mnemonic-generator
Create memory aids for anatomy and pharmacology
Create memory aids for anatomy and pharmacology
Check if referenced bioinformatics software/code licenses allow commercial use (GPL vs MIT, etc.).
Use when mapping patent claims to products, analyzing patent infringement, or preparing freedom-to-operate analyses. Compares patent claims against product features for biotech and pharmaceutical IP assessment.
Prepare input files for molecular docking software, automatically determine Grid Box center and size. Supports AutoDock Vina, AutoDock4, and other mainstream docking tools.
Generate PyMOL scripts to highlight specific protein residues in PDB structures. Use this skill when the user needs to visualize specific amino acid residues, create publication-quality protein images, or highlight functional sites in protein structures.
Scan reagent barcodes or IDs, log expiration dates, and generate multi-level alerts before reagent expiry to support laboratory inventory management.
Generate qPCR/ELISA dilution protocols with precise pipetting steps
Integrate REVEL, CADD, PolyPhen scores to predict variant pathogenicity.
Plan reproducible ML experiment runs with explicit parameters, metrics, and artifacts. Use before model training to standardize tracking-ready experiment definitions.
Design, log, compare, and score prompt experiments so users can systematically improve outputs instead of guessing.
Systematically improve code through structured analysis-mutation-evaluation loops. Adapted from ALMA (Automated meta-Learning of Memory designs for Agentic systems). Use when iterating on code quality, optimizing implementations, debugging persistent issues, or evolving a design through multiple improvement cycles. Replaces ad-hoc "try and fix" with disciplined reflection, variant tracking, and principled selection of what to change next.
Track book availability on Libby/OverDrive libraries. Search library catalogues, manage a watchlist, and get notified when books are added. Use for "libby", "check libby", "libby watchlist", "is book on libby", "book available", "overdrive", "library catalogue", "ספרייה", "ספרים".
Design and simulate adaptive clinical trials with interim analyses, sample size re-estimation, and early stopping rules. Evaluate Type I error control, power, and expected sample size via Monte Carlo simulation before trial initiation.
Analyze laboratory alumni career trajectories and outcomes to provide data-driven career guidance for current students and postdocs. Tracks industry vs academia distribution, identifies career pathways, and generates personalized recommendations based on degree level and research interests.
Generate ARRIVE 2.0 compliant animal research protocols with structured experimental design, sample size calculations, and reporting checklists. Ensures transparency, reproducibility, and ethical compliance in in vivo studies.
Sort chemicals by compatibility for safe laboratory storage. Prevents dangerous reactions by segregating incompatible chemicals (acids, bases, oxidizers, flammables) and provides storage recommendations compliant with safety regulations.
Use when cleaning clinical trial data, preparing data for FDA/EMA submission, standardizing SDTM datasets, handling missing values in clinical studies, detecting outliers in lab results, or converting raw CRF data to CDISC format. Cleans and standardizes clinical trial data for regulatory compliance with audit trails.
Monitor and summarize competitor clinical trial status changes from ClinicalTrials.gov. Trigger: When user asks to track clinical trials, monitor trial status changes, get updates on specific trials, or analyze competitor trial activities. Use cases: Pharma competitive intelligence, trial monitoring, status tracking, recruitment updates, completion alerts.
IoT monitoring simulation to predict CO2 tank depletion and prevent weekend gas outages in cell culture facilities. Monitors cylinder pressure, calculates consumption rates, and provides early warnings for timely replacement.
Generate standardized experiment templates for Electronic Laboratory Notebooks
Track lab equipment calibration dates and send maintenance reminders for pipettes, balances, centrifuges, and other instruments. Validates date formats and supports update/delete operations.
Track lab equipment calibration dates and send maintenance reminders
Track and retrieve sample locations in -80°C freezers with hierarchical storage organization. Trigger conditions: - User needs to record sample storage positions (freezer ID, level, rack, box, grid position) - User requests to search samples by name, project, date, or location - User requires sample inventory management and export functionality Input: Sample metadata (name, project, quantity) and storage coordinates Output: Structured sample location records with search and export capabilities Success criteria: - Accurate position recording without conflicts - Fast search and retrieval (<1 second for 1000+ samples) - Data integrity maintained across operations - Export in multiple formats (JSON, CSV) Risk level: MEDIUM (Script execution with file system access) Technical difficulty: INTERMEDIATE Version: v1.0 Owner: 研发部 Last updated: 2026-02-06