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Web Application Testing & Playwright Automation

Facilitates end-to-end testing and browser automation for local web applications using Python Playwright scripts and server management utilities.

GA4 Custom Dimensions & Metrics

Guides the implementation, registration, and troubleshooting of event, user, and item-scoped custom dimensions in Google Analytics 4.

NetworkX Graph Analysis

Provides a comprehensive toolkit for creating, manipulating, and analyzing complex network structures and graph algorithms in Python.

Biopython Molecular Biology

Performs advanced biological computation and molecular biology workflows using the Biopython toolkit.

PyDESeq2 RNA-seq Analysis

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

GA4 Recommended Events Guide

Implements and validates Google-defined recommended events for GA4 to ensure consistent ecommerce and user engagement tracking.

MCP Server Builder

Guides developers in building high-quality Model Context Protocol (MCP) servers to integrate external APIs and services with LLMs.

Prospect Research

Generates comprehensive prospect profiles and actionable sales intelligence for personalized outreach and call preparation.

COBRApy Metabolic Modeling

Performs constraint-based metabolic modeling and systems biology simulations using the COBRApy Python library.

Scikit-bio Bioinformatics Toolkit

Analyzes biological data using specialized tools for sequence manipulation, phylogenetics, and microbial ecology metrics.

Polars Data Analysis

Enables high-performance data manipulation and analysis using the Polars DataFrame library's lightning-fast expression API.

Sales Orchestrator

Diagnoses sales needs and sequences specialized skills to execute complex deal strategies and optimize revenue workflows.

Denario: Scientific Research Automator

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

Scanpy Single-Cell Analysis

Performs comprehensive single-cell RNA-seq analysis workflows including quality control, clustering, and cell type annotation.

GA4 Data Management

Manages Google Analytics 4 administrative settings, data retention policies, and user permissions with expert precision.

PRD Context Extractor

Parses Product Requirements Documents (PRDs) to extract structured implementation context for AI-driven development workflows.

Constitution Checker

Enforces project-specific standards and validation rules before executing AI workflow commands.

TorchDrug Machine Learning

Facilitates machine learning for drug discovery using a PyTorch-based toolkit for molecular property prediction, protein modeling, and retrosynthesis.

Story Narrative Summary

Generates engaging, first-person narrative summaries of complex content using multi-perspective narrative framing.

Ruby Expert Quality Review

Performs comprehensive Ruby codebase audits using principles from industry legends like Sandi Metz and Kent Beck to ensure maintainability and performance.

BioServices

Provides programmatic Python access to over 40 bioinformatics web services for biological data retrieval and pathway analysis.

Keyword Research & Content Strategy

Identifies high-value content opportunities using the 6 Circles Method to build data-driven content calendars without paid SEO tools.

UMAP Machine Learning

Performs fast nonlinear dimensionality reduction and manifold learning for high-dimensional data visualization and clustering.

Modal Serverless Python

Runs Python code in the cloud with serverless containers, high-performance GPUs, and automatic scaling for AI/ML workloads.

Scientific Hypothesis Generation

Generates evidence-based, testable scientific hypotheses and structured experimental designs to accelerate research and discovery.

LatchBio Integration

Builds and deploys serverless bioinformatics pipelines using the Latch SDK with specialized decorators and cloud data management.

Core Rule Maintenance

Manages and synchronizes core agent rule files and project structures across multiple development environments.

Automated Release Workflow

Automates the software versioning process by handling version bumps, Git staging, commits, and release tagging.

AnnData for Single-Cell Genomics

Manages annotated data matrices and metadata for single-cell genomics and large-scale biological datasets using the AnnData framework.

Open Targets Database

Queries the Open Targets Platform to identify and prioritize therapeutic drug targets through human genetics and clinical evidence.