Data & Analytics

Monitor environmental conditions on construction sites. Track air quality, noise levels, vibration, dust, and weather to ensure compliance and worker safety.

Search EMDB cryo-EM density maps, fitted atomic models, and metadata via REST API. Query by keyword, resolution, method, or organism; fetch entries, map URLs, linked PDB models, and publications. No auth. For atomic coordinates use pdb-database; for AlphaFold predictions use alphafold-database-access.

Query remote Parquet files via HTTP without downloading using DuckDB httpfs. Leverage column pruning, row filtering, and range requests for efficient bandwidth usage. Use for crypto/trading data distribution and analytics.

Validates code and provides physics reasoning for the 2-D injection-production doublet model using streamline methods. Use when modifying streamline geometry, transport calculations (hydrodynamic, chemical, thermal), breakthrough curves, or Green's function kernels. Also use when debugging simulation behavior or explaining physics concepts.

Eine A2A-Agentenkarte (.well-known/agent.json) als Manifest entwerfen, das Agentenfaehigkeiten, Skills, Authentifizierungsanforderungen und unterstuetzte Inhaltstypen beschreibt. Verwenden beim Erstellen eines Agenten, der von anderen A2A-konformen Agenten auffindbar sein muss, beim Bereitstellen von Faehigkeiten fuer Multi-Agenten-Orchestrierung, beim Migrieren eines bestehenden Agenten zum A2A-Protokoll, beim Definieren des oeffentlichen Vertrags fuer einen Agenten vor der Implementierung o...

Run DEM lineament analysis to identify unmapped fault structures. Use when visually confirming orphan earthquake clusters, mapping fault extensions, or finding dark earthquake sources. Triggers on "DEM analysis", "lineament", "edge detection", "drainage analysis".

Advanced 47-marker voice analysis engine — analyzes your writing to build a comprehensive Voice Profile for AuthorClaw

Use when evaluating the clinical utility of a binary prediction model from a single clinical CSV file by fitting a logistic decision-curve model, plotting decision and clinical-impact curves, and exporting summary outputs. NOT for: survival calibration, ROC-only discrimination analysis, nomogram construction, or time-to-event outcomes.

Conception de dashboards Power BI — DAX, modèle de données, visualisations avancées et Row-Level Security. Se déclenche avec "Power BI", "DAX", "dashboard Power BI", "rapport Power BI", "modèle de données Power BI".

Row-level security in CRM Analytics datasets via security predicates — SAQL filter expressions stored on the dataset that apply at query time per running user. Covers the syntax (`'DatasetColumn' operator value`), the `$User.*` context variables, multi-level predicates (role hierarchy + team + region), the performance cost of complex predicates, and the testing discipline (admins bypass predicates by default). NOT for Salesforce Core sharing rules (different runtime), NOT for App / Dashboard ...

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.

Track content quality scores, pipeline timing, and compliance trends with insights and alerts.

Use when building a ceRNA regulatory network from a key gene list by combining bundled miRNA-mRNA and miRNA-lncRNA database files, with flat-file CSV exports and PDF visualization in a single output directory. NOT for: differential expression, single-cell analysis, enrichment analysis, or workflows without a key gene list.

Check AEM Edge Delivery Services page content against a brand style guide. Validates term usage, tone, capitalization, formatting rules, and terminology conventions. Supports style guides stored as EDS spreadsheets (spreadsheet-as-API pattern), documents, or inline rules. Use when enforcing brand consistency, onboarding new authors, or auditing content before publication.

Backtest crypto and traditional trading strategies against historical data. Calculates performance metrics (Sharpe, Sortino, max drawdown), generates equity curves, and optimizes strategy parameters. Use when user wants to test a trading strategy, validate signals, or compare approaches. Trigger with phrases like "backtest strategy", "test trading strategy", "historical performance", "simulate trades", "optimize parameters", or "validate signals".

Fetches Axis Bank transaction emails via Himalaya, categorizes them using notebook-style regex rules, stores them in SQLite, generates weekly and monthly dashboards from stored history, and sends a WhatsApp summary. Use when asked about weekly spending reports, category summaries, or transaction analysis.

PubMed author profile analysis. Author name → PubMed fetch → study type classification → visualization → strategy report.

Track crypto options flow to identify institutional positioning and market sentiment. Use when tracking institutional options flow. Trigger with phrases like "track options flow", "analyze derivatives", or "check institutional".

Queries local analytics across OrchestKit projects for agent usage, skill frequency, hook timing, team activity, session replay, cost estimation, and model delegation trends. Privacy-safe with hashed project IDs. Supports time-range filtering and comparative analysis. Use when reviewing performance, estimating costs, or understanding usage patterns.

Use this skill for analytics and data-science workflow setup, exploratory analysis, notebook-first EDA, repo normalization for analysis projects, experiment comparison, AutoML, causal analysis, and promotion from ad hoc exploration into reusable pipelines. Trigger when the user asks for analysis best practices, how to structure an analytics repo, how to organize notebooks and runs, whether to use marimo or Quarto/qmd, how to handle experiment sweeps, how to compare models, or how to make anal...

Ad hoc SQL analytics on local parquet, CSV, Excel, JSON, Avro, or SQLite files — auto-triggers on data analysis requests

Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboards, exploratory analysis, and presentations. For static publication figures use matplotlib or scientific-visualization.

Matplotlib is Python's foundational visualization library for creating static, animated, and interactive plots.

Biopython is a comprehensive set of freely available Python tools for biological computation. It provides functionality for sequence manipulation, file I/O, database access, structural bioinformatics, phylogenetics, and many other bioinformatics tasks.