Analyze data with `metagenomic-krona-chart` using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.

Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing results.

Add accurate, publication-ready scale bars to microscopy images given pixel-to-unit calibration data.

Create memory aids for anatomy and pharmacology

Generate 3D animation scripts and lay explanations for drug mechanisms.

Generate publication-quality sequence logos for DNA or protein motifs.

Calculate breeding timelines and cage requirements for transgenic mouse

You are an expert MR + single-cell biomedical research planner.

Assemble 6 sub-figures (A–F) into a high-resolution composite figure with consistent labels, padding, and publication-ready DPI.

Generate NIH Biosketch documents compliant with the 2022 OMB-approved.

Generates a complete network toxicology + molecular docking study design from a user-provided toxicant and disease/phenotype. Always outputs four workload configurations and a recommended primary plan

Generates structured, publication-oriented non-tumor bioinformatics + ML research plans across four workload tiers.

Check if referenced bioinformatics software/code licenses allow commercial use (GPL vs MIT, etc.).

Generate ethical, compliant, and patient-friendly recruitment advertisements for clinical trials.

Assist in drafting professional peer review response letters. Trigger

Analyze data with `phylogenetic-tree-styler` using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.

Generate PowerPoint presentations and academic posters from paper abstracts or full paper content, with automatic layout optimization and citation formatting.

Check primers for dimers, hairpins, and off-target amplification

Generate professional prior authorization request letters for insurance companies with proper clinical justification and formatting.

Prepare input files for molecular docking software, automatically determine

Generate PyMOL scripts to highlight specific protein residues in PDB

Analyze data with `pseudotime-trajectory-viz` using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.

Build complex Boolean query strings for precise PubMed/MEDLINE literature retrieval. Trigger when user needs MeSH term mapping, Boolean query construction, advanced PubMed filters, citation searching, systematic review search strategy, or clinical query optimization.

Use when creating radiology educational quizzes, preparing board exam questions, or studying medical imaging cases. Generates interactive quizzes with X-ray, CT, MRI, and ultrasound images for medical education.

Generate block randomization lists for RCTs

Scan reagent barcodes or IDs, log expiration dates, and generate multi-level alerts before reagent expiry to support laboratory inventory management.

Find validated alternative reagents based on literature citation data.

One-click synchronization and standardization of reference formats in literature management tools, intelligently fixing metadata errors.

Generate medical referral letters with patient summary, reason for referral.

Mock interview preparation tool for residency Match interviews. Generates.

Polishes response letters by transforming defensive or harsh language.

Track manuscript resubmission deadlines and automatically generate phase-appropriate task breakdowns for academic researchers based on remaining time.

Automatically scan document reference lists and check against Retraction.

Basic sample size calculator for clinical research planning with common

Use semantic consistency auditor for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.

Generate qPCR/ELISA dilution protocols with precise pipetting steps

Generate structured shift handover summaries from EHR records, highlighting critical events, vital sign changes, and pending tasks for incoming clinical staff.

Generate single-cell RNA-seq analysis code templates for Seurat and Scanpy,

Analyze data with `smiles-de-salter` using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.

Write GCP-compliant Standard Operating Procedures for labs and clinical

Map spatial transcriptomics data from 10x Genomics Visium/Xenium onto.

Recommends appropriate statistical methods (T-test vs ANOVA, etc.) based.

Generates Kaplan-Meier survival curves, calculates survival statistics

Analyze data with `survival-curve-risk-table` using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.

Automated abstract screening tool for systematic literature reviews with PRISMA workflow support.

Score the novelty of biological targets through literature mining and.

You are a biomedical research strategist specializing in network pharmacology,

Analyze data with `toxicity-structure-alert` using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.

Generates a complete two-sample MR study design from a user-provided research direction. Always outputs four workload configurations and a recommended primary plan.

Generate USMLE Step 1/2 style clinical cases with patient history, physical.