healthsim-trialsim
Generate realistic clinical trial synthetic data including study definitions, sites, subjects, visits, adverse events, efficacy assessments, and disposition. Use when user requests: clinical trial data, CDISC/SDTM/ADaM datasets, trial cohorts (Phase I/II/III/IV), FDA submission test data, or specific therapeutic areas like oncology or biologics/CGT.
healthsim
HealthSim generates realistic synthetic healthcare data for testing EMR systems, claims processing, pharmacy benefits, and analytics. Use for ANY request involving: (1) synthetic patients, clinical data, or medical records, (2) healthcare claims, billing, or adjudication, (3) pharmacy prescriptions, formularies, or drug utilization, (4) HL7v2, FHIR, X12, or NCPDP formatted output, (5) healthcare testing scenarios or sample data generation.
healthsim-membersim
MemberSim generates realistic synthetic claims and payer data for testing claims processing systems, payment integrity, and benefits administration.
julia-development
Expert guidance for Julia package development following SciML standards, Distributions.jl patterns, and Julia ecosystem best practices
investigate
Deep analytical investigation mode using Bayesian reasoning, superforecasting techniques, and rigorous hypothesis testing. Combines methods from Kahneman, Tetlock, Peirce, and Feynman. Use when user invokes /investigate or asks for thorough analysis.
numerical-methods-expert
Computational mathematics expert for numerical solutions, approximations, error analysis, and scientific computing
outlier-detective
Detect anomalies and outliers in datasets using statistical and ML methods. Use for data cleaning, fraud detection, or quality control analysis.
statistical-analyzer
Perform statistical hypothesis testing, regression analysis, ANOVA, and t-tests with plain-English interpretations and visualizations.
drama-workflow
Coordinate plot point dramatic function analysis process, manage text preprocessing, parallel analysis, result integration. Suitable for plot point and dramatic function analysis of long texts, scenarios requiring structured analysis reports
openai-deep-research
Use OpenAI's Deep Research API (o3 / o4 models) to automate multi-step, citation-backed research workflows.
hypothesis-testing
Guides scientific hypothesis development and testing methodology. Use when formulating research questions, developing testable hypotheses, designing experiments, or evaluating research approaches. Triggers on phrases like "hypothesis", "test if", "experiment design", "research question", "how would I test", "is it true that".
writing-papers
Create interactive HTML artifacts for academic papers using parallel subagent processing. Includes comprehensive pre-submission review checklist for paper quality assurance.
oceanography-specialist
Ocean science expert covering physical, chemical, biological, and geological oceanography
virus-monitor
Virus-Monitoring für Wien (Abwasser + Sentinel)
hash-calculator
Calculate cryptographic hashes (MD5, SHA1, SHA256, SHA512) for text and files. Compare hashes, verify integrity, and batch process directories.
genetics-and-genomics-expert
Modern genetics expert covering Mendelian genetics, molecular genetics, genomics, and CRISPR technologies
ecology-and-evolution-specialist
Expert in evolutionary biology, ecological systems, biodiversity, and conservation
orcawave-aqwa-benchmark
Cross-validation specialist for comparing OrcaWave and AQWA diffraction analysis results. Provides statistical comparison, peak value validation, and automated benchmark reporting for hydrodynamic coefficient verification.
signal-analysis
Perform signal processing, rainflow cycle counting, and spectral analysis for fatigue and time series data. Use for analyzing stress time histories, computing FFT/PSD, extracting fatigue cycles (ASTM E1049-85), and batch processing OrcaFlex signals.
orcaflex-file-conversion
Convert OrcaFlex files between formats (.dat, .yml, .sim) for digital analysis and automation. Supports bidirectional conversion, batch processing, and format standardization.
orcaflex-post-processing
Post-process OrcaFlex simulation results using OPP (OrcaFlex Post-Process). Use for extracting summary statistics, linked statistics, range graphs, time series, histograms, and generating interactive HTML reports from .sim files.
orcaflex-visualization
Generate visualizations from OrcaFlex simulations including model views, time series plots, range graphs, and interactive HTML reports using Plotly for comprehensive analysis presentation.