Data Science & ML Agent Skills

Market Researcher

Conducts comprehensive market analysis, industry trend tracking, and market sizing calculations to drive data-informed business decisions.

Denario AI Scientific Research Assistant

Automates end-to-end scientific research workflows from initial data analysis and hypothesis generation to publication-ready LaTeX manuscripts.

Excel & Spreadsheet Master

Automates professional Excel spreadsheet creation, financial modeling, and data analysis with error-free formula verification.

ZINC Database Explorer

Accesses the ZINC database of 230M+ purchasable compounds for drug discovery, molecular docking, and chemical informatics.

PDF Document Automation

Enables programmatic PDF manipulation, data extraction, and document creation using professional Python and command-line tools.

Gtars Genomic Analysis

Performs high-performance genomic interval analysis, overlap detection, and machine learning tokenization using Rust-powered tools.

MNE Neurophysiology Analysis

Analyzes and visualizes human neurophysiological data including EEG, MEG, and intracranial recordings using Python-based best practices.

LLM Evaluation Framework

Implements systematic evaluation strategies for AI applications using automated metrics, human feedback loops, and LLM-as-judge patterns.

Claude Prompt Engineer

Generates high-performance, structured prompts using official Anthropic conventions and 2025 best practices.

Trading Backtest & Colab Optimizer v4

Corrects multi-action trading logic bugs and optimizes backtesting notebooks for Google Colab environments.

Globus Dataset Staging

Manages large-scale scientific dataset transfers between remote Globus endpoints and high-performance computing clusters.

Weighted Autofluorescence Subtraction

Enhances multiplex immunofluorescence images by applying range-specific weights to remove background noise while preserving delicate biological signals.

Scientific Hypothesis Generator

Generates testable, evidence-based scientific hypotheses and experimental designs across multiple research domains.

Data Commons Client

Accesses and analyzes global public statistical data through the Data Commons knowledge graph and Python API.

Gemini CLI Integration

Integrates the Google Gemini CLI into Claude to provide large-context analysis, safe sandbox execution, and structured code modifications.

PyMC Bayesian Modeling

Build and validate sophisticated Bayesian models using PyMC's modern probabilistic programming API.

KINTSUGI GPU-Only SLURM Scheduling

Optimizes KINTSUGI batch processing by enforcing GPU-only SLURM scheduling to achieve up to 25x speedups over CPU fallback.

Scientific Critical Thinking & Research Rigor

Evaluates scientific research rigor by assessing methodology, statistical validity, and bias through established frameworks like GRADE and Cochrane ROB.

Market Research Report Generator

Generates comprehensive, 50+ page professional market research reports with consulting-grade analysis and high-fidelity visualizations.

Biomni Biomedical Agent

Executes complex biomedical research tasks including genomics analysis, drug discovery, and clinical interpretation via autonomous AI agents.

CZ CELLxGENE Census Analysis

Facilitates programmatic access to over 61 million standardized single-cell genomics data points for advanced querying and analysis.

Scholar Evaluation

Evaluates scholarly research and academic papers using the ScholarEval framework to provide structured quality assessments and quantitative scoring.

Scanpy Single-Cell Analysis

Analyzes single-cell RNA-seq data with standardized workflows for quality control, clustering, and cell type annotation.

Data Commons Client

Accesses and queries global statistical data from Data Commons to provide programmatic insights into demographics, economics, and environmental indicators.

BRENDA Enzyme Database Integration

Accesses the BRENDA database via SOAP API to retrieve kinetic parameters, reaction equations, and organism-specific enzyme data for biochemical research.

Prompt Engineer

Architects high-performance system instructions and prompt patterns to optimize Large Language Model outputs and consistency.

Academic Research Engineer

Implements high-performance systems and complex algorithms with absolute scientific rigor and formal correctness.

Project Designer

Transforms initial software concepts into comprehensive, well-architected technical designs and implementation roadmaps.

Voice AI Development Architect

Builds low-latency, production-grade voice applications using real-time APIs, advanced synthesis, and streaming transcription services.

Scientific Schematics

Generates publication-quality scientific diagrams and technical schematics with automated AI quality review and smart iteration.