological data retrieval and cross-platform analysis.

LoRAIro SQLAlchemy Repository Pattern

Implements type-safe SQLAlchemy repository patterns for consistent database operations and session management.

PyHealth Healthcare AI

Develops and deploys specialized machine learning models for clinical healthcare data, electronic health records, and medical coding systems.

PyTorch Lightning Pro

Streamlines deep learning development by organizing PyTorch code into scalable, high-performance LightningModules and automated training workflows.

Matchms Mass Spectrometry Analysis

Processes and analyzes mass spectrometry data using standardized metadata, peak filtering, and advanced spectral similarity metrics.

PyDESeq2 Analysis

Performs differential gene expression analysis on bulk RNA-seq data using the PyDESeq2 statistical framework.

PDB Database Structural Biology

Accesses and analyzes 3D protein and nucleic acid structures from the RCSB Protein Data Bank for research and discovery.

Hypogenic Scientific Hypothesis Engine

Generates and tests scientific hypotheses automatically by combining observational data with literature insights using LLMs.

Zarr Python Scientific Data

Manages large-scale N-dimensional arrays with efficient chunking, compression, and cloud-native storage integration.

TorchDrug Science Toolkit

Provides an advanced machine learning framework for drug discovery, molecular property prediction, and protein modeling using PyTorch.

Matplotlib Visualization

Generates high-quality static, animated, and interactive visualizations for data analysis and scientific publication.

Phylogenetic Tree Analysis (ETE)

Manipulates, analyzes, and visualizes phylogenetic and hierarchical tree structures with biological database integration.

AI Image Generator & Editor

Generates and modifies high-quality scientific illustrations, diagrams, and concept visualizations using advanced AI models like FLUX and Gemini.

Workspace Discovery Guide

Guides users through available workflows, agents, tools, and hooks within the Claude Code environment.

PathML Computational Pathology

Analyzes whole-slide pathology images and multiparametric imaging data using advanced machine learning and spatial graph techniques.

Cosmic Cancer Database Access

Access and query the COSMIC database for somatic mutations, cancer gene census, and mutational signatures to support precision oncology research.

RAN Coverage & Signal Analyzer

Analyzes and optimizes Radio Access Network (RAN) coverage using cognitive consciousness and high-resolution signal strength mapping.

ChEMBL Database Explorer

Accesses and queries the ChEMBL database for bioactive molecules, drug targets, and bioactivity data within medicinal chemistry workflows.

ClinPGx Pharmacogenomics Database

Accesses comprehensive pharmacogenomics data for precision medicine, genotype-guided dosing, and clinical decision support.