Data Science & ML Agent Skills

Advanced Excel & Financial Modeling

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and industry-standard financial modeling.

AgentDB Vector Search

Implements high-performance semantic vector search for RAG systems, knowledge bases, and intelligent similarity matching.

Scientific Brainstorming

Facilitates creative research ideation through hypothesis generation, interdisciplinary connections, and rigorous methodological development.

AgentDB Memory Patterns

Implements high-performance persistent memory and reinforcement learning patterns for AI agents using AgentDB.

Scientific Research Brainstorming

Accelerates scientific discovery by generating hypotheses, identifying research gaps, and facilitating interdisciplinary ideation through structured collaborative dialogue.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to optimize LLM performance, reliability, and controllability in production environments.

LangChain Architecture

Designs and implements sophisticated LLM applications using the LangChain framework with advanced patterns for agents, memory, and tool integration.

Scientific Resource Scout

Detects and analyzes system hardware to provide strategic architectural recommendations for computationally intensive scientific tasks.

Phosphoproteomics PTM Analysis

Analyzes phosphoproteomics data using R to identify differential post-translational modification abundance, stoichiometry, and kinase activity.

MLOps Pipeline Workflow

Orchestrates end-to-end machine learning lifecycles from data preparation and training to production deployment and monitoring.

AgentDB Learning Plugins

Integrates nine reinforcement learning algorithms to build, train, and deploy self-learning AI agents that evolve through experience.

ClinVar Database Assistant

Queries, interprets, and processes human genetic variant data from the NCBI ClinVar archive for genomic research.

Prompt Engineering Patterns

Master advanced techniques to maximize LLM performance, reliability, and controllability in production environments.

Snakemake Compact Workflows

Streamlines Snakemake pipeline development using modular patterns and compact rule definitions for reproducible data science.

Opentrons Lab Automation

Automates laboratory liquid handling and hardware control for Opentrons Flex and OT-2 robots using Protocol API v2.

Opentrons Lab Automation

Develops and optimizes Python-based liquid handling protocols for Opentrons Flex and OT-2 robots.

BfabricPy LIMS Integration

Facilitates seamless Python-based interaction with the B-Fabric Laboratory Information Management System for managing research data and workflows.

AgentDB Vector Search

Implements high-performance semantic vector search and intelligent document retrieval for RAG systems using HNSW indexing and quantization.

RAG Implementation Guide

Implements robust Retrieval-Augmented Generation (RAG) systems for LLM applications using vector databases and semantic search.

Plotly Compact

Generates high-performance interactive visualizations using Plotly Express and Graph Objects patterns.

AgentDB Vector Search

Implements ultra-fast semantic vector search and RAG capabilities using AgentDB's high-performance indexing and quantization.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and trajectory tracking for self-improving AI agents using AgentDB's ultra-fast vector backend.

Scverse Single-Cell Analysis

Streamlines single-cell RNA-seq analysis using standardized AnnData and Scanpy workflows.

Flow Nexus Neural Networks

Trains and deploys complex neural networks within distributed E2B sandboxes for scalable machine learning workflows.

Mixed R/Python Pipeline CLI Creator

Converts existing Snakemake analysis projects into pip-installable CLI tools for automated workflow deployment.

Computational Resource Profiler

Analyzes system hardware to provide strategic recommendations for high-performance computing and scientific tasks.

scverse & Scanpy Essentials

Streamlines single-cell transcriptomics workflows using standardized scverse, AnnData, and Scanpy implementation patterns.

Plotly Scientific Visualization

Generates interactive statistical and scientific visualizations using Plotly Express and Graph Objects APIs.

LangChain Architecture & Agent Design

Architects sophisticated LLM applications using LangChain with advanced agent patterns, persistent memory, and modular tool integrations.

AgentDB Memory Patterns

Empowers AI agents with persistent, high-performance memory and learning patterns using AgentDB and ReasoningBank.